boston_housing_PT.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 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Nanodegree-Fundamentos-de-Machine-Learning">Nanodegree Fundamentos de Machine Learning<a class="anchor-link" href="#Nanodegree-Fundamentos-de-Machine-Learning">&#182;</a></h1><h2 id="Modelo-de-Avalia&#231;&#227;o-e-Valida&#231;&#227;o">Modelo de Avalia&#231;&#227;o e Valida&#231;&#227;o<a class="anchor-link" href="#Modelo-de-Avalia&#231;&#227;o-e-Valida&#231;&#227;o">&#182;</a></h2><h2 id="Projeto-1:-Estimando-Pre&#231;os-dos-Im&#243;veis-de-Boston">Projeto 1: Estimando Pre&#231;os dos Im&#243;veis de Boston<a class="anchor-link" href="#Projeto-1:-Estimando-Pre&#231;os-dos-Im&#243;veis-de-Boston">&#182;</a></h2><p>Bem-vindo ao primeiro projeto do Nanodegree de Engenheiro de Machine Learning! Neste Notebook, alguns templates de código estão sendo fornecidos para você, e você irá precisar implementar funcionalidades adicionais para completar este projeto com sucesso. Você não vai precisar modificar o código que foi incluído além do que está sendo pedido. Seções que começam com <strong>'Implementação'</strong> no cabeçalho indicam que o bloco de código seguinte vai exigir que você providencie funcionalidade adicional. Instruções serão fornecidas para cada seção e as especificidades da implementação são marcadas no bloco de código com o comando 'TODO'. Não esqueça de ler as instruções atentamente!</p>
<p>Além do código implementado, haverá questões relacionadas com o projeto e sua implementação que você deve responder. Cada seção em que há uma questão para você responder, ela será precedida por <strong>'Questão X'</strong> no cabeçalho. Leia cada questão cuidadosamente e dê respostas completas no seguinte box de texto que contém <strong>'Resposta: '</strong>. O projeto enviado será avaliado com base nas respostas para cada uma das questões e a implementação que você nos forneceu.</p>
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<h2 id="Antes-de-come&#231;ar">Antes de come&#231;ar<a class="anchor-link" href="#Antes-de-come&#231;ar">&#182;</a></h2><p>Certifique-se que a sua versão do scikit-learn é a mesma que deve ser utilizada neste notebook. Execute a célula abaixo para verificar se sua versão é a ideal. Se você não quiser fazer <em>downgrade</em>, você precisa ficar atento as diferenças citadas ao decorrer do código.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sklearn</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;A versão do scikit-learn é &quot;</span><span class="p">,</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
<span class="k">if</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">__version__</span> <span class="o">&gt;=</span> <span class="s1">&#39;0.18&#39;</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Tudo certo!&quot;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Você precisa fazer upgrade do scikit-learn ou ficar atento com as diferenças das versões&quot;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Pode ser feito executando:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;pip install scikit-learn==0.18.1&quot;</span><span class="p">)</span>
</pre></div>

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<pre>A versão do scikit-learn é  0.19.1
Tudo certo!
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<h2 id="Come&#231;ando">Come&#231;ando<a class="anchor-link" href="#Come&#231;ando">&#182;</a></h2><p>Neste projeto, você irá avaliar o desempenho e o poder de estimativa de um modelo que foi treinado e testado em dados coletados dos imóveis dos subúrbios de Boston, Massachusetts. Um modelo preparado para esses dados e visto como <em>bem ajustado</em> pode ser então utilizado para certas estimativas sobre um imóvel – em particular, seu valor monetário. Esse modelo seria de grande valor para alguém como um agente mobiliário, que poderia fazer uso dessas informações diariamente.</p>
<p>O conjunto de dados para este projeto se origina do <a href="https://archive.ics.uci.edu/ml/datasets/Housing">repositório de Machine Learning da UCI</a>. Os dados de imóveis de Boston foram coletados em 1978 e cada uma das 489 entradas representa dados agregados sobre 14 atributos para imóveis de vários subúrbios de Boston. Para o propósito deste projeto, os passos de pré-processamento a seguir foram feitos para esse conjunto de dados:</p>
<ul>
<li>16 observações de dados possuem um valor <code>'MEDV'</code> de 50.0. Essas observações provavelmente contêm <strong>valores ausentes ou censurados</strong> e foram removidas.</li>
<li>1 observação de dados tem um valor <code>'RM'</code> de 8.78. Essa observação pode ser considerada <strong>valor atípico (outlier)</strong> e foi removida.</li>
<li>Os atributos <code>'RM'</code>, <code>'LSTAT'</code>, <code>'PTRATIO'</code>, and <code>'MEDV'</code> são essenciais. O resto dos <strong>atributos irrelevantes</strong> foram excluídos.</li>
<li>O atributo <code>'MEDV'</code> foi <strong>escalonado multiplicativamente</strong> para considerar 35 anos de inflação de mercado.</li>
</ul>
<p><strong> Execute a célula de código abaixo para carregar o conjunto dos dados dos imóveis de Boston, além de algumas bibliotecas de Python necessárias para este projeto. Você vai saber que o conjunto de dados carregou com sucesso se o seu tamanho for reportado. </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importar as bibliotecas necessárias para este projeto</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">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">visuals</span> <span class="k">as</span> <span class="nn">vs</span> <span class="c1"># Supplementary code</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">ShuffleSplit</span>

<span class="c1"># Formatação mais bonita para os notebooks</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># Executar o conjunto de dados de imóveis de Boston</span>
<span class="n">data</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;housing.csv&#39;</span><span class="p">)</span>
<span class="n">prices</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;MEDV&#39;</span><span class="p">]</span>
<span class="n">features</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;MEDV&#39;</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>  
<span class="c1"># Êxito</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;O conjunto de dados de imóveis de Boston tem </span><span class="si">{}</span><span class="s2"> pontos com </span><span class="si">{}</span><span class="s2"> variáveis em cada.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">*</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
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<pre>O conjunto de dados de imóveis de Boston tem 489 pontos com 4 variáveis em cada.
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<h2 id="Explorando-os-Dados">Explorando os Dados<a class="anchor-link" href="#Explorando-os-Dados">&#182;</a></h2><p>Na primeira seção deste projeto, você fará uma rápida investigação sobre os dados de imóveis de Boston e fornecerá suas observações. Familiarizar-se com os dados durante o processo de exploração é uma prática fundamental que ajuda você a entender melhor e justificar seus resultados.</p>
<p>Dado que o objetivo principal deste projeto é construir um modelo de trabalho que tem a capacidade de estimar valores dos imóveis, vamos precisar separar os conjuntos de dados em <strong>atributos</strong> e <strong>variável alvo</strong>. O <strong>atributos</strong>, <code>'RM'</code>, <code>'LSTAT'</code> e <code>'PTRATIO'</code>, nos dão informações quantitativas sobre cada ponto de dado. A <strong>variável alvo</strong>, <code>'MEDV'</code>, será a variável que procuramos estimar. Eles são armazenados em <code>features</code> e <code>prices</code>, respectivamente.</p>

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<h3 id="Implementa&#231;&#227;o:-Calcular-Estat&#237;sticas">Implementa&#231;&#227;o: Calcular Estat&#237;sticas<a class="anchor-link" href="#Implementa&#231;&#227;o:-Calcular-Estat&#237;sticas">&#182;</a></h3><p>Para a sua primeira implementação de código, você vai calcular estatísticas descritivas sobre preços dos imóveis de Boston. Dado que o <code>numpy</code> já foi importado para você, use essa biblioteca para executar os cálculos necessários. Essas estatísticas serão extremamente importantes depois para analisar várias estimativas resultantes do modelo construído.</p>
<p>Na célula de código abaixo, você precisará implementar o seguinte:</p>
<ul>
<li>Calcular o mínimo, o máximo, a média, a mediana e o desvio padrão do <code>'MEDV'</code>, que está armazenado em <code>prices</code>.<ul>
<li>Armazenar cada cálculo em sua respectiva variável.</li>
</ul>
</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Preço mínimo dos dados</span>
<span class="n">minimum_price</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Preço máximo dos dados</span>
<span class="n">maximum_price</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Preço médio dos dados</span>
<span class="n">mean_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Preço mediano dos dados</span>
<span class="n">median_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Desvio padrão do preço dos dados</span>
<span class="n">std_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># Mostrar as estatísticas calculadas</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Estatísticas para os dados dos imóveis de Boston:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Preço mínimo: $</span><span class="si">{:,.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">minimum_price</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Preço máximo: $</span><span class="si">{:,.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">maximum_price</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Preço médio: $</span><span class="si">{:,.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">mean_price</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Preço mediano: $</span><span class="si">{:,.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">median_price</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Desvio padrão dos preços: $</span><span class="si">{:,.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">std_price</span><span class="p">))</span>
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<pre>Estatísticas para os dados dos imóveis de Boston:

Preço mínimo: $105,000.00
Preço máximo: $1,024,800.00
Preço médio: $454,342.94
Preço mediano: $438,900.00
Desvio padrão dos preços: $165,171.13
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<h3 id="Quest&#227;o-1---Observa&#231;&#227;o-de-Atributos">Quest&#227;o 1 - Observa&#231;&#227;o de Atributos<a class="anchor-link" href="#Quest&#227;o-1---Observa&#231;&#227;o-de-Atributos">&#182;</a></h3><p>Para lembrar, estamos utilizando três atributos do conjunto de dados dos imóveis de Boston: <code>'RM'</code>, <code>'LSTAT'</code> e <code>'PTRATIO'</code>. Para cada observação de dados (vizinhança):</p>
<ul>
<li><code>'RM'</code> é o número médio de cômodos entre os imóveis na vizinhança.</li>
<li><code>'LSTAT'</code> é a porcentagem de proprietários na vizinhança considerados de "classe baixa" (proletariado).</li>
<li><code>'PTRATIO'</code> é a razão de estudantes para professores nas escolas de ensino fundamental e médio na vizinhança.</li>
</ul>
<p><strong>Usando a sua intuição, para cada um dos atributos acima, você acha que um aumento no seu valor poderia levar a um <em>aumento</em> no valor do <code>'MEDV'</code> ou uma <em>diminuição</em> do valor do <code>'MEDV'</code>? Justifique sua opinião para cada uma das opções.</strong></p>
<p><strong>Dica:</strong> Você pode tentar responder pensando em perguntas como:</p>
<ul>
<li>Você espera que um imóvel que tem um valor <code>'RM'</code> de 6 custe mais ou menos que um imóvel com valor <code>'RM'</code> de 7?</li>
<li>Você espera que um imóvel em um bairro que tem um valor <code>'LSTAT'</code> de 15 custe mais ou menos que em um bairro com valor <code>'LSTAD'</code> de 20?</li>
<li>Você espera que um imóvel em um bairro que tem um valor <code>'PTRATIO'</code> de 10 custe mais ou menos que em um bairro com <code>'PTRATIO'</code> de 15?</li>
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<p><strong>Resposta: </strong> 
1 - um <code>'RM'</code> de 6 custaria menos que um <code>'RM'</code> de 7, por conter menos cômodos que o 7.
2 - O <code>'LSTAT'</code> de 15 custaria mais que o de 20 por a porcentagem de classe baixa ser menor. 
3 - <code>'PTRATIO'</code> de 10 custaria mais que o de 15 por ter porcentagem por ter maior indíce de professor por alunos</p>

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<hr>
<h2 id="Desenvolvendo-um-Modelo">Desenvolvendo um Modelo<a class="anchor-link" href="#Desenvolvendo-um-Modelo">&#182;</a></h2><p>Na segunda seção deste projeto, você vai desenvolver ferramentas e técnicas necessárias para um modelo que faz estimativas. Ser capaz de fazer avaliações precisas do desempenho de cada modelo através do uso dessas ferramentas e técnicas ajuda a reforçar a confiança que você tem em suas estimativas.</p>

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<h3 id="Implementa&#231;&#227;o:-Definir-uma-M&#233;trica-de-Desempenho">Implementa&#231;&#227;o: Definir uma M&#233;trica de Desempenho<a class="anchor-link" href="#Implementa&#231;&#227;o:-Definir-uma-M&#233;trica-de-Desempenho">&#182;</a></h3><p>É difícil medir a qualidade de um modelo dado sem quantificar seu desempenho durante o treinamento e teste. Isso é geralmente feito utilizando algum tipo de métrica de desempenho, através do cálculo de algum tipo de erro, qualidade de ajuste, ou qualquer outra medida útil. Para este projeto, você irá calcular o <a href="https://pt.wikipedia.org/wiki/R%C2%B2"><em>coeficiente de determinação</em></a>, R<sup>2</sup>, para quantificar o desempenho do seu modelo. O coeficiente de determinação é uma estatística útil no campo de análise de regressão uma vez que descreve o quão "bom" é a capacidade do modelo em fazer estimativas.</p>
<p>Os valores para R<sup>2</sup> têm um alcance de 0 a 1, que captura a porcentagem da correlação ao quadrado entre a estimativa e o valor atual da <strong>variável alvo</strong>. Um modelo R<sup>2</sup> de valor 0 sempre falha ao estimar a variável alvo, enquanto que um modelo R<sup>2</sup> de valor 1, estima perfeitamente a variável alvo. Qualquer valor entre 0 e 1 indica qual a porcentagem da variável alvo (ao utilizar o modelo) que pode ser explicada pelos <strong>atributos</strong>. <em>Um modelo pode dar também um R<sup>2</sup> negativo, que indica que o modelo não é melhor do que aquele que estima ingenuamente a média da variável alvo.</em></p>
<p>Para a função ‘performance_metric’ na célula de código abaixo, você irá precisar implementar o seguinte:</p>
<ul>
<li>Utilizar o <code>r2_score</code> do <code>sklearn.metrics</code> para executar um cálculo de desempenho entre <code>y_true</code> e <code>y_predict</code>.</li>
<li>Atribuir a pontuação do desempenho para a variável <code>score</code>.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Importar &#39;r2_score&#39;</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">r2_score</span>
<span class="k">def</span> <span class="nf">performance_metric</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_predict</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Calcular e retornar a pontuação de desempenho entre </span>
<span class="sd">        valores reais e estimados baseado na métrica escolhida. &quot;&quot;&quot;</span>
    
    <span class="c1"># TODO: Calcular a pontuação de desempenho entre &#39;y_true&#39; e &#39;y_predict&#39;</span>
    <span class="n">score</span> <span class="o">=</span> <span class="n">r2_score</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span><span class="n">y_predict</span><span class="p">)</span>
    
    <span class="c1"># Devolver a pontuação</span>
    <span class="k">return</span> <span class="n">score</span>
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<h3 id="Quest&#227;o-2---Qualidade-do-Ajuste">Quest&#227;o 2 - Qualidade do Ajuste<a class="anchor-link" href="#Quest&#227;o-2---Qualidade-do-Ajuste">&#182;</a></h3><p>Admita que um conjunto de dados que contém cinco observações de dados e um modelo fez a seguinte estimativa para a variável alvo:</p>
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<thead><tr>
<th style="text-align:center">Valores Reais</th>
<th style="text-align:center">Estimativa</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:center">3.0</td>
<td style="text-align:center">2.5</td>
</tr>
<tr>
<td style="text-align:center">-0.5</td>
<td style="text-align:center">0.0</td>
</tr>
<tr>
<td style="text-align:center">2.0</td>
<td style="text-align:center">2.1</td>
</tr>
<tr>
<td style="text-align:center">7.0</td>
<td style="text-align:center">7.8</td>
</tr>
<tr>
<td style="text-align:center">4.2</td>
<td style="text-align:center">5.3</td>
</tr>
</tbody>
</table>
<p><strong> Executar a célula de código abaixo para usar a função `performance_metric’ e calcular o coeficiente de determinação desse modelo. </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calcular o desempenho deste modelo</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">performance_metric</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mf">4.2</span><span class="p">],</span> <span class="p">[</span><span class="mf">2.5</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">,</span> <span class="mf">2.1</span><span class="p">,</span> <span class="mf">7.8</span><span class="p">,</span> <span class="mf">5.3</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;O coeficiente de determinação, R^2, do modelo é </span><span class="si">{:.3f}</span><span class="s2">.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">score</span><span class="p">))</span>
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<pre>O coeficiente de determinação, R^2, do modelo é 0.923.
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<li>Você consideraria que esse modelo foi capaz de capturar a variação da variável alvo com sucesso? Por que ou por que não?</li>
</ul>
<p><strong> Dica: </strong></p>
<ul>
<li>R2 score com valor 0 significa que a variável dependente não pode ser estimada pela variável independente.</li>
<li>R2 score com valor 1 significa que a variável dependente pode ser estimada pela variável independente.</li>
<li>R2 score com valor entre 0 e 1 significa quanto a variável dependente pode ser estimada pela variável independente.</li>
<li>R2 score com valor 0.40 significa que 40 porcento da variância em Y é estimável por X.</li>
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<p><strong>Resposta:</strong> sim, pois o coeficiente de determinação é de 0.923,ou seja, 92.30% da variável dependente consegue explicar o regressores presentes no modelo, lembrando que quando mais próximo de 1, mais o modelo consegue explicar os valores observados.</p>

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<h3 id="Implementa&#231;&#227;o:-Misturar-e-Separar-os-Dados">Implementa&#231;&#227;o: Misturar e Separar os Dados<a class="anchor-link" href="#Implementa&#231;&#227;o:-Misturar-e-Separar-os-Dados">&#182;</a></h3><p>Sua próxima implementação exige que você pegue o conjunto de dados de imóveis de Boston e divida os dados em subconjuntos de treinamento e de teste. Geralmente os dados são também misturados em uma ordem aleatória ao criar os subconjuntos de treinamento e de teste para remover qualquer viés (ou erro sistemático) na ordenação do conjunto de dados.</p>
<p>Para a célula de código abaixo, você vai precisar implementar o seguinte:</p>
<ul>
<li>Utilize <code>train_test_split</code> do <code>sklearn.model_selection</code> para misturar e dividir os dados de <code>features</code> e <code>prices</code> em conjuntos de treinamento e teste. Leia mais <a href="http://scikit-learn.org/0.19/modules/generated/sklearn.model_selection.train_test_split.html">aqui</a>.<ul>
<li>Divida os dados em 80% treinamento e 20% teste.</li>
<li>Mude o <code>random_state</code> do <code>train_test_split</code> para um valor de sua escolha. Isso garante resultados consistentes.</li>
</ul>
</li>
<li>Atribuir a divisão de treinamento e teste para X_train<code>,</code>X_test<code>,</code>y_train<code>e</code>y_test`.</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Importar &#39;train_test_split&#39;</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>

<span class="c1"># TODO: Misturar e separar os dados em conjuntos de treinamento e teste</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span> <span class="n">features</span><span class="p">,</span><span class="n">prices</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.20</span><span class="p">)</span>

<span class="c1"># Êxito</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Separação entre treino e teste feita com êxito.&quot;</span><span class="p">)</span>
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<pre>Separação entre treino e teste feita com êxito.
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<h3 id="Quest&#227;o-3---Treinamento-e-Teste">Quest&#227;o 3 - Treinamento e Teste<a class="anchor-link" href="#Quest&#227;o-3---Treinamento-e-Teste">&#182;</a></h3><ul>
<li>Qual o benefício de separar o conjunto de dados em alguma relação de subconjuntos de treinamento e de teste para um algoritmo de aprendizagem?</li>
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<p><strong>Dica:</strong> O que pode dar errado se não houver uma maneira de testar seu modelo?</p>

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<p><strong>Resposta: </strong> Separar o conjunto de dados em subconjuntos de treinamentos e de teste é benéfico, pois separamos uma porcentagem do conjunto para treinamento(geralmente uma porcentagem volumosa entre 70 - 90%)  e a outra para teste. Assim  conseguimos validar o desempenho do conjunto de treinamento e decidir qual modelo iremos utilizar.</p>

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<h2 id="Analisando-o-Modelo-de-Desempenho">Analisando o Modelo de Desempenho<a class="anchor-link" href="#Analisando-o-Modelo-de-Desempenho">&#182;</a></h2><p>Na terceira parte deste projeto, você verá o desempenho em aprendizagem e teste de vários modelos em diversos subconjuntos de dados de treinamento. Além disso, você irá investigar um algoritmo em particular com um parâmetro <code>'max_depth'</code> (profundidade máxima) crescente, em todo o conjunto de treinamento, para observar como a complexidade do modelo afeta o desempenho. Plotar o desempenho do seu modelo baseado em critérios diversos pode ser benéfico no processo de análise, por exemplo: para visualizar algum comportamento que pode não ter sido aparente nos resultados sozinhos.</p>

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<h3 id="Curvas-de-Aprendizagem">Curvas de Aprendizagem<a class="anchor-link" href="#Curvas-de-Aprendizagem">&#182;</a></h3><p>A célula de código seguinte produz quatro gráficos para um modelo de árvore de decisão com diferentes níveis de profundidade máxima. Cada gráfico visualiza a curva de aprendizagem do modelo para ambos treinamento e teste, assim que o tamanho do conjunto treinamento aumenta. Note que a região sombreada da curva de aprendizagem denota a incerteza daquela curva (medida como o desvio padrão). O modelo é pontuado em ambos os conjuntos treinamento e teste utilizando R<sup>2</sup>, o coeficiente de determinação.</p>
<p><strong>Execute a célula de código abaixo e utilizar esses gráficos para responder as questões a seguir.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Criar curvas de aprendizagem para tamanhos de conjunto de treinamento variável e profundidades máximas</span>
<span class="n">vs</span><span class="o">.</span><span class="n">ModelLearning</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">prices</span><span class="p">)</span>
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<h3 id="Quest&#227;o-4---Compreendendo-os-Dados">Quest&#227;o 4 - Compreendendo os Dados<a class="anchor-link" href="#Quest&#227;o-4---Compreendendo-os-Dados">&#182;</a></h3><ul>
<li>Escolha qualquer um dos gráficos acima e mencione a profundidade máxima escolhida.</li>
<li>O que acontece com a pontuação da curva de treinamento se mais pontos de treinamento são adicionados? E o que acontece com a curva de teste?</li>
<li>Ter mais pontos de treinamento beneficia o modelo?</li>
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<p><strong>Dica:</strong> As curvas de aprendizagem convergem para uma pontuação em particular? Geralmente, quanto mais dados você tem, melhor. Mas, se sua curva de treinamento e teste estão convergindo com um desempenho abaixo do benchmark, o que seria necessário? Pense sobre os prós e contras de adicionar mais pontos de treinamento baseado na convergência das curvas de treinamento e teste.</p>

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<p><strong>Resposta: </strong> Gráfico de profundidade 1. Quando adicionamos mais pontos o número de erros no treinamento caem e o de teste sobe até a curva de teste se aproximar da curva de treinamento, chegando ambos a terem a quase seguirem na mesma linha. No primeiro momento adicionar mais pontos de treinamento é benéfico, mas quanto mais pontos adicionarmos, veremos que a tendência é de que as curvas sigam estáveis.</p>

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<h3 id="Curvas-de-Complexidade">Curvas de Complexidade<a class="anchor-link" href="#Curvas-de-Complexidade">&#182;</a></h3><p>A célula de código a seguir produz um gráfico para um modelo de árvore de decisão que foi treinada e validada nos dados de treinamento utilizando profundidades máximas diferentes. O gráfico produz duas curvas de complexidade – uma para o treinamento e uma para a validação. Como a <strong>curva de aprendizagem</strong>, a área sombreada de ambas as curvas de complexidade denota uma incerteza nessas curvas, e o modelo pontuou em ambos os conjuntos de treinamento e validação utilizando a função <code>performance_metric</code>.</p>
<p><strong> Execute a célula de código abaixo e utilize o gráfico para responder as duas questões a seguir. </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vs</span><span class="o">.</span><span class="n">ModelComplexity</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
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<h3 id="Quest&#227;o-5---Equil&#237;brio-entre-vi&#233;s-e-vari&#226;ncia">Quest&#227;o 5 - Equil&#237;brio entre vi&#233;s e vari&#226;ncia<a class="anchor-link" href="#Quest&#227;o-5---Equil&#237;brio-entre-vi&#233;s-e-vari&#226;ncia">&#182;</a></h3><ul>
<li>Quando o modelo é treinado com o profundidade máxima 1, será que o modelo sofre mais de viés (erro sistemático) ou variância (erro aleatório)?</li>
<li>E o que acontece quando o modelo é treinado com profundidade máxima 10? Quais pistas visuais existem no gráfico para justificar suas conclusões?</li>
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<p><strong>Dica:</strong> Como você sabe que um modelo está experimentando viés alto ou variância alta? Viés alto é um sinal de <em>underfitting</em> (o modelo não é complexo o suficiente para aprender os dados) e alta variância é um sinal de <em>overfitting</em> (o modelo está "decorando" os dados e não consegue generalizar bem o problema). Pense em modelos (com profundidade de 1 e 10, por exemplo) e qual deles está alinhado com qual parte do equilíbrio.</p>

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<p><strong>Resposta: </strong> Com a profundidade máxima de 1, o modelo sofre mais de viés(erros sistemático), pois temos poucas decisões, quando treinamos com a profundidade máxima de 10 o modelo sofre mais com a variância(erro aleatório), pois o modelo está muito profundo, ou seja, ele "decorou" os dados e não consegue generalizar. Olhando para o gráfico conseguimos ver que no primeiro ponto os scores estão próximos,mas o score de ambos está baixo, já com a profundida 10, vemos que o score de treinamento está próximo de 1.0 e o de validação está entre 0.6 e 0.8</p>

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<h3 id="Quest&#227;o-6---Modelo-&#211;timo-de-Melhor-Suposi&#231;&#227;o">Quest&#227;o 6 - Modelo &#211;timo de Melhor Suposi&#231;&#227;o<a class="anchor-link" href="#Quest&#227;o-6---Modelo-&#211;timo-de-Melhor-Suposi&#231;&#227;o">&#182;</a></h3><ul>
<li>Qual profundidade máxima (<code>'max_depth'</code>) você acredita que resulta em um modelo que melhor generaliza um dado desconhecido?</li>
<li>Que intuição te levou a essa resposta?</li>
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<p><strong>Dica: </strong> Olhe no gráfico acima e veja o desempenho de validação para várias profundidades atribuidas ao modelo. Ele melhora conforme a profundidade fica maior? Em qual ponto nós temos nosso melhor desempenho de validação sem supercomplicar nosso modelo? E lembre-se, de acordo com a <a href="https://pt.wikipedia.org/wiki/Navalha_de_Occam">Navalha de Occam</a>, sempre devemos optar pelo mais simples ao complexo se ele conseguir definir bem o problema.</p>

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<p><strong>Resposta: </strong> Profundidade máxima que melhor generaliza os dados acredito que seja 4, pois ambos estão com scores altos e próximos, assim não teremos uma analise tão rasa, com sofrendo erro sistemático e não tão profunda para termos erros aleatórios</p>

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<h2 id="Avaliando-o-Desempenho-do-Modelo">Avaliando o Desempenho do Modelo<a class="anchor-link" href="#Avaliando-o-Desempenho-do-Modelo">&#182;</a></h2><p>Nesta parte final do projeto, você irá construir um modelo e fazer uma estimativa de acordo com o conjunto de atributos do cliente utilizando um modelo otimizado a partir de <code>fit_model</code>.</p>

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<h3 id="Quest&#227;o-7---Busca-em-Matriz">Quest&#227;o 7 - Busca em Matriz<a class="anchor-link" href="#Quest&#227;o-7---Busca-em-Matriz">&#182;</a></h3><ul>
<li>O que é a técnica de busca em matriz (<em>grid search</em>)?</li>
<li>Como ela pode ser aplicada para otimizar um algoritmo de aprendizagem?</li>
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<p><strong> Dica: </strong> Quando explicar a técnica de busca em matriz, tenha certeza que você explicou o motivo dela ser usada, o que a 'matriz' significa nesse caso e qual o objetivo da técnica. Para ter uma resposta mais sólida, você pode também dar exemplo de um parâmetro em um modelo que pode ser otimizado usando essa técnica.</p>

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<p><strong>Resposta: </strong> A busca em matriz é analisar combinações dos parâmetros e identificar qual é a melhor combinação. Na busca em matriz utilizamos o hiperparâmetros, que no caso deste projeto seria a profundidade da busca (max_depth), e também um gamaparêmtro e junto com a cross validation verificamos qual é o melhor modelo para ser utilizado, ex: recebemos como parâmetros a profundidade e o score, com a validação cruzada, conseguimos estimar qual será o melhor modelo a ser utilizado.</p>

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<h3 id="Quest&#227;o-8---Valida&#231;&#227;o-Cruzada">Quest&#227;o 8 - Valida&#231;&#227;o Cruzada<a class="anchor-link" href="#Quest&#227;o-8---Valida&#231;&#227;o-Cruzada">&#182;</a></h3><ul>
<li>O que é a técnica de treinamento de validação-cruzada k-fold?</li>
<li>Quais benefícios essa técnica proporciona para busca em matriz ao otimizar um modelo?</li>
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<p><strong>Dica:</strong> Lembre-se de expllicar o que significa o 'k' da validação-cruzada k-fold, como a base de dados é dividida e quantas vezes ela é executada.</p>
<p>Assim como há um raciocínio por trás de utilizar um conjunto de teste, o que poderia dar errado ao utilizar busca em matriz sem um conjunto de validação cruzada? Você pode utilizar a <a href="http://scikit-learn.org/stable/modules/cross_validation.html#cross-validation">documentação</a> para basear sua resposta.</p>

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<p><strong>Resposta: </strong> A técnica de validação-cruzada k-fold divide dados em k(número de subconjuntos) subconjuntos, assim k é utilizado para validação enquanto o k-1 seria utilizado para treinamento, realizando o processo K vezes. Esse método é benefíco pois, aproveitamos ao máximo os dados e todos os conjuntos (k) serão utilizados tanto como teste tanto como treinamento.</p>

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<h3 id="Implementa&#231;&#227;o:-Ajustar-um-Modelo">Implementa&#231;&#227;o: Ajustar um Modelo<a class="anchor-link" href="#Implementa&#231;&#227;o:-Ajustar-um-Modelo">&#182;</a></h3><p>Na sua última implementação, você vai precisar unir tudo o que foi aprendido e treinar um modelo utilizando o <strong>algoritmo de árvore de decisão</strong>. Para garantir que você está produzindo um modelo otimizado, você treinará o modelo utilizando busca em matriz para otimizar o parâmetro de profundidade máxima (<code>'max_depth'</code>) para uma árvore de decisão. Esse parâmetro pode ser entendido como o número de perguntas que o algoritmo de árvore de decisão pode fazer sobre os dados antes de fazer uma estimativa. Árvores de decisão são parte de uma classe de algoritmos chamados <em>algoritmos de aprendizagem supervisionada</em>.</p>
<p>Além disso, você verá que a implementação está usando o <code>ShuffleSplit()</code> como alternativa para a validação cruzada (veja a variável <code>cv_sets</code>). Ela não é a técnica que você descreveu na <strong>Questão 8</strong>, mas ela é tão útil quanto. O <code>ShuffleSplit()</code> abaixo irá criar 10 (<code>n_splits</code>) conjuntos misturados e 20% (<code>test_size</code>) dos dados serão utilizados para validação. Enquanto estiver trabalhando na sua implementação, pense nas diferenças e semelhanças com a validação k-fold.</p>
<ul>
<li><a href="http://scikit-learn.org/0.18/modules/generated/sklearn.model_selection.ShuffleSplit.html#sklearn.model_selection.ShuffleSplit">ShuffleSplit</a> - <code>ShuffleSplit(n_splits=10, test_size=’default’, train_size=None, random_state=None)</code></li>
</ul>
<p>Para a função <code>fit_model</code> na célula de código abaixo, você vai precisar implementar o seguinte:</p>
<ul>
<li>Utilize o <a href="http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html"><code>DecisionTreeRegressor</code></a> do <code>sklearn.tree</code> para gerar um objeto regressor de árvore de decisão.<ul>
<li>Atribua esse objeto à variável <code>'regressor'</code>.</li>
</ul>
</li>
<li>Gere um dicionário para <code>'max_depth'</code> com os valores de 1 a 10 e atribua isso para a variável <code>'params'</code>.</li>
<li>Utilize o <a href="http://scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html"><code>make_scorer</code></a> do <code>sklearn.metrics</code> para gerar um objeto de função de pontuação.<ul>
<li>Passe a função <code>performance_metric</code> como um parâmetro para esse objeto.</li>
<li>Atribua a função de pontuação à variável <code>'scoring_fnc'</code>.</li>
</ul>
</li>
<li>Utilize o <a href="http://scikit-learn.org/stable/modules/generated/sklearn.grid_search.GridSearchCV.html"><code>GridSearchCV</code></a> do <code>sklearn.grid_search</code> para gerar um objeto de busca por matriz.<ul>
<li>Passe as variáveis <code>'regressor'</code>, <code>'params'</code>, <code>'scoring_fnc'</code> and <code>'cv_sets'</code> como parâmetros para o objeto. </li>
<li>Atribua o objeto <code>GridSearchCV</code> para a variável <code>'grid'</code>.</li>
</ul>
</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Importar &#39;make_scorer&#39;, &#39;DecisionTreeRegressor&#39; e &#39;GridSearchCV&#39;</span>

<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">make_scorer</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">GridSearchCV</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="k">import</span> <span class="n">DecisionTreeRegressor</span>

<span class="k">def</span> <span class="nf">fit_model</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Desempenhar busca em matriz sobre o parâmetro the &#39;max_depth&#39; para uma </span>
<span class="sd">        árvore de decisão de regressão treinada nos dados de entrada [X, y]. &quot;&quot;&quot;</span>
    
    <span class="c1"># Gerar conjuntos de validação-cruzada para o treinamento de dados</span>
    <span class="n">cv_sets</span> <span class="o">=</span> <span class="n">ShuffleSplit</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.20</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

    <span class="c1"># TODO: Gerar uma árvore de decisão de regressão de objeto</span>
    <span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">()</span>

    <span class="c1"># TODO: Gerar um dicionário para o parâmetro &#39;max_depth&#39; com um alcance de 1 a 10</span>
    <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;max_depth&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">,</span><span class="mi">10</span><span class="p">]}</span>

    <span class="c1"># TODO: Transformar &#39;performance_metric&#39; em uma função de pontuação utilizando &#39;make_scorer&#39; </span>
    <span class="n">scoring_fnc</span> <span class="o">=</span> <span class="n">make_scorer</span><span class="p">(</span><span class="n">performance_metric</span><span class="p">)</span>

    <span class="c1"># TODO: Gerar o objeto de busca em matriz</span>
    <span class="n">grid</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">regressor</span><span class="p">,</span><span class="n">params</span><span class="p">,</span><span class="n">scoring_fnc</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="n">cv_sets</span><span class="p">)</span>

    <span class="c1"># Ajustar o objeto de busca em matriz com os dados para calcular o modelo ótimo</span>
    <span class="n">grid</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

    <span class="c1"># Devolver o modelo ótimo depois de realizar o ajuste dos dados</span>
    <span class="k">return</span> <span class="n">grid</span><span class="o">.</span><span class="n">best_estimator_</span>
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<h3 id="Fazendo-Estimativas">Fazendo Estimativas<a class="anchor-link" href="#Fazendo-Estimativas">&#182;</a></h3><p>Uma vez que o modelo foi treinado em conjunto de dados atribuído, ele agora pode ser utilizado para fazer estimativas em novos conjuntos de entrada de dados. No caso do <em>regressor da árvore de decisão</em>, o modelo aprendeu <em>quais são as melhores perguntas sobre a entrada de dados</em>, e pode responder com uma estimativa para a <strong>variável alvo</strong>. Você pode utilizar essas estimativas para conseguir informações sobre os dados dos quais o valor da variável alvo é desconhecida – por exemplo, os dados dos quais o modelo não foi treinado.</p>

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<h3 id="Quest&#227;o-9---Modelo-&#211;timo">Quest&#227;o 9 - Modelo &#211;timo<a class="anchor-link" href="#Quest&#227;o-9---Modelo-&#211;timo">&#182;</a></h3><ul>
<li>Qual profundidade máxima do modelo ótimo? Como esse resultado se compara com a sua suposição na <strong>Questão 6</strong>?  </li>
</ul>
<p><strong> Executar a célula de código abaixo para ajustar o regressor da árvore de decisão com os dados de treinamento e gerar um modelo ótimo. </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Ajustar os dados de treinamento para o modelo utilizando busca em matriz</span>
<span class="n">reg</span> <span class="o">=</span> <span class="n">fit_model</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>

<span class="c1"># Produzir valores para &#39;max_depth&#39;</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;O parâmetro &#39;max_depth&#39; é </span><span class="si">{}</span><span class="s2"> para o modelo ótimo.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">reg</span><span class="o">.</span><span class="n">get_params</span><span class="p">()[</span><span class="s1">&#39;max_depth&#39;</span><span class="p">]))</span>
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<pre>O parâmetro &#39;max_depth&#39; é 4 para o modelo ótimo.
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<p><strong>Dica: </strong> A resposta vem da saída do código acima.</p>
<p><strong>Resposta: </strong> O parâmetro 'max_depth' é 4 para o modelo ótimo.</p>

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<h3 id="Quest&#227;o-10---Estimando-Pre&#231;os-de-Venda">Quest&#227;o 10 - Estimando Pre&#231;os de Venda<a class="anchor-link" href="#Quest&#227;o-10---Estimando-Pre&#231;os-de-Venda">&#182;</a></h3><p>Imagine que você era um corretor imobiliário na região de Boston ansioso para utilizar esse modelo que ajuda os imóveis que seus clientes desejam vender. Você coletou as seguintes informações de três dos seus clientes:</p>
<table>
<thead><tr>
<th style="text-align:center">Atributos</th>
<th style="text-align:center">Cliente 1</th>
<th style="text-align:center">Cliente 2</th>
<th style="text-align:center">Cliente 3</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:center">Número total de cômodos em um imóvel</td>
<td style="text-align:center">5 cômodos</td>
<td style="text-align:center">4 cômodos</td>
<td style="text-align:center">8 cômodos</td>
</tr>
<tr>
<td style="text-align:center">Nível de pobreza da vizinhança (em %)</td>
<td style="text-align:center">17%</td>
<td style="text-align:center">32%</td>
<td style="text-align:center">3%</td>
</tr>
<tr>
<td style="text-align:center">Razão estudante:professor das escolas próximas</td>
<td style="text-align:center">15-to-1</td>
<td style="text-align:center">22-to-1</td>
<td style="text-align:center">12-to-1</td>
</tr>
</tbody>
</table>
<ul>
<li>Qual valor você sugeriria para cada um dos seus clientes para a venda de suas casas?</li>
<li>Esses preços parecem razoáveis dados os valores para cada atributo?*  </li>
</ul>
<p><strong>Dica:</strong> Utilize as estatísticas que você calculou na seção <strong>Explorando Dados</strong> para ajudar a justificar sua resposta. Dos três clientes, o Cliente 3 tem a maior casa, no melhor bairro de escolas públicas e menor inídice de pobreza; Cliente 2 tem a menor casa, em um bairro com índice de pobreza relativamente alto e sem as melhores escolas públicas.</p>
<p><strong> Execute a célula de códigos abaixo para que seu modelo otimizado faça estimativas para o imóvel de cada um dos clientes.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Gerar uma matriz para os dados do cliente</span>
<span class="n">client_data</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="mi">15</span><span class="p">],</span> <span class="c1"># Cliente 1</span>
               <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">22</span><span class="p">],</span> <span class="c1"># Cliente 2</span>
               <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">12</span><span class="p">]]</span>  <span class="c1"># Cliente 3</span>

<span class="c1"># Mostrar estimativas</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">price</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">client_data</span><span class="p">)):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Preço estimado para a casa do cliente </span><span class="si">{}</span><span class="s2">: $</span><span class="si">{:,.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">price</span><span class="p">))</span>
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<pre>Preço estimado para a casa do cliente 1: $414,244.44
Preço estimado para a casa do cliente 2: $225,019.57
Preço estimado para a casa do cliente 3: $892,850.00
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<p><strong>Resposta: </strong> 414,244.44 para o cliente 1, 225,019.57 para o cliente 2 e 892,85.00 para o cliente 3. Sim, pois a quantidade de cômodos, quantidade de professor por alunos e nível da pobreza influência no valor do imóvel</p>

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<h3 id="Sensibilidade">Sensibilidade<a class="anchor-link" href="#Sensibilidade">&#182;</a></h3><p>Um modelo ótimo não é necessariamente um modelo robusto. Às vezes, um modelo é muito complexo ou muito simples para generalizar os novos dados. Às vezes, o modelo pode utilizar um algoritmo de aprendizagem que não é apropriado para a estrutura de dados especificado. Outras vezes, os próprios dados podem ter informação excessiva ou exemplos insuficientes para permitir que o modelo apreenda a variável alvo – ou seja, o modelo não pode ser ajustado.</p>
<p><strong> Execute a célula de código abaixo para rodar a função <code>fit_model</code> dez vezes com diferentes conjuntos de treinamento e teste para ver como as estimativas para um cliente específico mudam se os dados foram treinados.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vs</span><span class="o">.</span><span class="n">PredictTrials</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">prices</span><span class="p">,</span> <span class="n">fit_model</span><span class="p">,</span> <span class="n">client_data</span><span class="p">)</span>
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<pre>Trial 1: $391,183.33
Trial 2: $419,700.00
Trial 3: $415,800.00
Trial 4: $420,622.22
Trial 5: $413,334.78
Trial 6: $411,931.58
Trial 7: $399,663.16
Trial 8: $407,232.00
Trial 9: $351,577.61
Trial 10: $413,700.00

Range in prices: $69,044.61
</pre>
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<h3 id="Quest&#227;o-11---Aplicabilidade">Quest&#227;o 11 - Aplicabilidade<a class="anchor-link" href="#Quest&#227;o-11---Aplicabilidade">&#182;</a></h3><ul>
<li>Em poucas linhas, argumente se o modelo construído deve ou não ser utilizado de acordo com as configurações do mundo real.</li>
</ul>
<p><strong>Dica:</strong> Olhe os valores calculados acima. Algumas questões para responder:</p>
<ul>
<li>Quão relevante dados coletados em 1978 podem ser nos dias de hoje? A inflação é importante?</li>
<li>Os atributos presentes são suficientes para descrever um imóvel?</li>
<li>Esse modelo é robusto o suficiente para fazer estimativas consistentes?</li>
<li>Dados coletados em uma cidade urbana como Boston podem ser aplicados para uma cidade rural?</li>
<li>É justo julgar o preço de um único imóvel baseado nas características de todo o bairro?</li>
</ul>

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<p><strong>Resposta: </strong> Dados de 1978 estão um poucos desatualizados para os dias de hoje, se formos considerar a crise da bolha imobiliária de 2008, mas tirando isso acredito que sim. A Inflação é importante para a analise dos imóveis. Mesmo parecendo ter poucos atributos, eles são o sufiente, poís se fossemos utilizar mais atributos poderíamos ter problemas com o erro de variância. Sim, o modelo é robusto o suficente para fazer estimativas. Dados coletados na cidade urbana não podem ser aplicados para uma cidade rural, pois existe diferenças entre valores de imóveis em cidades urbanas e rurais, então seria melhor utilizar dados de uma cidade rural. Sim, pois imóveis de um bairro seguem uma mesma faixa de valores, dependendo dos atributos do imóvel.</p>

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<blockquote><p><strong>Nota</strong>: Uma vez que você tenha completado todos os códigos e respondido todas as questões acima, você pode finalizar seu trabalho exportando o iPython Notebook como um documento HTML.
Você pode fazer isso usando o menu acima e navegando até</p>
<ul>
<li><strong>File -&gt; Download as -&gt; HTML (.html)</strong></li>
<li><strong>Arquivo -&gt; Download como -&gt; HTML (.html)</strong></li>
</ul>
<p>Inclua o documento gerado junto com esse notebook na sua submissão.</p>
</blockquote>

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