RegressionPredictiveModel.html

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
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<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Overview">Overview<a class="anchor-link" href="#Overview">&#182;</a></h1><ul>
<li>Built a predictive model using data from 400+ used cars and their vehicle caracteristics. The goal was predicting a car's fuel economy given it's weight.</li>
<li>Used pre-processing techniques on the data to resolve inconsistencies such as missing data and removing outiliers</li>
<li>Compared a simple linear model with a curve fitting model and interpreted results</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Created on Mon Mar 22 15:41:50 2021</span>

<span class="sd">@author: Rizzo, M.</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="c1">##### Importing Libraries #####</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">pandasql</span> <span class="kn">import</span> <span class="n">sqldf</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
<span class="n">pysqldf</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">q</span><span class="p">:</span> <span class="n">sqldf</span><span class="p">(</span><span class="n">q</span><span class="p">,</span> <span class="nb">globals</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Libraries Imported Successfully&#39;</span><span class="p">)</span>
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<pre>Libraries Imported Successfully
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<h2 id="Data-Preprocessing">Data Preprocessing<a class="anchor-link" href="#Data-Preprocessing">&#182;</a></h2><p>Before starting to make any predictions, it is important that the sample data is adequate for model training, data preprocessing refers to the addition, deletion or transformations of the sample data to improve the prediction accuracy.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Read the dataset</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;C:/Users/Estudio/MPG/auto-mpg.csv&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 406 entries, 0 to 405
Data columns (total 9 columns):
 #   Column        Non-Null Count  Dtype  
---  ------        --------------  -----  
 0   mpg           398 non-null    float64
 1   cylinders     406 non-null    int64  
 2   displacement  406 non-null    float64
 3   horsepower    400 non-null    float64
 4   weight        406 non-null    int64  
 5   acceleration  406 non-null    float64
 6   year          406 non-null    int64  
 7   origin        406 non-null    int64  
 8   carname       406 non-null    object 
dtypes: float64(4), int64(4), object(1)
memory usage: 28.7+ KB
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<p>As we can see below there are multiple values that are missing on the Mpg and Horsepower Columns, we will try to solve this problem later on.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Pre-processing Data</span>
<span class="c1"># Querying Unique values</span>
<span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">df</span><span class="p">:</span>
    <span class="n">a</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="n">n</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">n</span><span class="p">)</span>
    <span class="nb">print</span> <span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">a</span><span class="p">))</span>
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<pre>mpg
[9.0, 10.0, 14.0, 14.5, 15.0, 15.5, 16.0, 16.2, 16.5, 16.9, 17.0, 17.5, 17.6, 17.7, 18.0, nan, 11.0, 12.0, 13.0, 18.1, 18.2, 18.5, 18.6, 19.0, 19.1, 19.2, 19.4, 19.8, 19.9, 20.0, 20.2, 20.3, 20.5, 20.6, 20.8, 21.0, 21.1, 21.5, 21.6, 22.0, 22.3, 22.4, 22.5, 23.0, 23.2, 23.5, 23.6, 23.7, 23.8, 23.9, 24.0, 24.2, 24.3, 24.5, 25.0, 25.1, 25.4, 25.5, 25.8, 26.0, 26.4, 26.5, 26.6, 26.8, 27.0, 27.2, 27.4, 27.5, 27.9, 28.0, 28.1, 28.4, 28.8, 29.0, 29.5, 29.8, 29.9, 30.0, 30.5, 30.7, 30.9, 31.0, 31.3, 31.5, 31.6, 31.8, 31.9, 32.0, 32.1, 32.2, 32.3, 32.4, 32.7, 32.8, 32.9, 33.0, 33.5, 33.7, 33.8, 34.0, 34.1, 34.2, 34.3, 34.4, 34.5, 34.7, 35.0, 35.1, 35.7, 36.0, 36.1, 36.4, 37.0, 37.2, 37.3, 37.7, 38.0, 38.1, 39.0, 39.1, 39.4, 40.8, 40.9, 41.5, 43.1, 43.4, 44.0, 44.3, 44.6, 46.6]
cylinders
[3, 4, 5, 6, 8, 16]
displacement
[68.0, 70.0, 71.0, 72.0, 76.0, 78.0, 79.0, 80.0, 81.0, 83.0, 85.0, 86.0, 88.0, 89.0, 90.0, 91.0, 96.0, 97.0, 97.5, 98.0, 100.0, 101.0, 104.0, 105.0, 107.0, 108.0, 110.0, 111.0, 112.0, 113.0, 114.0, 115.0, 116.0, 119.0, 120.0, 121.0, 122.0, 130.0, 131.0, 133.0, 134.0, 135.0, 140.0, 141.0, 144.0, 145.0, 146.0, 151.0, 155.0, 156.0, 163.0, 168.0, 171.0, 173.0, 181.0, 183.0, 198.0, 199.0, 200.0, 225.0, 231.0, 232.0, 250.0, 258.0, 260.0, 262.0, 267.0, 302.0, 304.0, 305.0, 307.0, 318.0, 340.0, 350.0, 351.0, 360.0, 383.0, 390.0, 400.0, 429.0, 440.0, 454.0, 455.0]
horsepower
[46.0, 48.0, 54.0, 60.0, 65.0, 69.0, 70.0, 72.0, 76.0, 80.0, 85.0, 86.0, 87.0, 88.0, 90.0, 92.0, 95.0, 97.0, 100.0, 105.0, 110.0, 112.0, 113.0, 115.0, 130.0, 137.0, 140.0, 145.0, 150.0, 153.0, 155.0, 158.0, 160.0, 165.0, 170.0, 175.0, 180.0, 190.0, 193.0, 198.0, 200.0, 208.0, 210.0, 215.0, 220.0, 225.0, nan, 49.0, 52.0, 53.0, 58.0, 61.0, 62.0, 63.0, 64.0, 66.0, 67.0, 68.0, 71.0, 74.0, 75.0, 77.0, 78.0, 79.0, 81.0, 82.0, 83.0, 84.0, 89.0, 91.0, 93.0, 94.0, 96.0, 98.0, 102.0, 103.0, 107.0, 108.0, 116.0, 120.0, 122.0, 125.0, 129.0, 132.0, 133.0, 135.0, 138.0, 139.0, 142.0, 148.0, 149.0, 152.0, 167.0, 230.0]
weight
[19, 22, 26, 42, 1613, 1649, 1755, 1760, 1773, 1795, 1800, 1825, 1834, 1835, 1836, 1845, 1850, 1867, 1875, 1915, 1925, 1937, 1940, 1950, 1955, 1963, 1965, 1968, 1970, 1975, 1978, 1980, 1985, 1990, 1995, 2000, 2003, 2019, 2020, 2025, 2035, 2045, 2046, 2050, 2051, 2065, 2070, 2074, 2075, 2085, 2100, 2108, 2110, 2120, 2123, 2124, 2125, 2126, 2130, 2135, 2144, 2145, 2150, 2155, 2158, 2160, 2164, 2171, 2188, 2189, 2190, 2200, 2202, 2205, 2210, 2215, 2219, 2220, 2223, 2226, 2228, 2230, 2234, 2245, 2246, 2254, 2255, 2264, 2265, 2278, 2279, 2288, 2295, 2300, 2310, 2320, 2330, 2335, 2350, 2370, 2372, 2375, 2379, 2380, 2385, 2391, 2395, 2401, 2405, 2408, 2420, 2430, 2434, 2451, 2464, 2472, 2489, 2490, 2500, 2506, 2511, 2515, 2525, 2542, 2545, 2556, 2560, 2565, 2572, 2575, 2582, 2585, 2587, 2592, 2595, 2600, 2605, 2615, 2620, 2625, 2634, 2635, 2639, 2640, 2648, 2660, 2670, 2671, 2672, 2678, 2694, 2700, 2702, 2711, 2720, 2725, 2735, 2740, 2745, 2755, 2774, 2789, 2790, 2795, 2800, 2807, 2815, 2830, 2833, 2835, 2855, 2865, 2868, 2870, 2875, 2890, 2900, 2901, 2904, 2905, 2910, 2914, 2930, 2933, 2945, 2950, 2957, 2962, 2965, 2979, 2984, 2990, 3003, 3012, 3015, 3021, 3035, 3039, 3060, 3070, 3085, 3086, 3090, 3102, 3121, 3139, 3140, 3150, 3155, 3158, 3160, 3169, 3190, 3193, 3205, 3210, 3211, 3221, 3230, 3233, 3245, 3250, 3264, 3265, 3270, 3278, 3282, 3288, 3302, 3329, 3336, 3353, 3360, 3365, 3380, 3381, 3399, 3410, 3415, 3420, 3425, 3430, 3432, 3433, 3436, 3439, 3445, 3449, 3459, 3465, 3504, 3520, 3525, 3530, 3535, 3563, 3570, 3574, 3605, 3609, 3613, 3620, 3630, 3632, 3645, 3651, 3664, 3672, 3693, 3725, 3730, 3735, 3755, 3761, 3777, 3781, 3785, 3820, 3821, 3830, 3840, 3850, 3870, 3880, 3892, 3897, 3900, 3907, 3940, 3955, 3962, 3988, 4034, 4042, 4054, 4055, 4060, 4077, 4080, 4082, 4096, 4098, 4100, 4129, 4135, 4140, 4141, 4142, 4154, 4165, 4166, 4190, 4209, 4215, 4220, 4237, 4257, 4274, 4278, 4294, 4295, 4312, 4325, 4335, 4341, 4354, 4360, 4363, 4376, 4380, 4382, 4385, 4422, 4425, 4440, 4456, 4457, 4464, 4498, 4499, 4502, 4615, 4633, 4638, 4654, 4657, 4668, 4699, 4732, 4735, 4746, 4906, 4951, 4952, 4955, 4997, 5140]
acceleration
[8.0, 8.5, 9.0, 9.5, 10.0, 10.5, 11.0, 11.1, 11.2, 11.3, 11.4, 11.5, 11.6, 12.0, 12.1, 12.2, 12.5, 12.6, 12.8, 12.9, 13.0, 13.2, 13.4, 13.5, 13.6, 13.7, 13.8, 13.9, 14.0, 14.1, 14.2, 14.3, 14.4, 14.5, 14.7, 14.8, 14.9, 15.0, 15.1, 15.2, 15.3, 15.4, 15.5, 15.6, 15.7, 15.8, 15.9, 16.0, 16.1, 16.2, 16.4, 16.5, 16.6, 16.7, 16.8, 16.9, 17.0, 17.1, 17.2, 17.3, 17.4, 17.5, 17.6, 17.7, 17.8, 17.9, 18.0, 18.1, 18.2, 18.3, 18.5, 18.6, 18.7, 18.8, 19.0, 19.2, 19.4, 19.5, 19.6, 19.9, 20.0, 20.1, 20.4, 20.5, 20.7, 21.0, 21.5, 21.7, 21.8, 21.9, 22.1, 22.2, 23.5, 23.7, 24.6, 24.8]
year
[70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82]
origin
[1, 2, 3]
carname
[&#39;&#34;chrysler lebaron town @ country (sw)&#39;, &#39;amc ambassador brougham&#39;, &#39;amc ambassador dpl&#39;, &#39;amc ambassador sst&#39;, &#39;amc concord&#39;, &#39;amc concord d/l&#39;, &#39;amc concord dl&#39;, &#39;amc concord dl 6&#39;, &#39;amc gremlin&#39;, &#39;amc hornet&#39;, &#39;amc hornet sportabout (sw)&#39;, &#39;amc matador&#39;, &#39;amc matador (sw)&#39;, &#39;amc pacer&#39;, &#39;amc pacer d/l&#39;, &#39;amc rebel sst&#39;, &#39;amc rebel sst (sw)&#39;, &#39;amc spirit dl&#39;, &#39;audi 100 ls&#39;, &#39;audi 100ls&#39;, &#39;audi 4000&#39;, &#39;audi 5000&#39;, &#39;audi 5000s (diesel)&#39;, &#39;audi fox&#39;, &#39;bmw 2002&#39;, &#39;bmw 320i&#39;, &#39;buick century&#39;, &#39;buick century 350&#39;, &#39;buick century limited&#39;, &#39;buick century luxus (sw)&#39;, &#39;buick century special&#39;, &#39;buick electra 225 custom&#39;, &#39;buick estate wagon (sw)&#39;, &#39;buick lesabre custom&#39;, &#39;buick opel isuzu deluxe&#39;, &#39;buick regal sport coupe (turbo)&#39;, &#39;buick skyhawk&#39;, &#39;buick skylark&#39;, &#39;buick skylark 320&#39;, &#39;buick skylark limited&#39;, &#39;cadillac eldorado&#39;, &#39;cadillac seville&#39;, &#39;capri ii&#39;, &#39;chevroelt chevelle malibu&#39;, &#39;chevrolet bel air&#39;, &#39;chevrolet camaro&#39;, &#39;chevrolet caprice classic&#39;, &#39;chevrolet cavalier&#39;, &#39;chevrolet cavalier 2-door&#39;, &#39;chevrolet cavalier wagon&#39;, &#39;chevrolet chevelle concours (sw)&#39;, &#39;chevrolet chevelle malibu&#39;, &#39;chevrolet chevelle malibu classic&#39;, &#39;chevrolet chevette&#39;, &#39;chevrolet citation&#39;, &#39;chevrolet concours&#39;, &#39;chevrolet impala&#39;, &#39;chevrolet malibu&#39;, &#39;chevrolet malibu classic (sw)&#39;, &#39;chevrolet monte carlo&#39;, &#39;chevrolet monte carlo landau&#39;, &#39;chevrolet monte carlo s&#39;, &#39;chevrolet monza 2+2&#39;, &#39;chevrolet nova&#39;, &#39;chevrolet nova custom&#39;, &#39;chevrolet vega&#39;, &#39;chevrolet vega (sw)&#39;, &#39;chevrolet vega 2300&#39;, &#39;chevrolet woody&#39;, &#39;chevy c10&#39;, &#39;chevy c20&#39;, &#39;chevy s-10&#39;, &#39;chrysler cordoba&#39;, &#39;chrysler lebaron medallion&#39;, &#39;chrysler lebaron salon&#39;, &#39;chrysler new yorker brougham&#39;, &#39;chrysler newport royal&#39;, &#39;citroen ds-21 pallas&#39;, &#39;datsun 1200&#39;, &#39;datsun 200-sx&#39;, &#39;datsun 200sx&#39;, &#39;datsun 210&#39;, &#39;datsun 210 mpg&#39;, &#39;datsun 280-zx&#39;, &#39;datsun 310&#39;, &#39;datsun 310 gx&#39;, &#39;datsun 510&#39;, &#39;datsun 510 (sw)&#39;, &#39;datsun 510 hatchback&#39;, &#39;datsun 610&#39;, &#39;datsun 710&#39;, &#39;datsun 810&#39;, &#39;datsun 810 maxima&#39;, &#39;datsun b-210&#39;, &#39;datsun b210&#39;, &#39;datsun b210 gx&#39;, &#39;datsun f-10 hatchback&#39;, &#39;datsun pl510&#39;, &#39;dodge aries se&#39;, &#39;dodge aries wagon (sw)&#39;, &#39;dodge aspen&#39;, &#39;dodge aspen 6&#39;, &#39;dodge aspen se&#39;, &#39;dodge challenger se&#39;, &#39;dodge charger 2.2&#39;, &#39;dodge colt&#39;, &#39;dodge colt (sw)&#39;, &#39;dodge colt hardtop&#39;, &#39;dodge colt hatchback custom&#39;, &#39;dodge colt m/m&#39;, &#39;dodge coronet brougham&#39;, &#39;dodge coronet custom&#39;, &#39;dodge coronet custom (sw)&#39;, &#39;dodge d100&#39;, &#39;dodge d200&#39;, &#39;dodge dart custom&#39;, &#39;dodge diplomat&#39;, &#39;dodge magnum xe&#39;, &#39;dodge monaco (sw)&#39;, &#39;dodge monaco brougham&#39;, &#39;dodge omni&#39;, &#39;dodge rampage&#39;, &#39;dodge st. regis&#39;, &#39;fiat 124 sport coupe&#39;, &#39;fiat 124 tc&#39;, &#39;fiat 124b&#39;, &#39;fiat 128&#39;, &#39;fiat 131&#39;, &#39;fiat strada custom&#39;, &#39;fiat x1.9&#39;, &#39;ford country&#39;, &#39;ford country squire (sw)&#39;, &#39;ford escort 2h&#39;, &#39;ford escort 4w&#39;, &#39;ford f108&#39;, &#39;ford f250&#39;, &#39;ford fairmont&#39;, &#39;ford fairmont (auto)&#39;, &#39;ford fairmont (man)&#39;, &#39;ford fairmont 4&#39;, &#39;ford fairmont futura&#39;, &#39;ford fiesta&#39;, &#39;ford futura&#39;, &#39;ford galaxie 500&#39;, &#39;ford gran torino&#39;, &#39;ford gran torino (sw)&#39;, &#39;ford granada&#39;, &#39;ford granada ghia&#39;, &#39;ford granada gl&#39;, &#39;ford granada l&#39;, &#39;ford ltd&#39;, &#39;ford ltd landau&#39;, &#39;ford maverick&#39;, &#39;ford mustang&#39;, &#39;ford mustang boss 302&#39;, &#39;ford mustang cobra&#39;, &#39;ford mustang gl&#39;, &#39;ford mustang ii&#39;, &#39;ford mustang ii 2+2&#39;, &#39;ford pinto&#39;, &#39;ford pinto (sw)&#39;, &#39;ford pinto runabout&#39;, &#39;ford ranger&#39;, &#39;ford thunderbird&#39;, &#39;ford torino&#39;, &#39;ford torino (sw)&#39;, &#39;ford torino 500&#39;, &#39;hi 1200d&#39;, &#39;honda accord&#39;, &#39;honda accord cvcc&#39;, &#39;honda accord lx&#39;, &#39;honda civic&#39;, &#39;honda civic (auto)&#39;, &#39;honda civic 1300&#39;, &#39;honda civic 1500 gl&#39;, &#39;honda civic cvcc&#39;, &#39;honda prelude&#39;, &#39;maxda glc deluxe&#39;, &#39;maxda rx3&#39;, &#39;mazda 626&#39;, &#39;mazda glc&#39;, &#39;mazda glc 4&#39;, &#39;mazda glc custom&#39;, &#39;mazda glc custom l&#39;, &#39;mazda glc deluxe&#39;, &#39;mazda rx-4&#39;, &#39;mazda rx-7 gs&#39;, &#39;mazda rx2 coupe&#39;, &#39;mercedes benz 300d&#39;, &#39;mercedes-benz 240d&#39;, &#39;mercedes-benz 280s&#39;, &#39;mercury capri 2000&#39;, &#39;mercury capri v6&#39;, &#39;mercury cougar brougham&#39;, &#39;mercury grand marquis&#39;, &#39;mercury lynx l&#39;, &#39;mercury marquis&#39;, &#39;mercury marquis brougham&#39;, &#39;mercury monarch&#39;, &#39;mercury monarch ghia&#39;, &#39;mercury zephyr&#39;, &#39;mercury zephyr 6&#39;, &#39;nissan stanza xe&#39;, &#39;oldsmobile cutlass ciera (diesel)&#39;, &#39;oldsmobile cutlass ls&#39;, &#39;oldsmobile cutlass salon brougham&#39;, &#39;oldsmobile cutlass supreme&#39;, &#39;oldsmobile delta 88 royale&#39;, &#39;oldsmobile omega&#39;, &#39;oldsmobile omega brougham&#39;, &#39;oldsmobile starfire sx&#39;, &#39;oldsmobile vista cruiser&#39;, &#39;opel 1900&#39;, &#39;opel manta&#39;, &#39;peugeot 304&#39;, &#39;peugeot 504&#39;, &#39;peugeot 504 (sw)&#39;, &#39;peugeot 505s turbo diesel&#39;, &#39;peugeot 604sl&#39;, &#34;plymouth &#39;cuda 340&#34;, &#39;plymouth arrow gs&#39;, &#39;plymouth champ&#39;, &#39;plymouth cricket&#39;, &#39;plymouth custom suburb&#39;, &#39;plymouth duster&#39;, &#39;plymouth fury&#39;, &#39;plymouth fury gran sedan&#39;, &#39;plymouth fury iii&#39;, &#39;plymouth grand fury&#39;, &#39;plymouth horizon&#39;, &#39;plymouth horizon 4&#39;, &#39;plymouth horizon miser&#39;, &#39;plymouth horizon tc3&#39;, &#39;plymouth reliant&#39;, &#39;plymouth sapporo&#39;, &#39;plymouth satellite&#39;, &#39;plymouth satellite (sw)&#39;, &#39;plymouth satellite custom&#39;, &#39;plymouth satellite custom (sw)&#39;, &#39;plymouth satellite sebring&#39;, &#39;plymouth valiant&#39;, &#39;plymouth valiant custom&#39;, &#39;plymouth volare&#39;, &#39;plymouth volare custom&#39;, &#39;plymouth volare premier v8&#39;, &#39;pontiac astro&#39;, &#39;pontiac catalina&#39;, &#39;pontiac catalina brougham&#39;, &#39;pontiac firebird&#39;, &#39;pontiac grand prix&#39;, &#39;pontiac grand prix lj&#39;, &#39;pontiac j2000 se hatchback&#39;, &#39;pontiac lemans v6&#39;, &#39;pontiac phoenix&#39;, &#39;pontiac phoenix lj&#39;, &#39;pontiac safari (sw)&#39;, &#39;pontiac sunbird coupe&#39;, &#39;pontiac ventura sj&#39;, &#39;renault 12 (sw)&#39;, &#39;renault 12tl&#39;, &#39;renault 18i&#39;, &#39;renault 5 gtl&#39;, &#39;renault lecar deluxe&#39;, &#39;saab 900s&#39;, &#39;saab 99e&#39;, &#39;saab 99gle&#39;, &#39;saab 99le&#39;, &#39;subaru&#39;, &#39;subaru dl&#39;, &#39;toyota carina&#39;, &#39;toyota celica gt&#39;, &#39;toyota celica gt liftback&#39;, &#39;toyota corolla&#39;, &#39;toyota corolla 1200&#39;, &#39;toyota corolla 1600 (sw)&#39;, &#39;toyota corolla liftback&#39;, &#39;toyota corolla tercel&#39;, &#39;toyota corona&#39;, &#39;toyota corona hardtop&#39;, &#39;toyota corona liftback&#39;, &#39;toyota corona mark ii&#39;, &#39;toyota cressida&#39;, &#39;toyota mark ii&#39;, &#39;toyota starlet&#39;, &#39;toyota tercel&#39;, &#39;toyouta corona mark ii (sw)&#39;, &#39;triumph tr7 coupe&#39;, &#39;vokswagen rabbit&#39;, &#39;volkswagen 1131 deluxe sedan&#39;, &#39;volkswagen 411 (sw)&#39;, &#39;volkswagen dasher&#39;, &#39;volkswagen jetta&#39;, &#39;volkswagen model 111&#39;, &#39;volkswagen rabbit&#39;, &#39;volkswagen rabbit custom&#39;, &#39;volkswagen rabbit custom diesel&#39;, &#39;volkswagen rabbit l&#39;, &#39;volkswagen scirocco&#39;, &#39;volkswagen super beetle&#39;, &#39;volkswagen super beetle 117&#39;, &#39;volkswagen type 3&#39;, &#39;volvo 144ea&#39;, &#39;volvo 145e (sw)&#39;, &#39;volvo 244dl&#39;, &#39;volvo 245&#39;, &#39;volvo 264gl&#39;, &#39;volvo diesel&#39;, &#39;vw dasher (diesel)&#39;, &#39;vw pickup&#39;, &#39;vw rabbit&#39;, &#39;vw rabbit c (diesel)&#39;, &#39;vw rabbit custom&#39;]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#missing values</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;missing values:&#39;</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">NameError</span>                                 Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-1-91fd23cf10e9&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
<span class="ansi-green-fg">      1</span> <span class="ansi-red-intense-fg ansi-bold">#missing values</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 2</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>print<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-blue-intense-fg ansi-bold">&#39;missing values:&#39;</span><span class="ansi-yellow-intense-fg ansi-bold">,</span><span class="ansi-blue-intense-fg ansi-bold">&#39;\n&#39;</span><span class="ansi-yellow-intense-fg ansi-bold">,</span>df<span class="ansi-yellow-intense-fg ansi-bold">.</span>isna<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">.</span>sum<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">,</span><span class="ansi-blue-intense-fg ansi-bold">&#39;\n&#39;</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>

<span class="ansi-red-intense-fg ansi-bold">NameError</span>: name &#39;df&#39; is not defined</pre>
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<h3 id="Identifying-outliers">Identifying outliers<a class="anchor-link" href="#Identifying-outliers">&#182;</a></h3><p>Outliers are generally defined as samples that are exceptionally far from
the mainstream of the data. Under certain assumptions, there are formal statistical definitions of an outlier. With small sample sizes like in this case, apparent outliers might affect the variability and central tendency of the data. Therefore it is important to spot them and assure they are properly dealt with. An useful technique that helps identify outliers is the boxplot. However, it should be complemented with our intuition and knowledge of the subject matter.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Identyfying outliers</span>
<span class="c1">#Boxplots</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">22</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Boxplots&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">161</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">mpg</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;mpg&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">162</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">cylinders</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Cylinders&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">163</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">displacement</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Displacement&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">164</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">horsepower</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Horsepower&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">165</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Weight&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">166</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">acceleration</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Acceleration&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>The points on the graphs suggest that there are outliers in the data, before removing or changing the values, it is important to check whether the values are scientifically valid. As the sample is composed of cars, all values seem possible apart from the low values from the weight boxplot. The latter values seem to be on a different scale from the rest of the data so let's investigate to find out.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Weight Outliers</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">))</span>
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<pre>[19, 22, 26, 42, 1613, 1649, 1755, 1760, 1773, 1795, 1795, 1800, 1800, 1825, 1825, 1834, 1835, 1835, 1836, 1845, 1850, 1867, 1875, 1915, 1925, 1937, 1937, 1940, 1950, 1950, 1955, 1963, 1965, 1965, 1968, 1970, 1975, 1975, 1978, 1980, 1985, 1985, 1985, 1985, 1990, 1990, 1995, 2000, 2003, 2019, 2020, 2025, 2035, 2045, 2045, 2046, 2050, 2051, 2065, 2065, 2070, 2074, 2075, 2085, 2100, 2108, 2110, 2110, 2120, 2123, 2124, 2125, 2125, 2125, 2126, 2130, 2130, 2130, 2130, 2135, 2144, 2145, 2150, 2155, 2155, 2155, 2158, 2160, 2164, 2164, 2171, 2188, 2189, 2190, 2190, 2200, 2202, 2205, 2210, 2215, 2219, 2220, 2220, 2223, 2226, 2228, 2230, 2234, 2245, 2246, 2254, 2255, 2264, 2265, 2265, 2265, 2278, 2279, 2288, 2295, 2300, 2300, 2300, 2310, 2320, 2330, 2335, 2350, 2370, 2372, 2375, 2379, 2380, 2385, 2391, 2395, 2395, 2401, 2405, 2408, 2408, 2420, 2430, 2434, 2451, 2464, 2472, 2489, 2490, 2500, 2506, 2511, 2515, 2525, 2542, 2542, 2545, 2556, 2560, 2565, 2572, 2575, 2582, 2585, 2587, 2592, 2595, 2600, 2605, 2615, 2620, 2625, 2634, 2635, 2635, 2639, 2640, 2648, 2660, 2670, 2670, 2671, 2672, 2678, 2694, 2700, 2702, 2711, 2720, 2720, 2720, 2725, 2735, 2740, 2745, 2755, 2774, 2789, 2790, 2795, 2800, 2800, 2807, 2815, 2830, 2833, 2835, 2855, 2865, 2868, 2870, 2875, 2890, 2900, 2901, 2904, 2905, 2910, 2914, 2930, 2930, 2933, 2945, 2945, 2945, 2950, 2950, 2957, 2962, 2965, 2979, 2984, 2990, 3003, 3012, 3015, 3021, 3035, 3039, 3060, 3070, 3085, 3086, 3090, 3102, 3121, 3139, 3140, 3150, 3155, 3158, 3160, 3169, 3190, 3193, 3205, 3210, 3211, 3221, 3230, 3233, 3245, 3250, 3264, 3265, 3270, 3278, 3282, 3288, 3302, 3329, 3336, 3353, 3353, 3360, 3365, 3380, 3381, 3399, 3410, 3410, 3415, 3420, 3425, 3425, 3430, 3432, 3433, 3436, 3439, 3445, 3449, 3459, 3465, 3504, 3520, 3525, 3530, 3535, 3563, 3570, 3574, 3605, 3609, 3613, 3620, 3630, 3632, 3645, 3651, 3664, 3672, 3672, 3693, 3725, 3725, 3730, 3735, 3755, 3761, 3777, 3781, 3785, 3820, 3821, 3830, 3840, 3850, 3850, 3870, 3880, 3892, 3897, 3900, 3907, 3940, 3940, 3955, 3962, 3988, 4034, 4042, 4054, 4055, 4060, 4077, 4080, 4082, 4096, 4098, 4100, 4129, 4135, 4140, 4141, 4142, 4154, 4165, 4166, 4190, 4209, 4215, 4220, 4237, 4257, 4274, 4278, 4294, 4295, 4312, 4325, 4335, 4341, 4354, 4360, 4363, 4376, 4380, 4382, 4385, 4422, 4425, 4440, 4456, 4457, 4464, 4464, 4498, 4499, 4502, 4615, 4633, 4638, 4654, 4657, 4668, 4699, 4732, 4735, 4746, 4906, 4951, 4952, 4955, 4997, 5140]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Writing a SQL query to select the rows where the cars&#39; weight is less than 1000</span>
<span class="n">pysqldf</span><span class="p">(</span><span class="s2">&quot;&quot;&quot; SELECT * FROM df WHERE weight&lt;1000 &quot;&quot;&quot;</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>mpg</th>
      <th>cylinders</th>
      <th>displacement</th>
      <th>horsepower</th>
      <th>weight</th>
      <th>acceleration</th>
      <th>year</th>
      <th>origin</th>
      <th>carname</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>17.5</td>
      <td>8</td>
      <td>305.0</td>
      <td>140.0</td>
      <td>42</td>
      <td>13.0</td>
      <td>76</td>
      <td>1</td>
      <td>chevrolet chevelle malibu classic</td>
    </tr>
    <tr>
      <th>1</th>
      <td>33.5</td>
      <td>4</td>
      <td>85.0</td>
      <td>70.0</td>
      <td>19</td>
      <td>16.8</td>
      <td>77</td>
      <td>3</td>
      <td>datsun f-10 hatchback</td>
    </tr>
    <tr>
      <th>2</th>
      <td>32.4</td>
      <td>4</td>
      <td>107.0</td>
      <td>72.0</td>
      <td>22</td>
      <td>17.0</td>
      <td>80</td>
      <td>3</td>
      <td>honda accord</td>
    </tr>
    <tr>
      <th>3</th>
      <td>32.0</td>
      <td>4</td>
      <td>144.0</td>
      <td>96.0</td>
      <td>26</td>
      <td>13.9</td>
      <td>82</td>
      <td>3</td>
      <td>toyota celica gt</td>
    </tr>
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<p>It seems that some of the weight values are on a different scale.
Those values probably aren't outliers and the data was likely inputed on a different measure,
for now it seems reasonable to multiply them by 100 in order to fit them to the actual distribution of the data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">[</span><span class="n">n</span><span class="p">]</span><span class="o">&lt;</span><span class="mi">1000</span><span class="p">:</span>
       <span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">[</span><span class="n">n</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">[</span><span class="n">n</span><span class="p">]</span><span class="o">*</span><span class="mi">100</span> 

<span class="n">pysqldf</span><span class="p">(</span><span class="s2">&quot;&quot;&quot; SELECT * FROM df WHERE weight&lt;1000 &quot;&quot;&quot;</span><span class="p">)</span> 
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      <th></th>
      <th>mpg</th>
      <th>cylinders</th>
      <th>displacement</th>
      <th>horsepower</th>
      <th>weight</th>
      <th>acceleration</th>
      <th>year</th>
      <th>origin</th>
      <th>carname</th>
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<h3 id="Dealing-with-missing-Values">Dealing with missing Values<a class="anchor-link" href="#Dealing-with-missing-Values">&#182;</a></h3><p>In order to deal with missing values we will use imputation.
we can use information in the predictors to, in essence, estimate the values of other predictors.
One popular technique for imputation is a K-nearest neighbor model.
A new sample is imputed by finding the samples in the training set “closest”
to it and averages these nearby points to fill in the value. Troyanskaya et al.
(2001)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Dealing with missing values</span>
<span class="c1">## Using KNN Imputer</span>
<span class="kn">from</span> <span class="nn">sklearn.impute</span> <span class="kn">import</span> <span class="n">KNNImputer</span>
<span class="n">df</span><span class="o">.</span><span class="n">cylinders</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
<span class="n">knn_imputer</span> <span class="o">=</span> <span class="n">KNNImputer</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">impute_copy</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;mpg&#39;</span><span class="p">,</span> <span class="s1">&#39;cylinders&#39;</span><span class="p">,</span> <span class="s1">&#39;displacement&#39;</span><span class="p">,</span> <span class="s1">&#39;horsepower&#39;</span><span class="p">,</span> <span class="s1">&#39;weight&#39;</span><span class="p">,</span>
       <span class="s1">&#39;acceleration&#39;</span><span class="p">,</span><span class="s1">&#39;origin&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">x</span><span class="o">=</span><span class="n">impute_copy</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;mpg&#39;</span><span class="p">,</span><span class="s1">&#39;horsepower&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span>
<span class="n">y</span><span class="o">=</span><span class="n">impute_copy</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;cylinders&#39;</span><span class="p">,</span> <span class="s1">&#39;displacement&#39;</span><span class="p">,</span> <span class="s1">&#39;weight&#39;</span><span class="p">,</span><span class="s1">&#39;origin&#39;</span><span class="p">,</span><span class="s1">&#39;acceleration&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span>
<span class="n">z</span><span class="o">=</span><span class="n">knn_imputer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">mpg</span><span class="o">=</span><span class="n">z</span><span class="p">[:,</span><span class="mi">0</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">horsepower</span><span class="o">=</span><span class="n">z</span><span class="p">[:,</span><span class="mi">1</span><span class="p">]</span>

<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 406 entries, 0 to 405
Data columns (total 9 columns):
 #   Column        Non-Null Count  Dtype  
---  ------        --------------  -----  
 0   mpg           406 non-null    float64
 1   cylinders     406 non-null    int64  
 2   displacement  406 non-null    float64
 3   horsepower    406 non-null    float64
 4   weight        406 non-null    int64  
 5   acceleration  406 non-null    float64
 6   year          406 non-null    int64  
 7   origin        406 non-null    int64  
 8   carname       406 non-null    object 
dtypes: float64(4), int64(4), object(1)
memory usage: 28.7+ KB
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<p>Perfect! Now the data is clean and we can start to investigate the relationship between the predictor and response variables</p>

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<h3 id="Correlation-of-predictor-and-response-variables">Correlation of predictor and response variables<a class="anchor-link" href="#Correlation-of-predictor-and-response-variables">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Correlation Heatmap</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span><span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Correlation Heatmap&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>The above figure shows a correlation matrix of the dataset. Each pairwise
correlation is computed from the data and colored according to its
magnitude. This visualization is symmetric: the top and bottom diagonals
show identical information. These values range from -1 to 1 and represent the direction aswell as the strength of the relationship between characteristics.</p>

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<h3 id="Checking-for-multicollinearity">Checking for multicollinearity<a class="anchor-link" href="#Checking-for-multicollinearity">&#182;</a></h3><p>Collinearity refers to a strong correlation between predictor variables (or independent variables), such that they express a linear relationship in a regression model. When predictor variables in the same regression model are correlated, they explain some of the same variance in the dependent variable, which in turn reduces their statistical significance.</p>
<p>Classical regression analysis has several tools to diagnose multicollinearity
for linear regression. Since collinear predictors can impact the variance of
parameter estimates in this model, a statistic called the variance inflation
factor (VIF) can be used to identify predictors that are impacted (Myers
1994)</p>

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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">statsmodels.stats.outliers_influence</span> <span class="kn">import</span> <span class="n">variance_inflation_factor</span>
<span class="n">df</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">([</span><span class="n">variance_inflation_factor</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])],</span><span class="n">index</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span> 
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<pre>mpg              51.470244
cylinders        62.250143
displacement     78.801467
horsepower       68.174691
weight          171.912320
acceleration     68.051839
year            267.009699
origin            8.851372
dtype: float64</pre>
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<p>For this model it is advisable to use a single predictor variable to avoid collinearity , given that the VIF values for the predictors variables are large.
The selected predictor is weight as it hold the strongest relationship with a car's fuel economy.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing Machine Learning Libraries</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LinearRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">mean_squared_error</span><span class="p">,</span> <span class="n">mean_absolute_error</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="k">as</span> <span class="nn">sm</span>
<span class="kn">import</span> <span class="nn">scipy.stats</span> <span class="k">as</span> <span class="nn">stats</span>
<span class="c1"># Selecting predictor Variable</span>
<span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="p">[[</span><span class="s1">&#39;weight&#39;</span><span class="p">]]</span>
<span class="c1"># y-intercept</span>
<span class="n">x</span><span class="p">[</span><span class="s1">&#39;c&#39;</span><span class="p">]</span><span class="o">=</span><span class="mi">1</span>
<span class="c1">#Response Variable</span>
<span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;mpg&#39;</span><span class="p">]</span>
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<h3 id="Ordinary-Least-Squares-regression">Ordinary Least Squares regression<a class="anchor-link" href="#Ordinary-Least-Squares-regression">&#182;</a></h3><p>The OLS regression model is one of the most commonly used predictive models, it basically finds the best fit line by minimizing the squared residuals between the predicted and observed values.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Baseline Model</span>
<span class="c1">#Ordinary Least Squares Regression</span>
<span class="n">model</span><span class="o">=</span><span class="n">sm</span><span class="o">.</span><span class="n">OLS</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="c1">#regression plot</span>
<span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">mpg</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;OLS Regression&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[16]:</div>


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<table class="simpletable">
<caption>OLS Regression Results</caption>
<tr>
  <th>Dep. Variable:</th>           <td>mpg</td>       <th>  R-squared:         </th> <td>   0.694</td> 
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  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.693</td> 
</tr>
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  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   915.9</td> 
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  <th>Date:</th>             <td>Wed, 28 Apr 2021</td> <th>  Prob (F-statistic):</th> <td>6.53e-106</td>
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  <th>Time:</th>                 <td>12:18:25</td>     <th>  Log-Likelihood:    </th> <td> -1173.1</td> 
</tr>
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  <th>No. Observations:</th>      <td>   406</td>      <th>  AIC:               </th> <td>   2350.</td> 
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  <th>Df Residuals:</th>          <td>   404</td>      <th>  BIC:               </th> <td>   2358.</td> 
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  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>    
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  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    
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     <td></td>       <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  
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  <th>weight</th> <td>   -0.0077</td> <td>    0.000</td> <td>  -30.264</td> <td> 0.000</td> <td>   -0.008</td> <td>   -0.007</td>
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  <th>c</th>      <td>   46.4960</td> <td>    0.792</td> <td>   58.701</td> <td> 0.000</td> <td>   44.939</td> <td>   48.053</td>
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  <th>Omnibus:</th>       <td>42.291</td> <th>  Durbin-Watson:     </th> <td>   0.913</td>
</tr>
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  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  59.544</td>
</tr>
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  <th>Skew:</th>          <td> 0.728</td> <th>  Prob(JB):          </th> <td>1.18e-13</td>
</tr>
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  <th>Kurtosis:</th>      <td> 4.182</td> <th>  Cond. No.          </th> <td>1.13e+04</td>
</tr>
</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.13e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems.
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<h3 id="What-does-this-mean?">What does this mean?<a class="anchor-link" href="#What-does-this-mean?">&#182;</a></h3><p>As a result of applying OLS to the dataset we get an mathematical equation that attempts to model the relationship between the predictor variable (weight) and the response variable (fuel economy).
The resulting equation is the following:</p>
<h4 id="Miles-per-Gallon(MPG)=--0.008*-Weight-+-46.496">Miles per Gallon(MPG)= -0.008* Weight + 46.496<a class="anchor-link" href="#Miles-per-Gallon(MPG)=--0.008*-Weight-+-46.496">&#182;</a></h4><p>This can be interpreted that for every unit increase of weight, the MPG value reduces by 0.008</p>

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<h3 id="Ok,-now-we-got-an-equation,-but-how-do-we-know-how-accurate-it-is?">Ok, now we got an equation, but how do we know how accurate it is?<a class="anchor-link" href="#Ok,-now-we-got-an-equation,-but-how-do-we-know-how-accurate-it-is?">&#182;</a></h3><p>There are many indicators that attempt to ilustrate the accuracy of any given model, one way is using the Mean Absolute Error (MAE). It’s the average over the test sample of the absolute differences between prediction and actual observation where all individual differences have equal weight. The MAE express average model prediction error in units of the variable of interest. This metric can range from 0 to ∞ and are indifferent to the direction of errors. It is a negatively-oriented score, which means lower values are better.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#RSME &amp; MAE (Model Accuracy)</span>
<span class="n">mae</span> <span class="o">=</span> <span class="n">mean_absolute_error</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">y_pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Absolute Error = &#39;</span><span class="p">,</span><span class="n">mae</span><span class="p">)</span>
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<pre>Mean Absolute Error =  3.2986943738217516
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<p>We can interpret the result above as: Our model predicts the fuel economy of a car given it's weight with an average prediction error of 3.3 miles per gallon.</p>

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<h3 id="Model-Validation">Model Validation<a class="anchor-link" href="#Model-Validation">&#182;</a></h3><p>Residual plots display the residual values on the y-axis and fitted values, or another variable, on the x-axis. After you fitting a regression model, it is crucial to check the residual plots. If the plots display unwanted patterns, you can’t trust the regression coefficients and other numeric results.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Residual plots</span>
<span class="n">sns</span><span class="o">.</span><span class="n">residplot</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">lowess</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Residual Plot&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Residual&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;mpg&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>When looking at residual plots, you simply want to determine whether the residuals are consistent with random error.
How do you determine whether the residuals are random in regression analysis? It’s pretty simple, just check that they are randomly scattered around zero for the entire range of fitted values. When the residuals center on zero, they indicate that the model’s predictions are correct on average rather than systematically too high or low.</p>
<p>Our residual plot below clearly has a pattern!</p>

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<p>By the above results we can conclude that the simple linear model is not a perfect fit for our dataset, so let's use a model that attempts fits a curve to the data, in an attempt to produce better results.</p>

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<h3 id="Using-a-Local-regression-to-fit-a-curve-to-data">Using a Local regression to fit a curve to data<a class="anchor-link" href="#Using-a-Local-regression-to-fit-a-curve-to-data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Curve Fitting</span>
<span class="n">lowess</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">nonparametric</span><span class="o">.</span><span class="n">lowess</span>
<span class="n">fittedcurve</span><span class="o">=</span><span class="n">lowess</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="n">frac</span><span class="o">=</span><span class="mf">0.6666666666666666</span><span class="p">,</span> 
      <span class="n">it</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">delta</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span><span class="n">is_sorted</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
      <span class="n">missing</span><span class="o">=</span><span class="s1">&#39;drop&#39;</span><span class="p">,</span> <span class="n">return_sorted</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Regressionplot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">mpg</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span><span class="n">fittedcurve</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Regression plot&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">residplot</span><span class="p">(</span><span class="n">fittedcurve</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">lowess</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Residual plot of Fitted curve Model&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Residual&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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7XAgpk+Yl2xro2fPxGRfljHK4F0nDrMsllQY29RnUo8VNOI4kXrO7VRsmAS+mWlqrZ9rKEZTS0KzAKwWc3ItHFlW1fBVY1EREFhHa+uQK32l/fPiiJRVdcMh9MFIQT6Z9na5e4Emj6qrndwZVsXpUdtOiIi4lRjwvEEV4dqGlFV19yWs+XJ6frNmu3Ycfgkquqa8eKtY3FxQS6AwNNH8bayzdd9ICIiiiaOeCUQf/WWqhscePy9Mtw4YTAWrN7e9vtlMwrx4FUjYDKZ/E4fxdPKNtadIiKiWMURrwTib1TK4XRhemFeW9Dl+f2cF0phMpmQk5HsNyiJp5Vt8TY6R0REXQcDrwTib1TKkxAd6qhVPK1si6fROSIi6lo41ZhAPKNSagnz2WlW2B3OoBPqPUwmgfxeGVgzrzjmV7b5uw9ERETRxBGvBOJvVMpkEujb3YZlM33X9grEs7KtX1ZqwKnJaIqn0blYwIUIRETGYR2vBBOo3lJXqcfUVa4zXFyIQEQUET7/AmXgZSCnU0FlfTNaXAosZhNy05ORlMRBR4qeqrpmTFtS0mlads28YtbtIiIKHQuoRpvTqWB3RR3mvlDaNrLQuqVPChqa9R2VicRoj1qbAFTPE+nRJo5m6YcLEYiIjMXAyyCV9c1tQRfQ+nCb+0IpnvvZGFz4lw91m+KJxNSRWpsrbh6DZqfS6TxDc9Kxp6o+YlNXnBrTFxciEBEZi/NcBmlxKaojC55YQWutqUCJ0JGoYaXW5oHqRtXzVNY3R7SGFmt06YsLEYiIjMURL4NYzCbVkQWXV+AUaIpHy2hPJKaO1NpMtZpVz+MrwNRr6opTY/qKpzIhRESJgCNeBslNT3bndJ0aWVjy0x/g6Y++a3tPwE2qNYz2RKLCvFqbjQ6X6nk8Aaae5w/UF06NhSdeyoQQESUCBl4ApJRwOJWIniMpyYThvTLw8pzx+Gj+RLw8ZzyyUi3Y+F01AG1TPFpGeyIxdaTW5sDsVNXz5KYnR3TqilNjREQUz1hOAsDa7Yfx6Dtl+O3lBZh8Ri6EMOZf/MGuztO69J+rGomIiKKK5ST8yU5LRpLZhFtXbMF5w3Lwu6ln4PTcjJDb0xoYeKZ4tPezdbSnY45Xx9GeYNvVwlebaq9F4vxGtk9ERBQpERvxEkKkAPgIQDJaA7xXpJT3CyEeAHAbgCr3W38tpXzLX1uRHPHyBEmNzS14bdsRPP3xd2h0uDBr/ED84sJh6G6zBN1eJMsdcLRHX7yfREQUAcZXrhet83VpUsp6IYQFwCcA7gQwBUC9lPJRrW1FKvBSC5IWXzMSr287jH9/Xo6sVCvuvngYbjhnAMwaH8asBB4/WBOMiIgixOdDJGLJ9bJVvftHi/u/mEooU1slOP+V7fjlRflY+/NzcXpuOn6zZgem/u0TfOpOgg+E5Q5OifXNl1kTjIiIjBbRVY1CCLMQ4ksAlQDek1J+6v7V7UKI7UKIZ4QQWT6OnS2E2CKE2FJVVaX2lrD5C5LO7Nsdq2aPwz9+8gOctLfg+uWb8f9e+gIHaxr9tslyB608o0nTlpSgeNF6TFtSgrKKupgKvhgkExGR0SIaeEkpXVLKUQD6AxgjhBgB4CkAQwCMAnAEwGM+jl0upSySUhbl5OREpH+BgiQhBC4f2Qfv//J83HXhMKzbVYHJj32Iv7z3DewO9YdzVyl3EOkK+kaMljFIJiIioxlWTkIIcT+ABu/cLiHEIABrpZQj/B1rZI6XvxyfQ7V2PPzf3Xhj22H07Z6C+y47A1eM7NOp/EQ8JGyH00df921oTjpq7C1wOF1wSYnzHtnQ6diSBZPQLys1pPb1zr1ijhcREUVIVJLrcwC0SClrhRA2AO8CWASgVEp5xP2euwCMlVLe4K8tI1Y1BhOAfLbvOH7/xtf4+vBJnDMoC/dfcSZG9Osekf5FQrgBh9oCgosLcnHnhcMwZ2XrRuDP3nQOFr62I6RFBkYuUIiHIJmIiOKO8cn1APoAWC+E2A7gc7TmeK0F8IgQ4iv365MA3BXBPgQUynYpYwb3wOu3n4uHrz4L31U14Iq/f4L7Vm/HsfpmA3rsn2eKruKEHYdr7apTdeFOA6rlRk0vzGsLugDgyXV7sPiakSFNuRqZe8XtcoiIyEgRK6AqpdwOYLTK6zMjdU4jmU0CN4wZgEvP6oO/rduD5zbux5vbj+DOC4di1vhBsCYZvxuTZyTr8ffKcOOEwViwervqiFa4gY0nN8q7jew0a7uft5bX4pG3y7Dy5jGobnCgb6YNuenJmkaX1Nr3l3vFUSsiIooX3KsxTN1tFvx2agHeues8FA7KwkNv7sKUJz7C+rJKw/viGcmaXpjXFnQBnUe0wk0qz7JZ8NKtY/HK3PFYNrMQFxfkIjcjuVObVfXN+KayHtcs3QSzAPZU1Wta5RjMAoV4WD1JRETkwb0adbZ+dyUeXLsT3x1rwAXDc/Hby8/AaTnphpz7UE0jihetx6rZ43D98s2dfu9JbA8nx0vt2GUzCzEsJx3fHmtoe/3iglzcd+kZOGFvQW1jC4b3zsC1yzZpztvSOorFgrVERBSDuFejUSYNz0Xx6T3x/Mb9eGLdHlzy149w04RB+PnkoeiWEtz2Q8HyjGTV2lv8TtWZTAL5vTKwZl5x0NNzavlhc1aWYs28YuT3ysCr8yagxamgusGBWc981hacvXDL2KCmN7Xux8haXEREFE841RgB1iQTbjvvNKy/ZyKuHt0f//xkHy54dANWff59yFNgWupaeaboVpeWY9F0/4ntaknlWs7hL9AxmQRyM1JgSTJh3otftAvO9h1riEjNrEjX4or16vtERBRfONVogK8OnsADb3yN0gM1GN47A7+/6kyMHZyt+fhgpgY9U3SKosAlASmlphEtrefQMrXnmfL0NjovEw/9aATmvFCqa82sSNbiYp0vIiIKkfF1vPQU74EX0BoAvb7tMP7wxk5UNzhw4Rm5ePBHI9Cnuy3gsUbkMWk9h5ZgxFdbr99eDJcC3VcfRmpVI/PHiIgoRMzxijYhBK4a1Q8XFfTCo++UYeXmA5i4eANuOXcw7pg8FCkW31NjRuQxaT2Hlvwwz5Rnx+As0xaZMg9a88GCxfwxIiLSGwMvgzidCirrm9HiUnDrD0/DjDEDcP/anViyYS/+b+sh/HZqAS4d0bvT9kNA8HWtQhHMOXwFOt4jT726Jbcl2sdrbS0j7jsREXUtTK43gNOpYHdFHa5btgnnL96A65ZtQqNTwbM3noMXbxmLbjYL5r34BX789GbsOnKy0/GhbLwdbFJ4uJt7d6yndeXfS1Bd70Cf7ra4rQiv5Z4w+Z6IiILBHC8DHK614zqVGlYvzxmPvpk2OF0K/v15OR57twwn7C348ZgBuPvifPTo8IDXmscUalJ4OLlSiZoP5e+exFvyPSv8ExEZJip7NZJbi0tRzRVyuhQAQJLZhBnjBmL9PRMxa/wg/PvzckxcvB7PluxDi/s9wewpGOpejOHsW5io+VD+7km4e14aiRX+iYhiAwMvA1jMJtVaU0nm9rc/M9WKB648E/+984cY2T8Tv39jJy574mN8vKcqqPNFIwjyVU9LCKHLwz0Wp/TiKdiMpyCRiCiRMfAyQG56MpbOKGyXK7R0RiFy09Wn4Ib1ysDKW8bg6VlFcLgUzPzXZ7j1+S3Yf6xB0/mCLSqqR1Cjlg+1aPpIPPD6jrBHVmJ1tCbSxVv1FE9BIhFRImOOl0E8qxqdLgVJZhNy05ORlBQ47m12uvDMJ/vx9w/2oMUlcfO5g3H7BacjPdn3gtRgC67qlaekKBJHTzbhcK0d1Q0OLN2wF1vLa33WA9OabxSr+WPxlOMVq/eQiChBsYBqvKs42YRH3i7D6i8OIicjGQumDMfVo/v5TbDXa5PpYIIktar1wKkNuj3tBROwaGkzWuIlYT2egkQiogTAAqqxSuuDu1e3FDx23dmYMW4AHnj9a9zzn2145pPvMP+S4Th/WE7bXovebWXZLDhul7C3OHHkhAs2q7lTEdNAU1DBPrC11L5Syzd6/L0yPHDlCNUtjmKxnlbHe92nuy2mA5hwNkYnIiL9MMcrikLJXTq7fyb+dPVZyEq1YOeROvzsuc9bg5jjjZ3a2l1Rh9+u+QrnPbIB1y/fjPLjjThUa2+XyxUoTynYpGwtta86Bnuj8zJx44TBuG7ZJtX7EG6NMb3Fas5ZIOGsWiUiIn1wqjGKQsm7UTsGAFIsJljNJpxscrZra+HUAsxZWYrReZm4d0o+5r+yvd3I1dCcdOypqvc5ohXKNF+gUbyO17BsZiEeXLtTt+nOSGO+FBERBcCpxlgUykoztWMAYOzgHvjwm2Od2sq0WQAAcycOaQu6PL+7bcUWrJlX7HcKKpRpvkB7J3bcyzE7zRrwPkRqP8ZQ+PvcquqaYyI4JCKi2MSpxigKpRyBr2P+fPVI5KS3n3rLzUhGjzQrVs0ehyE5aarBgt3hRHWDA9lpVtUpqEhM83nnG5UsmIS+mba4KcsA+P4MXIqMu+lHIiIyFgOvKAolqPF1TG56MlbcMhb9MlMAACYBVNY1Y8Y/N7vzu+yqwcKuo3V+g4SOQZJnhCzckRzvfKPe3VJiKocL8F/bTO0zWDazEA+9uVNzLhwREXVNzPGKslByl3wd4/16o8OFW57/HN8fbw0EendLwcPTR+C3//d1Wy7Xoukj8eg7ZT5rbRkplnK4tKzk7NhfRVEw9s8fdGorFkpeEBGR4ZjjFQy9ggAt7YSSu9TxGM/ojMPZWjLCkmSCVZH4zeUFeOL9b7DzSB2OnmzCbStK8evLzsAF+TnYXVHfFnQB0a9iHks5XL5Wcr5+ezFcClQ/z6q65pBKXsRSwElERJHHwKsDvQpNGlWw0vs8OenJnVYueo9qAcDv39iJ1V90Q8XJZlTVNbe1E8mcqngLLtSS53PSk3GktglzXihV/Tw7LhjQMl3KoqZERF0Ppxo70KtUgFElB7zP46ssw8KpBXhw7U78+eqz8PB/d6HiZDOO1TuQajWj0eGK6AM/HoMLtc/u2ZvOwcLXduha8oJlKYiIEpbPv/yZXN+BXpsJG7Upsfd5Mm0W1XMOzU3HwqkF+Mu73+Drw3V46daxmDdxCJwuieQkEy4d0Rt5WZGpvB5sAdZYoJY8P7in+qpQtZIXWguUdvWNq/XYnJ2IKN5wqrEDvbanMWqbG+/z1NpbVM+5p7Iec1aWtv2clZaMe6cMxw3n5OEPa3fh6Y/34bUvD+O+S4fjR6N87/8YiNqITzwGF2rb60hI3T/PWNwKySjxOBJKRKQHjnh1oFfdKqO2ufE+z9INe7H4mpHtzrl0RiFWl5Z36oOiSDQ4XNh99CQAoKbRgV++vA1XP7URX3xfE3Q/fG2jY0kyxVWNLo+Oo1c905J1/zxjbSskI8XjSCgRkR6Y46XCyFWNevfXZjXDqUi0OJW2jbJr7C2d+qCWX5SVaoHZJHCs3oGrRvXFginD0TfT5ufMp/jKV3r99mJUnGxOiJGNSHye8bbwQC+hbEVFRBRHWE4iGHqVNjCqREKg86j9Tm0KsKaxBe/d9UO8vu0Iln/0Hd75+ihmnzcEc88/DalW/18VX1OKdofL75ZE8SQSn2csldEwUleeZiWiri1iU41CiBQhxGdCiG1CiK+FEL93v95DCPGeEGKP+3+zItWHrixQ4rKvbW9SrUmYMXYA/jN3PC4c3gtPrtuDSY9uwKtfHGzXhtOp4HCtHQeqG3C41o4Uq+8pxWCTzvW6RopdoU6z8jMnongXsalGIYQAkCalrBdCWAB8AuBOAFcDOC6lfFgIcR+ALCnlAn9tJXLl+kjQWnm943sWTR+J5zfuw40TBuP5jftw10X5qGtqwUNv7sL2gydwdv/u+N0VBTi7XyZ2V9RhrldNq6UzCpFqNWPWM58ZMqWoKBL7qxtwoLqxrSzGwOxUDMpOi8vRtK4o2GlWJuQTURzx+ZeSITleQohUtAZe/wNgBYCJUsojQog+ADZIKfP9Hd8VAi89c3201odSFImjJ5twuNaO6gYHlm7Y27Z9kKf215p5xchOs2LN1kN45J3dqDjZjAvPyMWOQydw9GT7Aqz/mTMeSWaTIVOKxxuaUXa0rl2x2MXXjER+7wz0SIv9qbuumtsVDqd6DE8AACAASURBVNY9I6I4Ep0cLyGEGUApgNMB/ENK+akQopeU8ggAuIOvXB/HzgYwGwAGDBgQyW5Gnd7/ktdawsFkEpBS4pqlmzq911MTzOF0wWQSmF7YH1NG9MayD/di6UffweFUOh3T4lLQR2MyfrjsDldb0OU5//xXtmPV7HFAmiFdCBlHbkITj6VJiIg6img5CSmlS0o5CkB/AGOEECOCOHa5lLJISlmUk5MTuU5GkSdf5cgJu65L633lb6klLvt6r6cmmPcxNosZM8cPwgu3jMHYwT3aHdMvMwVJZuOqk7ikVH0Iu+Ig5YelFEITzPeaiChWGfKklFLWAtgAYAqACvcUI9z/W2lEH2KNd92rgzV2Xf8lH0zistp7F00fidWl5e2O8e7vdcs241CtHb+/sgCp1taHXorFjP1VDSH1NxQpFvWHcIol9kvTceQmNF257hkRJY5IJtfnAGiRUtYKIWwA3gWwCMD5AKq9kut7SCnv9ddWIuZ4adljMZzclWByiLzfK4SAWQAmk6ndMb7ya166bSw+2FWJpR9+h6Mnm3DZWb3xq0vPQF6PyNZiiufpOuYqhY65cUQUJ4xPrhdCjATwPAAzWkfWXpZS/kEIkQ3gZQADAHwP4Fop5XF/bSVi4OVdQHJ0XibuuSQfC1Zvj9kgIlDBS7vDhac//g5PbdgLp6JgxriB+OVFw5CRYolYn+L1IRzPQSMREWkS3VWN4UrEwKvjqMfovEzcMXkohuSmI8ViQpJJwO7wH1C0tLhQWd8MpyKRZBLITU+GxRI43yWUgMXfKE12mrWtvdrGFjz14V6s3X4E2WlWzDl/CKac2Qs2a1LMB0ZGBnLxGjQSEZEmDLxija9Rj6E56dhTVR9wNKSlxYXdlfX4H69aWk/NKMTw3HS/wVeooy3B9tfe7MRvX/saO4+07gXZM92KlbeMjdlRHY5CERGRjhh4xSK1UY/qBoem/J9DNY24fvnmTu9bNXuc373uwskvCqa/L88Zj2uXbsSh2qa211MsJrx46zgUDoy9zQqCvS8csSIiIj+4V2MsUtunT+uKN6eiXk7BGWALlXBW1AXTX6dLaRd0AUBTi4Lrl23CTRMG4eeTh6K7LXL5X8EK5r5wdIyIiEKlae29EOJqlf8m+yp+SqHTWqsoySRU35cU4MGvdy0kX+0lmTvv3dinewouP6sP/lWyDxMXr8fKTfvhdLUvxBotwdwX1uEiIqJQaS16dAuAfwL4qfu/pwH8EkCJEGJmhPrWJWmtVZSbnoynZhS2e99TMwqRm+5/ulDvWki+2stNT+70+jM3nYPHrx+FtT8/F/m9M7Dwta9x6RMf48NvqkI6t56CuS/Bjo5xU2ciIvLQlOMlhHgDwK1Sygr3z70APAXgVgAfSSk1V6QPRaLmePmiNX/IyFWNobTn7zxSSry7swJ/emsXDlQ3YmJ+Dn57+Rk4PTcj5H6ES+t9CWYvTE5JEhF1SeEl1wshvpJSnuX1swDwlZRyhBBiq5RytD79VNfVAq+upNnpwoqNB/Dkuj1obHFh5riBuHPyUGTFcDVyrQEVC6XqgwsZiCgOhZ1c/7EQYi2A/7h/vgbAR0KINAC1YXaO4oDTqaCyvhktLgUWswk5aVbUNjn9Vrv3x/thOr2wH84b1hNLP9yLFZv2Y83WQ7hz8lDMHD8QFh33f9TrAW4yCeT3ysDrtxfD7nDBJSXSks041tCMFqfS1rZnSnJ0XibmThyCTJsFtfYWKEps5LXFA44aElGi0TriJQBcDeBctEZxnwBYLQ2qRcERr+hyOhXsrqjDXHfNsIsLcvHzycPa1RBbNH0knt+4D3ddlB9UTbCc9GTcOyUf819prdrfq1sy+mbasPX7WpzWMw2/ufwMXDA8F61fwdDp/QD3dw2etnt1S8Z9q7fjxgmD2+1KsGxmIc7o3S3o83bFkR+OGhJRnPL5l7Om4QR3gFWC1o2u1wH4xKigi6Kvsr65LegCgOmFeW1BF9CaWL5g9XZML8zTtLrPe1Xg3IlD2gIWAKg42YzKk014/LpRgABueX4LZv7rM+w+ejKsa9B7JaK/a/C07VQkfnt5QVvQ5fndnJWlQZ/Xe5Py4kXrMW1JCcoq6hI+WZ8bihNRotFaTuJWAJ8BmIbWacbNQoibI9kxih0tLqXdwy/TZlF9GHpeD/RQ9H6YqrV1qLYJYwZn4Z1fnIf7ryjAV4dO4LInPsZv1nyF6vrmkK5B7wd4oGs4WGNHi1OB2SR0OW9XLWGhd/kTIqJo05pAMx/AaCnlTVLKGwEUAlgQuW5RLLF0qMlVa29RfRh6Xg/0UPR+mPpqy5pkhsVsws+KB+PD+RMxa/wg/PvzckxcvAHLP9qL5iADl3Ae4GolIbReg16BQ1cd+dG7/AkRUbRpDbwOAqjz+rkOQLn+3aFYlJuejKVeNcNWl5Z3qiG2aPpIrC4t1/RQ9H6YLt2wF4uvGen3wZqZasUDV56Jd37xQxQNysKf3tqNix//CG/vOAqtM96hPsB9TfFl2SyariHLZsGymYVhBw5ddeTHs5BhzbxilCyYhDXziplYT0RxTWty/QoAZwF4zf3SlWidevwGAKSUf4lUBwEm18cCz6pGp0tBks6rGm1WM5yKhFQkXLK1xpe/5PEPv6nCQ2t3Yk9lPcYO7oGFUwswol/3kM7pvQox2Jpdnr0qfbUHAGUVdXj8vTJML8xDdpoVuRnJ6NvdhqSk4FZrdoXVfV1x8QARJayw63jd7/6j583C/WcBAFLK34fZQb8YeCW+YAMLp0vB/35ejr+8W4ZaewuuLeyPey7JR25Giq7nOlTTiOJF6zu1UbJgkt/NyAH9V+QlcmDSFQJLIupSwlvVCOAtAKPQmlx/LVoT7K+RUv4+0kFXoovVLWXU+uV0Kjhca8eB6gYcrrXD6VSvRxXKNQWbPJ5kNmHmuIHYMH8Sbj13MNZsPYRJizfgH+u/RVOL/7ynYM4V7BSf97U7nC7kdNjCKdSthSIZdMXCd7CrLh4goq5HawHVFwDcA2AHAFZ/1Ems/itftV8zi2BJErjp2c/bXls6oxDDe2W0mzYL9ZpCTR7vbrPgN5cX4CdjB+LPb+3C4nfK8NKn3+NXlw3H5Wf1Ua3/Fcy5PLlhHa9HLUdL7doXXzMSj7xdhq3lrXWG1YK2QPcskt+TWPkOdtXFA0TU9Wgd8aqSUr4hpdwnpTzg+S+iPesCYvVf+ar9WrkF5cft7V6b+0IpKjuUdwj1msJNHh/cMw3LZxXhpVvHIiMlCbe/tBXXLt2EbeWdN1YI5lzBJHerXfv8V7bjjslD287x9KwiZNks7UaYjjU0+71nkfyexMp3sKsuHiCirkdr4HW/EOKfQogfCyGu9vwX0Z51AbH6r3xf/Uq1mju95nS1HwAN9Zr0Khsw4fSeePOOH+Lhq8/C/uoGXPWPEvxy1Zc4eqIp5HOZTAI5Gcnol5WKnIxknyNBvq59SG56W9A2NCcde6rq262SbGz2f88i+T2Jle8gy0aEJhamiYkoOFqnGn8GYDgAC05NNUoAr0aiU12F51/5HZOvo/2vfF/9anS0fxj3z7IhqcNeiqFek/fIUrh5TGaTwA1jBuDykX3wj/V78cwn+/DfHUcx9/whmH3eabBZzUGdS0t+laJIuBSpeu02i7ktmb6qrvPo1r5jDX7vWSS/J7HyHdTz8+8qYmWamIiCo3XE62wpZZGU8kYp5c/c/7FyfZhi9V/5qv2aWYS8HrZ2ry2dUYjcDsnj4VyT1pElrTJSLLjv0uFYd/f5mDQ8B4+//w0mP7YBr287DCGg6Vxat+qpbnDgoTd3YtH09vW8ls0sbHftaiNMT67bg2UzfNf6CvaeBjMKEkvfQb0//0QXK9PERBQcreUkngbwuJRyZ+S71Fkil5OI1RIBav1SFNmullduerJqPapYvabN31XjD2/sxM4jJ1E0MAu/u6IAI/tn+j1Ga0kIT9mJ0XmZmDtxCDJtFtTaWzCqf3f06m4L2N7rtxfDpcDnPdN6T0MZBYnVz4v8C6fUCRFFXNh1vHYBGAJgH4Bmd4NSSjlSrx76k8iBFxnLpUj8Z0s5Hn23DNUNDkz/QX/ce0k+crup1//S+nDTGqBFenpI79phFLv4WRPFNJ9/oWvN8ZqiU0eoAz1GGxRF4lhDM1yKAkUBFCmRbDGjZ5qx0zX+rkVRJGrtDtgdLphMgFmY4HApcCkSVrMJOemtfQ32XmjNv/J+z3VFebh8ZB/8/YNv8UzJPvz3qyOYN+l03HLuYKRY2uc2dcyBGp2XiTsmD4VLtk7nec6ntexEpHOZYiVZniIvmFInRBQ7NI14RVuijnjpMfrhaePx98pw44TBWLB6e1QSbf1dCwDsr25AxckmPFuyD/MmnQ67w4X5r5zq67IZhbBZzZj1zGdBTZEFun+B3rP/WAP++NYuvLezAnk9bPj1pWdgyojebfW/vI/PSU/GvVPy2/X76VlFGJqTjhp7S8jbJ+mJoyBdC6eJiWJWeFON0ZaogZceD0lPGwunFuDBtTuj9sD1dy0AsOPQCSx8bQcWTi2A1WzCwtd2dHrvg1eNwM+e+1xz/7XcP633uOTbY/jDGztRVlGHcae17v94Zt/W/R+9H27XL9/cqa2Xbh2Ln/zz05hYWcaVbkREMSHsqUaKAD2mhTxtZNosUZ1iCnQtqVZzWz89v+v4XrU6Yf76r+X+ab3Hxaf3xJt3nNu2/+PUv32CG87Jw90X56NnejJyMpJxqKZRta3KuuZOK8uiNcLEsgxERLGNgVcU6VFDydNGrb0lqvWYAl1Lo8PV1k+r2aT6Xglg2czCthWBq0vL/fZfy/0L5h579n+8cmRfPLFuD1Zs2o+1247gjslDceOEQT7b6rh8P9yAN9zpI09ZBiIiij1a63hRBOhRQ8nTxurS8k41pIxMtPV3LdlpVgzMTsXia0ZidWk5stIsWHxN53pXPdOteHDtTly/fDMeXLsTd0wehiz3CFmw5wzmPR11T7Xgd1cU4O1fnIeiQVn441u7cMlfP8KX39dg+czCTv1eXVre7vhwAl6tdcOCbZPVzY3Be01EgTDHK8r0XdUooSgSigSSLaYYXtUoYBYCDpcCRZGwmE2wWgSu+vvGoHPUQlnVGOw9Xl9WiYfW7sTeqgace3pP3H7B6chzB1dZNgv2VNXrllOld3I8c76Mw3tNRF6MT64XQuQBWAGgN1q3GVoupXxCCPEAgNsAVLnf+msp5Vv+2krkwItaxXoxyBaXgpWbDuCv73+DBocLPx07AHddOAxZ7sKyoQZ2HY9VFAVj//xBp/eFeh+4ytE4vNdE5CUqyfVOAHdLKb8QQmQAKBVCvOf+3eNSykcjeG7SIJiAIdTgwulUUFnfjBaXgiSTQFqyGd1SOh8bbL5bpJfRd2w/y2bBFWf3xdjBWXh24wG8sPkAXvvyMH5+wemYOX6gzwerZzSyqcUFsxCwWc3ItLX2VW2EZNnMQlxckIt3d1Zqug+BBFpcwHIE+mENNSLSImKBl5TyCIAj7j/Xuavf94vU+Sg4wUyLhDqF4nQq2F1Rh7kvlLYdt+SnP0BWqhP9MlPbHRtMMchIT+l0bP/iglzcMXlYu+v4x09+gJc++x4PvbkLz2/aj3svGY6pI/u01f/y1c/F14xEr24pGJSdprrX3pyVpXjp1rHYeaROl6KY/gJaTo3pK1Y2HCei2GZIjpcQYhCAjwCMAPBLADcBOAlgC1pHxWr8Hc+pRv0FMy0S6hTK4Vo7rlu2qdNxz/1sDLrbLJ2O1Tr6EukpnY7tL5tZ6LNG2q4jJ/Gnt3Zh99E6nJ2Xid9cdgbGDO7ht58PXjUCI/p1h8Pp8jm9ak0y6zIK5S+4qm5wcGpMRwxkichL9Op4CSHSAawG8Asp5UkhxFMAHgQg3f/7GICbVY6bDWA2AAwYMCDS3exygpkWCXUKpcWlqB5nElA9VmsZhEhP6XRs31+NtPOG5aD49J549YuDeOzdb3Ddsk24uKAXFlw6HClJJp/1yjxBla8REr0CH391vTg1pi/WUCMiLSJaTkIIYUFr0PWilPJVAJBSVkgpXVJKBcDTAMaoHSulXC6lLJJSFuXk5ESym12S56Hvzde0iL/3+ls+b3HX6+p4nCIR1vRLMH3Xo31PjTRf5zObBK4tysP6eyZi/iX52Li3Ghc//hH+8t4e9Ome0um4Rseph3LHUhfLZhTCbIKuZQg8AW2/rFTkZJxa6Rrp+9gV+brXREQekVzVKAA8D+C4lPIXXq/3ced/QQhxF4CxUsob/LXFqUb96ZHjNTQn3W8pBd85XpZOOV6R6rse7avlePk737H6Zjy5bg9e+vR7WMwmWMwCJ5ucnXK8PAn2xxqa0djswr5jDXhy3R5U1TcbMkWlda9LJt8TEQUtKuUkzgXwMYCv0FpOAgB+DeDHAEahdapxP4A5nkDMFwZekRHuqkYtOUJaVzVGsu96tJ9ls7RthK31fN9V1WPR27vxztcV6JFmxW3nDsbVhf2Qk57S7tholCHwXJ+iKHBJQEqpWnuNOUtERCExPsdLSvmJjxP7rdlFxglmaxm192rJEUpKMqFvZvvpLD1EelsctfaDPd9pOelYNrMIpQeO449v7sKid8rw7y3luHPyUFw1qh/M7uDF6Fwr3wGVrV1ApbbqMpr7UBIRJQJuGUR++c3hSlLP4QomRyiULVbUjun4mtOp+G030Hn12PrF00bvbilYOqMQy2cWItWahF++vA0XPLYBz5Xsw9ETTbrcx2D67Sug6rjnpK+A0N7iStitcLjlDxFFGjfJJp/8TTUBQH2TE4uvGYn5r2wPqeZUKFNZasesuHkMmp1Ku9eWzijEk+u+wbs7Kzu1G+i8ekyx+Wrjtf+ZgBWfHsDD/92NB97YiYfe3IXfXH4Gls0sxJyVpSHdRw+nU0FZZV2ndjr2W+sIm69Vl3sr69HQ7Ey4KUdOrRKREbhXI/nkL/cIAKYtKUFOejLmThyCTJsFjQ4Xzs7rjh5p2qahQsltUjvm2ZvOwcLXduBgjR2j8zIxd+IQZKdZ0d1mwb2vbMfW8tp27QY6rx45V77aeHnO+E61zQBgaG46bj53MM49PRsplqSgc9YUReJgTSN+8s9PA/Zb6/WpBSKLpo/Eo++Uoaq+OeGmHLnlDxHpKHp1vCh+BRoZOVhjb6u27lGyYBKQpk/7Wo9JtZrbgq57LsnHgtXbOwUKW8tr29oNdF49cq58taFW2wwAmp0KfvXqVzg9Nx3/b9IQXDGyL0y+/3/bSXWDA5V1zT777b1YwGY1a9olwFOXatXscThYY0etvaXtXnquMZGwrhkRGYGBF/kUaAuUcLdHCWWLFbVjGh0u9M+yYe7EIW1BF9D60FywejsWTi3Ag2t3trUb6Lx6bP3iqw1PbTPP66PzMnHH5KEY1DMVG/dW4/mN+3HXqm346/t7MG/iEEwb3R/WpMCpmA6nC9UNDvVzJplUp2dfnTcBLU7F7ypNk0nAmmTG3f/ZlvBb4XDLHyIyApPrySe1Ap+ekRF/v9Oj/WCOGZid2nac2oiF5xhPu4HOG8lry01Pbnt9dF4m7p2Sj4Wv7cCkRz/EUxv24vHrR2HpjB8gIyUJC1Z/hUmPbsDKTfvR1OJ/1MWaZMbq0nIsmj6yfUHWmYVIMolOyfSznvkMAkJToU897kc86CrXSUTRxRwv8stfvSw9ammF0obaMQBw9GST6t6QL88Zj97d2tfOCnTeSF6b9+vXL9/cqb+rZo+DxWzCV4dO4O/rv8XW72uRnWbFTRMGYeb4gchM9b1x+OPvlWF6YR6y06zIzUhG3+42VNQ1+dwTsl9WaljXkmi6ynUSUcQZX0BVTwy8SIt4W5V2qKZRNSBaNXsc7v7PNjw9qwjDctPx+YEaLPtwL9aXVSHVasb15+ThlnMHo3+HoMlX0MCkcSIiwzHwoujwNToVqVEFvUbQ/B0Tziig9++FEKojdAunFmDOytJOwdHuoyex/KPv8PqXhyEBXDGyD2afNwQFfbsFvD49twbiqFDXws+bKCQMvMh4WmtuRXNUKthRskC1zYKpD6a2B6T3KkxAfTrwcK0dz5bsw0uffo8GhwvnDcvB3PNOw/gh2WjdIrVzn/dXN+BAdSNSrWY0OlwYmJ3abr/IcPftjNVRRQoPP2+ikDHwIuMFqrnlEc1pr2Cn4bTUNgumPtjFBbl44MoRcCoSeyvr8eS6PW1BV6D7csLeghc/PYBnPtmPY/XNOKtfd8w5/zRMObM3ksyn1s3oWbdMy3s5QpI4OE1NFDKff+lxVSNFjL+aW96iWSsp2NpN/t4fSn2wd3dWQkqJ/pk29O6egqr6ZgDaVtR1t1kwb+Lp+GTBJDx89VloaHbi9pe24oLHPsTKTfthd+hftyzQez0jJNOWlKB40XpMW1KCsoo6br0Tp1jbjEh/DLwoYjx1kbx5am55i2atJLU++uuPv/cHasvf7z3FStfMK0bJgklYM69Y83ROisWMG8YMwPu/PB/LZhYiO92Kha99jeJFH+Av732Dk03OkPsVzPUDQK3dgaMnmvDYtWdj2cxC5KQnq+4DGYu4T2Nnwf7/g4gCY+BFEeOv5las1EoKtnZTOLXNAv3eZBLIyUjWVFtLjckkcMmZvfHq/0zAf+aOxw8GZOJvH+zBFX/7BAV9uuH+KwowOi8zrLpl/t6rKBJHapuw8LUduH75Zjy4difuuSQfOenJMT9CwpE6daxtRqQ/5nhRRBm9qlGvPhqxqjHS164oEuvLKnHnv7eivrk18DmzbzfcNGEQfjSqHyxeFfH1WNXoKx/owatGYES/7jGdE8RcJt+Ys0cUEu7VSNHhGcXpKNyHmffDwJJkQpJJwO5oLdFgFoDJZIrYA8LXNQX6nZbfa+F97SlWExwtEg6XAovZhNz0ZCS5A6rqBgfuf/3rtqALAHYfrcP8V7bjr+/vwU0TBuHawv5oUWTbQ7VPd1vAe+brGnzlAw3umRbWCIleD35/7TCXyTc9vrNEdAoDL4o7akvcF18zEo+8XYaq+mYsmj4Sz2/ch7suyg+YJxVvy+W9+5uTnox7p+Rj/iunNgVfOqMQw3tlICnJpBpMuBSJP00bgde+PIw/vrULj71XBrNJoKHZFfa1+9rrMDXZHPK91OvzCdQO92kkIqMwx4viTnWDo9Peg/Nf2Y65E4e0bYw9vTBPU1K3WluxnAzu3d+5E4e0BV1Aa9/nvlCKSvfKSF+J0RcV9MaqOePxwi1jYBKtQZfn+Jn/+hTH3McHy1c+UM+00EdL9Pp8ArXDXCYiMgpHvCju+JoWyrRZ2v1Zy1RRvE0xeffXc43eDtbY4XQpAE4FEx1HeTzBxOCeaWh0tL/OY/UOXL98M2afdxqmje6HFIv2ER/vlZl65QPp9fkEaicSfSciUsPAi+KOr2mhWntLuz9rmSoKdYrJiLwjtfe5pMSzN52DJ9ftabvGjn33FE8NFEyoXXtWqgUWs8CvXv0Kj7y9Gz8ZOwAzxw1C7+4pmq5H73wg7z6OzsvE3IlDkJ1mhRCtFfe13nMtnzNzmYjICFzVSHEn2jleRuUdBbreNV8cwrQf9POZ4xXq+YflpmPLgRo8U7IP7+6sgFkIXHZWH9x87mCMysvUfH168PTx8ffKcOOEwViwentI9zzecvmIKO5xyyBKLHquagx29Eqv0gNa2/H1vlWzx7WtamxxKUjqsKpRi0DX/n11I57ftB+rPi9HfbMTZ+dlYsbYAbji7L5BTUOGQ1Ekjp5sUt1QPJh7zrIIRGQglpOgxKI6LZSmY1t+GJV3FOh9AJCdpm0K0JdA1z4gOxULpxbgrouG4ZUt5Vi5+QDmv7IdD67diWsK8/DTcQMwJCc9rD5o6aOUMux7zqlEIooFDLwooowaZQg2V6rj+4I5XgjhN19Ia1ta88tCyUML576rHZuenISbigfjxgmDsGlvNZ7duB8rNu3HMyX7MP60bMwYNxAXFfSCNYjRtmCw3AMRJQpONVLEGJVXE06u1NOzijA0Jx17quo1H+8v3wiA5msOt9++7mM49z3QsR1/3y0lCSkWMyrrmtEzPRk3nJOHG8bkoX9WakifZaj9IiKKMczxIuMZtQ1LuLlSL88Zryl/yPt47xV2fTNt6N0txe+2Ob6uOdyRunDuRyjHqv2+X2YKFkwZjpe3HETJt8cgBDAxPxczxg3A+cNyYdYpMGKOFhHFEeZ4kfGMqpEVbq5Ui0sJ+vit5bWYs7IUAFCyYFLIW89ozTsKJj8pnPse6Fi13+dmpGBITjr2VzdAAkhPTsLW72vwwe5K9Mu04SdjB+C6orywg229t1syYnspIqKOWLmeIsZX5XS983K0nsfX+yxmU1jHe7/PqGv2J5w+BDpW7fd3TB6KOS+UtgVkdU1OpFrN+PPVZ2FAj1QsfqcMEx5eh9tf+gKb9lZDSglFkaiqa8ahmkZU1TVDUSI/8u6Zrpy2pATFi9bjumWb8G1VA36zZjvKKura+qAoEscbWvv2/fEGVNY1GdI/IuoaGHhRxBi1DYvW8/h6X256cljHe78vFraeCacPgY5V+/3gnmmdRsEO1TbhvKE98b+zx+H9X56PmeMG4aNvqvDjpzfjwr98iEVv78ZVf/8ExYvWY9qSknaBT6SobRvUcXspRZHYX92AsqN1uH75Zpz3yAZcvWSjIf0joq6BOV4UUYm4qjHQ+2LhmvVe1dgx2d/79xISVy/ZGDCnzO5wYe32w3hu4358ffhku3NGIvevo0M1jShetL7T66tmj8P1yzejZMEkWJPM2HHoBBa+tiPiuYlElNCY40XRYVTtpHBzpfTMtTLimgOt8gulDx0Dqj7dbarBmnfbiiJxrKEZL9wyFvuONeDJdXtQVd+sOsJms5pxbVEeJgzJ7hQAHayx45XSctw4YRBSrYH/WgolsPS31ZRnOtXhdCHVatY9CnJKSAAAIABJREFUN5ELA4jII2KBlxAiD8AKAL0BKACWSymfEEL0ALAKwCAA+wFcJ6WsiVQ/KLbp+UAy4uEW7Qeo9/k7TpvdtmKL31GZQCNkemydtGxGIfpkpqBbssXnuSxJpk4BUJJJYNHbZViyfi9+NLofri3qj7P6dYeU6NQOoL1khze1TcM920t5AsXqBgcaHS5da4aFUg6EQRpR4orYVKMQog+APlLKL4QQGQBKAfwIwE0AjkspHxZC3AcgS0q5wF9bnGpMTHrWZjKizlO0a0l5n/+xa8/G9cs3d3pPyYJJ6KdSQytQ30MpQeHrmFfnTUB1vUP1XACwv7oBFSeb2u0xuXxmIeqanHjps+/x3x1H4XAqGNYrHecNy8Gb24/gyImmU/lm6VZNU5tqnE4FlfXNcLoUmE0CSSbRblWjJ8erY//C+ZyDubfR/o4RkW58/h82Ysn1UsojUsov3H+uA7ALQD8AVwF43v2259EajFEXpJbs7ElyjmZb0TyH1vN7pse8+RuVCdT3jmUiRudlYuHUAjQ6nD5XHfoqPdHUovg8V3WDA7Oe+QyPvF2GhVMLsGr2ODx41Qj07p6Csadl44kbRuPz31yIP04bAavZhH9+vA9HTjS1tXPr85+jqSW0chmKIrGnqh7XLduE8xZvwPXLN+N4Y0u7ESWTSWBQdhrye2dg1exx+OjeSXh13oSwAp9gyntE+ztGRJFnyKpGIcQgAKMBfAqgl5TyCNAanAHI9XHMbCHEFiHElqqqKiO6SQbTs86XETXDjKpLpuX8SzfsxaLpIzWvXAzUd+8yEaPzMnHPJfl4cO1OnL94g89Vh75KT5gFfJ7L0w9PHbTrl2/Gz577HHbHqXvY3WbBT8cOxLKZhZ2u41BtE55ctwe5HUaKtEwFag1qTCaBHmnJ6JeVigE9UpGbkRLWaFMw5T2i/R0josiLeOAlhEgHsBrAL6SUJwO930NKuVxKWSSlLMrJyYlcBylq9Kx5ZUT9rGjX6PI+/9byWjz6ThkevGoEPrp3EtbMK/Y7KhOo795lIuZOHNK2HRLgO0DxVXrCZvV9rmDuodp7bRYzXv/yCCrrmmExt15rn+4pmsplRCuoCaa8R7S/Y0QUeREtJyGEsABYC+AdKeVf3K+VAZgopTzizgPbIKXM99cOc7wSE3O8guN0Kjh8wo7KumZUNziwurQcd12Ur8sejJ73tCaXO3H+4g2d2lDLH1NLBAd8J7/7+13HkhXHGprR2OzqtFqyd7cUvLHtMFZtKcfXh0/CbBKYlJ+Da4vyMCk/1+dG3UZtYaUmmHIloXzHmJBPFHOM36tRCCHQmsN1XEr5C6/XFwOo9kqu7yGlvNdfWwy8EhdXNWo/b6cVhDMLkZ+bgSQfgYZaG1r6rkeAEk6NMX+rJTNt7d+7p6IOr5QexKtbD6Gqrhk90qy4alRfXFPYH2f27R7wHsZi4nqw37F4uS6iLiYqgde5AD4G8BVay0kAwK/Rmuf1MoABAL4HcK2U8ri/thh4UVdn5GhNtB/koVyr06Xg4z3H8ErpQby3swIOl4KCPt1wTWF/XDWqL7LTT9Ud8wQ1NqsZTkWixamEVEzXl0hsfO5PNEfyiMgn4wuoSik/8XPiyZE6L8W/eN3IOJKjYcHkJ/ma/vN+LctmQY29RbWvJpNAfq8MrJlXHJWpKy3XqigStXYH7A4XnIqExSQwMq8bzs47E7dPGoL1ZVX4746j+MPanfjTW7swMT8XV47qiwvPyEVORrLP4HJoTjr2VNWHHHRqDVp9jWD2TLMG/V1nQj5RfGHleoopag8kT5FLrflM0RDpUSJfVdc7Jl2r9WPFzWPQ7DxV4uHiglzcMXkY5ro3tlbrq1E7DqhRK7DaP8sGi3tK1VetrcevOxvWJBMeeH1nWz4YJPDq1oN4fdthvL+rAjaLGZPPyMXEYTl4/P1vcKj2VKmK21ZswctzxgddmNabr5WTHY9Xe9+claVYOLUAD67dGdR3R+t3g4hiAzfJppiiZSPjWBTp+ktaV8ap9eNAdWO716YX5rUFXZHoa7iSTAKLr2lfKmPxNSOR5A5CqhscOFDd2BZ0Aa3XcNfL23C8oQVzJw5pu6aeGcn4zeUF2HTfZKyaPQ7TC/th495q3PPK9ragy+NgjR1OlxLW6JHW0Sdf78u0WYL+PGJhY3Yi0o4jXhRTAj2QYnX6JNLTPVqn/9T60XHvQc+9jFRfw2V3uNoKrGbaLKi1t+CRt8vw95+MBtLgdz/FVKsZqTC3/ey5JpNJYOxp2Rh7WjYeuOJMvLHtCH69ZjvsLUrb8WnJZnxZXot+mSntgrJgRo+0jj75el+PNCtG52Via3mt5s8j2lPDRBQcjnhRTPFVx8h7I+NYZET9Jc/0X7+sVORkJKs+WNX64dl70CPYqvdGsyaZUVXf3FZgdc7KUlTVN7f1z5pk7nRNQOs1NDpcqLW3tP2sdk1JZhOuGtUXr84rRt/uKQCAFIsJTpfEHf/+EifsTqRaW4/rl6mtRhjQOgVqNgHLZhQGHH1SG6VaNH0kFr+zG/dcko+LC1rrSvvaNaAjLd8NvSmKRFVdMw7VNGruJxFFuI6XXriqsetgjpf+/QglxyuaAt3LYHK8Am3y7b3gINVixsffHsM7Xx/F+7sqUNfkRIrFhInDcnHpWb1xwfBcZKRYAvY5Jz0Zd0weisE905CabEbPNPVASFEkjp5swuFaO6obHFi6YS+2lte2fWZ3v7xN03VEQ6x834limPHlJPTEwKtr4apG/fsBaF/VGAu01PryrGp0KRJJJoFkqwkCAnZH+NfU4lKw+btqvPP1Ubz7dQUq65phNZtQfHo2LjurDy4u6I3uqaeCsFBLOhyqaUTxovWdXl8zbwKmLdmouZ1QhPN9ZQkLooCMLydBFKporqgLR6z021c/Or4WC31VoyUg8OyniDSVBtReC+G8xUN64odDc/CHK0dga3kN/vvVUfx3x1GsL9uOX5u/wnlDc3D5yD64sKBXyDl+vnK9Kuuag2onlGsNZ8SKJSyIQsfAizSJldGcrsRzzxVFgUsCUkrd7n3HthUpYXKPLlqSTLoWFvU+zpJkQpLJ96hUKAGBHt9NX+ft1S0ZdocLg3umYfb5p+GmCQPxbWUDPvn2GN766gjW7a6ExSww7rRs9Eiz4HhDS1ub3jlmvvqYZbNg2cxCzFl5atp38TUj8cjbZarthELt3FrLXvjCEhZEoWPgRQExn8N4nnv++HtluHHC4LZNq/W49/7a/vtPRqPFqeCul7fpUlhU7bvjCSzU8peCDQj0+m76Ou+DV43Ak+v24N4p+e3yyZ6eVYR7L87H2h1H8LvXdmDzd9VocZ1K2+iRZsETN4xCdpo1YLHWJ97/BgunFiA7zYpe3VLQ4lJQVd864hVuaQhf5+6WkhTWiJVncUDHdlnCgigw5nhRQMznMJ7nnnsKaup57/21/exN52Dhazs6ne/lOeNx3bJNQffD13dn4dQCzFlZ2qkNXzlPaht0+2s/2Pvj67xv3F6MFIsZJ+wtnRLgO96TobnpGJidii++r8XxBkfbSNiYwT3w4uYDOHry1PShv3v6+u3FcCnQZXTZ1/0J9fP0xlFwIr+Y40WhYz6H8Tz3PBI1t/y17as+VqiFRf3VZVNrI9gpLL2+m2rnvbggF4oEfvbc522rQR+77mycsLegsq4ZArLd+/dU1mNPZT0+mj8RR040Yd3uSqzbVYHH3v2m0/n83VO7w6UaZKoJFPz4uj9mgbBHrGIlp5Eo3rCOFwVkRI0qas9zzyNRc8tf277qYyWZTSH1w19dNrU2PDlPWquw6/XdVKurdd+lZ+D/vfQFDtbYMTovEzdOGIxZz3yGaUs24sG1O3G8oaWt3hYAjM7LxLM3nQMI4LScdNw3ZTjW3T0Ra+ZNQHdb+zIUQgB/WLsTPVLbvx5M3z3TiNOWlKB40XpMW1KCsoq6dvW0fN0fk8nUVnS15P+3d+/xcdV1/sdfn8n90jTJJCml96YXqKX0foVaFkRRFBDUdWW9sRYe7j5cd1eFvbjW5fHbn4hXlh/W6qJcFEUQ9YGoQLEUoRcppaW2tKUp9BaaNE3Tpm2ay3x/f8wknSQzk5nJ3DJ5Px+PPpKcOTnnez5zknz6PZ/zObdfwROfXdbr8mw6enQlYp/qLSZDgS41yoBU45V6w7HGK3hcN84bh7ckn5oRBVw4sojc3ND/R0zkudn3JoAz7V2suHsdAN//23khL/n+9O8W8Tc/3ER1aUHIOrDpo0YA9BqjtySfuRMq2HqgmWOt5x8LVFaYy53Xz+R9M0eHPd5g0VxmjfdmhVT/vCdin/o9JRlGfbxkcFTPkXqpvKvROdfTMy1ddzXGW6+VrHOz4VQbH7zvJQ41n+XnKxfzkTUb+63z4u1XkJ+bQ3tnFx9ZszHs2MP1Vtt26ARPvVbPi28cY1f9KRxQVZrP8qnVvHN6NcunVlMRZrYv2nq4WOOTjprOROxTtaiSYVTjJYOjeo7US2bM49l2vOMJ+X0hem3FW6+VrDhVlRT01EF1X5YNVXtWPaKAw81nIo493BjnjK9gzvgKAJpaz7F+byPrdjfyx90N/HLrYTwGl44rZ8W0GlZMr+aSMSN7kqZo6+FijU86ajoTsU/VospQocRLRFIm0uxLontDDXYmzOMxplaX8uitSzAc3795Hrf2ecxS98xVIsbuLS3ghjljuWHOWLp8ju2HTvDH1xtY+3oD33l2D99+dg/eknyWT6tmxfRqltVWJaSlQ984FeWHPhYz43DzmYTOKnbvu3sfg4mfeovJUKFLjSKSEtE8gzGR9VqJrhm6ekYN//G+GeR4rF/ykYz6or7brCzO49Jx5Ww72MLxM+2YwaVjy1k4sZIFEyuYNa6c6tLYHpAdbtwFuR4+fv/mnmWrb57HPWv38PTOhoTVTvV9vmW4GrlMqfFSuYXESDVeIpJe0RaDJ+KPWzpqhhL9hznc/h+7bSlvn2xj3e4G1u1uZNuhEzgHlSX5LJ9axYrpNSyfVk1lFDNf4fbxy88uxbCe56Wu+s0Ont7ZEFUc4j2+OePK+dyVU6mtKaUoL/4nECQjOVLhvsRBNV4ikl7R1OAkql4rHTVDia41C7f/Lp+P2ePKmT2unM9fNY3jp9t5IVAbtn5PI7969QhmMGtsOSsClyVnjS0nJ0SCEG4fHZ2+ngL9w81neiVd3esMtnaq7763HjzBp378Z168/Yq445iser/BPmJJJJgSLxFJiVTW4CRiX+muGYp2/5Ul+Vw3ewzXzR6Dz+d47XAL63Y3sm5PA/c8t5fvrt1LZUk+l0+tYkX3nZLF+VHXVg00jnhnmdId31iES1DPtnfSeApddpSY6FKjiKREKi/XZENfqETsv/l0O+v3NvL87kae39NI02l/bdjUmlLqW9oYXVbIV94/g9t/+VrYfUQaBxD3GNMd31hEevTVnU/uzNhxS1qpxktE0i+VBcqx7itcr610FlQnMl4+n2PHkRZ+u72eH734Ju1dPgByPMb8CRX81cU1XD6lmosu6J9AhBvHYGvphkrBeqgk8a4bZ/GNP+zueXanLjtKH6rxEpH0S2U/uFj2FWn2JZ1/TBMZL4/HmDW2HG9JPt9fX9ezvMvn2LT/OJv2H+f/8jpTa0q5bGoVy6dWs2hyJcX5uWHHMdhauqHSH9DjsZ5HLJ1t72TX26d6ki5QvzCJjRIvERmyEjVjEq54+ucrF9PlHIV5OVSVxNaqIVbJmP0Jtc1QtVVjygv5+k2X8pcjLbyw9xg/3XSAH734Jnk5xtzxFcwdX8G8CeXMHFNOzYjzcUh1nVakGPV9raIoj+azHRHjOVDMQ73eBCEfHxXrMaditm+ozCgON7rUKCJDUiJrhMI9fuex25Zw0+oNSa8/SkUfsFieu9nW0cXLbzazfm8jz+46Sl3jacD/cO9ltVVcM/MClk+rZkx5UUbU7QH9eq597spp3Nan4W20tWuR+srF+9zSaI8lUXEbSjV0WUo1XiKSXRL5bL5IxdO3PrRlUNsezP4Hs79I2/SW5Ec1ExJqGzkGXYE/GxO9xSybUsWlY8uZNbYMb2lh0mZVIh0P0Ou1cA81D47nQDFPRPziOZZEnV96dmXaqcZLRLJLIp/N5y3J7/f4ne7i6cFuOxrJeM5gpG1GW1sVahtdDn5yy0L2NLTyp73H+NXWw/xk04Ge50pePrWay6dWMXtcOXk5nrjHH8vxdH/erbwob8B4DrS9RMQv3mNJBD27MnMp8RKRISmR9UW9iqc7umjv9PH13+/qKZ4ezLajkYxaqWT2Mpt2QRnLplbzqWWTaO/08cpbzTy98ygb65q497m93LN2L6UFuSyeXMnS2ioum1rF1JpSzCLXT0WaNcrPzeHqGTXcOG8c5UV5+JzDzOhyjlyPh6tn1PQ0eo30UPNo4uPz+bedrPq1VNTGDaU+acNNzqpVq9I9hgGtWbNm1cqVK9M9DBHJIEV5OSydUsXzexo52dbZU8MyrqK41x/4bj6f41hrOyfOtHOu00dRXk6v9cyMkoJcRhTk0nK2g6mjRrBp//Gotp3qY0nVNqPZhgGt7Z1859k97Gs8zeiRhfzjVVOpHlHA9kMt/HrbER7a+BY/3XyAnUdaONXWycjCPI60tPGxH27iO8/u5Xc76lk6pQpvSX7YsRXkeKitGcGXHtvO1gMnWDalii8+tp3vrn2DP/zlbe68/hKOtbaxr/E07Z1d3Hn9JazfG37c4Y5tzMgi9jS08rXf7eIL776IzUk4B5LxfqdjHxLRV8O9oBovERmyop01ibXQ2OdznDjbztn2LrocFOZ5suauxkQ//3CgWqJDzWd46Y0m/vTGMV7ad4xjrf6O+bkeo9PnQn5PKMH7CVfD9eitS3DODequxqbT7T37mTOunNtW1OItyefC8iIuKCtMaPG77mrMaqmv8TKz+4FrgQbn3MzAslXAZ4DGwGr/5px7KlljEJHsFm2tTazP2vN4jMqSAihJ+JDDSkZPq0Rsc6BtDFRLNLaimA8vKObDC8bhnD8B/u32ev7nuTf6fc931+7hPe8YzfyJFRTm9b4kFryfcDVczrmeZ0wCAx57qGML3s/Wgyd6bq548fYrEpq0pKKH2VDpkzbcJLPG68fAvcCDfZZ/2zn3jSTuV0SGgFT+j/9MeydfvnYGq9ft69f0Mtkd6xN1nOG2E6l/VVF+Dp0+R0enb8AZwWi2Her7Y6klMjMuuqAMb0kBT2w93Ot78nM9PLL5IA9vPEB+jod5Eyq4bGoVy6ZUccmYkeTlenr2E00NV7yxDVfbBf5Zt2jfP802SThJvdRoZhOBJ/vMeLXGmnjpUqNIdklXH6O+j3n5zT8s4+jJc73WefDTCznX6UvI2BJ1nLH0lFp98zzuWbuHxlPtfOk90/niY9sj7nuw/ariOcZQ37P65nl865nXee71Y5QW5FI9ooD9x/z9w8oKc5k1tpypNSU8teNtRpcVcvs1Fw14bPHENlQPsLtvmsXXf7+bxtZzUe1HPbSEdPXxCpN4fRI4CbwM/Itzrnmg7SjxEsku6exjFPxgY29pPh+876Ve6/zokwv48q93JLU/WKzbCredR29dwoe/vyHkMULoDut99x3rtkONPZ7Znb6zTKt+s6PnrsTuff3vJxaw++gp1u46ypPb6+kK1IR5S/KZOWYkK6ZVM3dCOReWF8c9oxTq+K+eUcOqD8yk0+fY19DKPWv39syURvP+qYeWkEF9vL4H3Am4wMdvAp8OtaKZrQRWAowfPz5V4xORFEhnH6OLLxjR0wSzvuVsv3WK83MSNrZEHWe47XR0+UIuLy/K6/l8oH3Huu1QY4+nlij4ew43n+mVdHXvq7Qghw9ceiHzxpfz61eP9LzWdLqd5/c08vwef7nw1JpSlk3xX5ZcNLmSssK8qMcR6vif3tnAV97vyDH41I//3G9cA71/6qElkSSuu10UnHNHnXNdzjkf8ANgYYR11zjn5jvn5ldXV6dukCKSdN11QcGS1ceo7z6K8v2XsTweC7nOmfauhI0tUccZbjt5OZ6Qy0+c7eipgxpo37FuOxl9oAaKU6jXx5QX8vAtC/m3917E6PIifvbnA3zmwZeZ81/PcMN9L/KNP+zm9zvq2d/YSuOpc/h8oa/uRNp3vO9fKs5vGbpSmniZ2eigL28AdqRy/yKSGbo7xXf/cequgekubE/VPkKtM8FbnLCxJeo4w22nprSg3/LVN8/j8S0HWb1uH3ffNGvAfcey7US/RwONoXtfoV7/4ScWsLS2ipXLa3nw0wvZ9pWr+dnKxXx2RS0G3LfuDW57+BWu+ObzXHbXc/yfp3ax/eCJfglYpH3H+/6l4vyWoStpNV5m9giwAqgCjgJfCXw9G/+lxjeBW51z9QNtSzVeItknU/oY6a7Gwd3VmKzj6LuvWMbSeOoc1/2/P3HkRFu/1yqK81haW8XSKV4um1LF+MpinAv/fscbA93VOOzpIdkiIpJeqbrb73DzGZbd9cd+y//z2ovZWX+KF984Rn2LPykbU17EsilefzJW66WmrDBh45BhLWOK60Uki+l/+dGLdzZuKMezu5FtdWkBX752BuVFebzd0saosgLKi/J73eWYY+DxePrNQJoZ+TlGe5fr6VLfNy7BPb+6ja0o4t3vuIDr54yho8tHXeNpth44wbZDJ/jDX47y6MuHAJhUVcKc8eUsnuTlqotrqCz13wAQaWZxoBnI42fbaevoIseMovwcyouSO7sb7UynpIcSLxFJCPUuil40scrGeLZ3dlFdWsAX3j2d2x8/34Pr+387jxNnOvj4/Zt79Vx74KX93HHNxf36qt33sbnc+9xent7Z0C8uPp+jta2Tu2+a1avP1903zeK7z+7lhrlj+vX/mlJdyq76k/x62xEe3vgW+4+d5pevHMaAd1xYxpJaL+Mri/ne8/s4cqItZK+vUL3PwvUEG1VWyERvSVJ61lWXFkTVv03SR5caRSQh1LsoetHEKpXxTNXMWuOpc+w43BKyT9qd183s1bqhux9Zfo4n5PpfvnZGz+N8uvuOXVBW2POsxerSAm5bUUttdQkHj5/lnrV7uW1FbdjeZkC/eJcV5jKlppTXDrfQ0XX+b+X7Zo1mc10TjYHnTgaPIbj3WbhnSt553UxmjhmZlJ514fapn8OU06VGEUku9S6KXjSxSlU8Uzmz5i3JZ1JVScjjKs7P6bcsUj+y7te6vz5y4iwtZzsoK8zlULO/P9utD23h5ysX9yR04Z7x2B3Tvq+dbOvkfz46h7aOLq781vqe5U+9Vk/fOYtDzWdp6+jstY1w+yvOz0laz7qBjlHSL6XtJEQke6l3UfSiiVWq4hnuAeJNp9sH+M7YeTxGcUHo4zrT3tVv2YmzHWH7qp0429Hr6+7j6H7WYrfgfmaReptFindZUX6v17794dkhW0N84N6XKMw7/2e1+Ux72GNNVs+6aPu3Sfoo8RKRhFDvoujF22MsGfFM9UxlVUno/mATvMW9lt114ywe33IwZF+1+z42l8e3HOy17up1+zjUfJYco9f6j285yOqb5/l7nEXobRZLP6+nXjvCA59e2PP16JGF3HHNRVx7yWgqis+/P597ZCuTqkooL/bPzo0pL+Tum2YxwVuctJ510fZvk/RRjZeIJEy23YWXTJlyV2M6avMG6p0WzV2N5zp91Le00XS6ndXr9vU8+Lz7cVDx9DaLFO9Y7mrccaSFjXVNbD1wglfeauboqXMAjCorYOGkSq6YVsPSKVVcMDJxrSt0V2PGUR8vEck8StQSK9p4Bq+Xl+uhta2z547Cq2fU8B/vm0FO4JFKsTZdjXccwet1dvpoaD1HR5ePvBwPNaUF5OZ6+n3vYGrT4klU4mnyagb7Glp5eudRNu8/ztaDJ2gJXCadXFXCnPEVzBk3kkWTvdRWlybk/I+lSS2ET3iz7Wcxxb9vlHiJSGbJxnYJ6RRtPMOtN6qsgI5OH8dOt3PrQ1vi2sb0USMABjWOKVUl7G5o7dWCYfXN87ho1IiQyVe8XeVjbb8wUHzDvd63xcSY8kLuuOZiDjefZe3rR3n5zWa6/wpP9BazYnoNS2u9LJrkZWRx9A/7HmicfcfRvbwg1xOyjcc/vWt6Vv0spuH3jRIvEcksaj+RWNHGM9J60L+lQqq38fOVi/nImo39lj966xIuLO9dNB6veNovDBTfcK/3bTERaXlBILE81+nDzN9DbGltFUsme1kwqZLSgoEbEcQ6jnBtPO58cmdW/Sym4feN2kmISGZR+4nEijaeA62X7m10+lzo5V0+EiWe9gsDHXO41zu6fGGPp+/yc50+/vgv76Th1Dk21DWxYV8TP37xTdasryPHY1wyZiRLar0srfUyf0IlRfn971SMdRzh2nhk289iJv2+UeIlImnRfQt83/+B6rb3+EQbz4HWS/c2cj0WenlO4m7CD953d/uFwR5zuNfzckI/vig3zPLSwjwmVZeyaLKXz18FbR1dbHmrmQ37mthQ18QP1tfxvXX7yMsxZo8rZ8lkL4trvcwdX0FhXk7M4wjXxiPbfhYz6fdNzqpVq1K+01itWbNm1cqVK9M9DBFJoKK8HJZOqeL5PY2cbOvsqbkYV1GMWXbUlaRStPGMtF5xfgZso7yIJbVVrN97fvnqm+cxobI4YbU4wfvedeQkX/3AO9i0/3jcx2xmYV8fX1HMsqnRL++739wcD+Mri1k6pYqPLBjHLZdNYuGkSqpHFPBW0xme3F7PY1sOs+aFOl56o4nmM+28a8Yodh5p4VQU+/OW5rP29YaeZXfdOItHNr/Ff39wVlb9LKbh981Xw72gGi8RSRvd1ZhYg72bMFO20X1XY2eXj9wwdzUmMlbJvKsx3N2EkZbH4mRbB5vrjvdcmtz19kmcg8I8D7PGjGTBJC9XXlTDrLEj8Zjprkbd1RgdJV4iIiJKSMhWAAAMBklEQVQDaz7dzqb9TT2XJvccbQWgtCCXBRMrAjViVVw8uoycLEusMowSLxERkVRL5mxXNBpPnWNjnT8J27ivibpjpwH/A8AXTfayZLKXpVO8TKtJXuuISDE41nqOsx1d/r5xOR4qi/MTPruZJkq8REREUinWnlqp6Jv1dksbG+uaeGnfMTbUNXHwuL/YvLIkn8WTK/3F+pO9TKkpTUjtU8QYNLTymYfOL7/7pllUjyhgYmVJNiRfSrxERERSKdaeWunom3Wo+UzPZckN+5qob2kDoKo0n0WTvCyeXDmoRCyevmLTLxiRsJ5taaQ+XiIiIqkUa0+tdPSUGltRzIfmF/Oh+eNwznHg+Bk21jWxse44G/Y18dvX6oFAIhaYDVsyuZLa6ugSsbD92iL0FUtkz7ZMpMRLREQkCWLtqZXuvllmxgRvCRO8JXxkwfjQidj22BKxsP3aIvQVS2TPtkykS40iIiJJkIk1XoMRKhF7+2TQpckQiZhqvEK8oMRLREQkOdJ9V2MyRZuILZpYSXlxHh1dvpB3NbZ1dOHRXY2ZRYmXiIhIZotnRiyLKfESERlKsmFGJJtl2vuTaeOBgRKxgp47JhdP9lJbXdIrEcvE44mREi8RkaEiXF1MptcADReZ9v5k2njCiTYRWzSxkg6fj5UPbcno4xmAEi8RkaEiXO+jdPR5kv4y7f3JtPFEK1Ii5jHwBaUnY8oL+dXfX5bRx9OH+niJiAwV4XofpaPPk/SXae9Ppo0nWuHaV/zutXq+9vvdvdY9fKKNL/5iGyumV7NosneozX71osRLRCTDhOt9lO4+T+KXae9Ppo0nXt2J2I3zxvHwpgO9jqc4P4fdR0+xbk8jAOXFeSycWMmiyV4WTaocUg/91qVGEZEMM1RqdoarTHt/Mm08gxXpeI60nGVT3XE27W9i0/7jvNV0BoARhbmBRKySRZO8vOPCsnQ3YlWNl4jIUJIFd3VltUx7fzJtPIMV7fHUBydidcepO3YagNKCXOZNqOhJxGaNHUleahMxJV4iIiKS3RpOtrFp//lEbG9DKwBFeTn+RGxSJe+/9EImVpUkeyipL643s/uBa4EG59zMwLJK4OfAROBN4MPOueZkjUFERCTRMmV2KVPGkUlqygp5/6UX8v5LLwTgWOs5Nu8/zqY6/6XJbz6zh2kXjEhF4hVW0ma8zGw50Ao8GJR4fR047pz7mpndAVQ4524faFua8RIRkUyQKfVUmTKOoab5dDtF+TkU5iX9xoOwb0LSLng659YDx/ssvg54IPD5A8D1ydq/iIhIojWdbu9JdsDftuEzD75M0+n2YTmOoaaiJD8VSVdEqS75H+WcqwcIfKwJt6KZrTSzl83s5cbGxpQNUEREJJxM6ZmVKeOQ2GXsI8Cdc2ucc/Odc/Orq6vTPRwREZGenlnB0tEzK1PGIbFLdeJ11MxGAwQ+NqR4/yIiInHzluTzg4/P70l6umurvCX5w3IcEruktpMws4nAk0HF9XcDTUHF9ZXOuS8NtB0V14uISKbIlLsJM2UcElJa2kk8AqwAqszsEPAV4GvAo2Z2C3AA+FCy9i8iIpIMHo9lxMOaM2UcEpukJV7OuY+GeenKZO1TREREoqdZs9TTQ7JFRESGIfUCS4+MvatRREREkke9wNJDiZeIiMgwpF5g6aHES0REZBhSL7D0UOIlIiIyDKkXWHqouF5ERGQY8niM6aNG8MRnl+muxhRS4iUiIjJMqRdY6ulSo4iIiEiKKPESERERSRElXiIiIiIposRLREREJEWUeImIiIikiBIvERERkRRR4iUiIiKSIkq8RERERFJEiZeIiIhIiijxEhEREUkRc86lewwDMrNG4K0BVqsCjqVgOEOV4hOZ4hOZ4hOZ4hOZ4hOZ4hPeUI3NMefce0K9MCQSr2iY2cvOufnpHkemUnwiU3wiU3wiU3wiU3wiU3zCy8bY6FKjiIiISIoo8RIRERFJkWxKvNakewAZTvGJTPGJTPGJTPGJTPGJTPEJL+tikzU1XiIiIiKZLptmvEREREQyWsYmXmZ2v5k1mNmOoGWrzOywmb0a+PfeoNf+1czeMLPdZvbuoOXzzOy1wGv3mJml+liSwczGmdkfzWyXmf3FzP4xsLzSzJ4xs72BjxVB3zNsYhQhPjqHADMrNLPNZrYtEJ+vBpbr/CFifHT+BJhZjpltNbMnA1/r3AkSIj46d4KY2ZuBY3vVzF4OLBse55BzLiP/AcuBucCOoGWrgC+EWHcGsA0oACYB+4CcwGubgSWAAb8Drkn3sSUoPqOBuYHPRwB7AnH4OnBHYPkdwF3DMUYR4qNzyH9MBpQGPs8DNgGLdf4MGB+dP+eP+Z+BnwJPBr7WuRM5Pjp3eh/3m0BVn2XD4hzK2Bkv59x64HiUq18H/Mw5d845tx94A1hoZqOBMufcBud/hx4Erk/OiFPLOVfvnHsl8PkpYBcwBn8sHgis9gDnj3dYxShCfMIZbvFxzrnWwJd5gX8OnT9AxPiEM6ziY2ZjgfcBPwxarHMnIEx8whl28YlgWJxDGZt4RfAPZrbd/Jciu6chxwAHg9Y5FFg2JvB53+VZxcwmAnPw/698lHOuHvzJB1ATWG3YxqhPfEDnENBzKeRVoAF4xjmn8ydImPiAzh+A7wBfAnxBy3TunBcqPqBzJ5gDnjazLWa2MrBsWJxDQy3x+h5QC8wG6oFvBpaHuqbrIizPGmZWCjwOfN45dzLSqiGWZX2MQsRH51CAc67LOTcbGIv/f48zI6yu+PjjM+zPHzO7Fmhwzm2J9ltCLMvK2EDE+Az7c6ePZc65ucA1wN+b2fII62ZVjIZU4uWcOxr4ZegDfgAsDLx0CBgXtOpY4Ehg+dgQy7OCmeXhTyp+4pz7ZWDx0cD0K4GPDYHlwy5GoeKjc6g/59wJYB3wHnT+9BMcH50/ACwDPmBmbwI/A/7KzB5G5063kPHRudObc+5I4GMD8AT+eAyLc2hIJV7db0jADUD3HY+/Af7azArMbBIwFdgcmKo8ZWaLA3c6fBz4dUoHnSSB4/lfYJdz7ltBL/0G+ETg809w/niHVYzCxUfnkJ+ZVZtZeeDzIuAq4HV0/gDh46PzB5xz/+qcG+ucmwj8NfCcc+5mdO4A4eOjc+c8MysxsxHdnwNX44/H8DiHBludn6x/wCP4p2M78Ge1twAPAa8B2/G/EaOD1v93/Hc67CborgZgPv43dB9wL4GmsUP9H3AZ/inV7cCrgX/vBbzAWmBv4GPlcIxRhPjoHPIf0yxgayAOO4D/DCzX+RM5Pjp/esdpBefv2tO5Ezk+OnfOH9dk/HcpbgP+Avz7cDqH1LleREREJEWG1KVGERERkaFMiZeIiIhIiijxEhEREUkRJV4iIiIiKaLES0RERCRFlHiJyLBiZj80sxkDrPNjM7spxPKJZvY3yRudiGQ7JV4iMqw45/7OObczzm+fCCjxEpG4KfESkSHJzL5kZp8LfP5tM3su8PmVZvawmV1tZhvM7BUz+0XguZ2Y2Tozmx/4/BYz2xNY9gMzuzdoF8vN7CUzqwua/foacLmZvWpm/5TCwxWRLKHES0SGqvXA5YHP5wOlgedzXoa/Q/h/AFc5/4N4Xwb+OfibzexC4MvAYuBdwEV9tj86sK1r8SdcAHcALzjnZjvnvp3wIxKRrJeb7gGIiMRpCzAv8My3c8Ar+BOwy/E/kmUG8KL/EW7kAxv6fP9C4Hnn3HEAM/sFMC3o9V85/wONd5rZqGQeiIgMH0q8RGRIcs51mNmbwKeAl/A/A+8KoBbYDzzjnPtohE3YALs4F8O6IiJR0aVGERnK1gNfCHx8AbgN/wPRNwLLzGwKgJkVm9m0Pt+7GXinmVWYWS5wYxT7OwWMSNTgRWT4UeIlIkPZC/hrsTY4544CbfhrsBqBTwKPmNl2/IlYrxou59xh4L+BTcCzwE6gZYD9bQc6zWybiutFJB7mnEv3GERE0sLMSp1zrYEZryeA+51zT6R7XCKSvTTjJSLD2SozexXYgb8u7FdpHo+IZDnNeImIiIikiGa8RERERFJEiZeIiIhIiijxEhEREUkRJV4iIiIiKaLES0RERCRFlHiJiIiIpMj/B7VUSyqfKI2PAAAAAElFTkSuQmCC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mae2</span> <span class="o">=</span> <span class="n">mean_absolute_error</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">fittedcurve</span><span class="p">)</span>
<span class="n">rmse2</span> <span class="o">=</span> <span class="n">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">fittedcurve</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Root Mean Squared Error = &#39;</span><span class="p">,</span><span class="n">rmse2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Absolute Error = &#39;</span><span class="p">,</span><span class="n">mae2</span><span class="p">)</span>
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<pre>Root Mean Squared Error =  4.2020326238814825
Mean Absolute Error =  3.0570433201643827
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Comparing models</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">22</span><span class="p">,</span> <span class="mi">12</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Model Comparison&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">221</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">mpg</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">4250</span><span class="p">,</span> <span class="mi">45</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;MAE= &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">mae2</span><span class="p">,</span><span class="mi">2</span><span class="p">)))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span><span class="n">fittedcurve</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Lowess&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">222</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span><span class="n">df</span><span class="o">.</span><span class="n">mpg</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Ordinary Least Squares&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">4250</span><span class="p">,</span> <span class="mi">45</span><span class="p">,</span> <span class="sa">r</span><span class="s1">&#39;MAE= &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">mae</span><span class="p">,</span><span class="mi">2</span><span class="p">)))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">223</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">residplot</span><span class="p">(</span><span class="n">fittedcurve</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">lowess</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Residual plot of Fitted curve Model&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Residual&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">224</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">residplot</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">lowess</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Residual Plot OLS model&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Residual&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;mpg&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h3 id="Conclusion-:-The-tradeoff-between-accuracy-and-interpretability">Conclusion : The tradeoff between accuracy and interpretability<a class="anchor-link" href="#Conclusion-:-The-tradeoff-between-accuracy-and-interpretability">&#182;</a></h3><p>While the primary interest of predictive modeling is to generate accurate
predictions, a secondary interest may be to interpret the model and understand
why it works. The unfortunate reality is that as we push towards higher
accuracy, models become more complex and their interpretability becomes
more difficult. This is almost always the trade-off we make when prediction
accuracy is the primary goal.</p>
<p>While the simple linear regression model is easy to interpret and explain, it does not perform particulary well in this dataset.</p>
<p>The disadvantage of the curve fitting model is the fact that it does not produce a regression function that is easily represented by a mathematical formula. This can make it difficult to transfer the results of an analysis to other people. In order to transfer the regression function to another person, they would need the data set and software for LOESS calculations.</p>

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