2.room_level_classification.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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<p>This notebook provides the classification results for the room level analysis.</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">ast</span>
<span class="kn">import</span> <span class="nn">pickle</span>

<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>

<span class="o">%</span> <span class="n">matplotlib</span> <span class="n">inline</span>

<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="mi">8</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Importing the data</span>

<span class="n">data_binary</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;data/room_level_data.csv&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">)</span>
<span class="k">print</span> <span class="n">data_binary</span><span class="o">.</span><span class="n">columns</span>
<span class="k">print</span> <span class="n">data_binary</span><span class="o">.</span><span class="n">shape</span>

<span class="n">binarized_bld_type_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Monasteries&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;Mosques&#39;</span><span class="p">:</span><span class="mi">0</span><span class="p">}</span>
<span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;building_type&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">binarized_bld_type_dict</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>

<span class="n">col_data</span> <span class="o">=</span> <span class="p">[</span><span class="n">col</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">data_binary</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">col</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;bld_type&#39;</span><span class="p">]]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data_binary</span><span class="p">[</span><span class="n">col_data</span><span class="p">]</span>

<span class="k">print</span> <span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="k">print</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>
<span class="k">print</span> <span class="s1">&#39;Proportion of Monasteries:&#39;</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">])</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>Index([u&#39;index_building&#39;, u&#39;index_room&#39;, u&#39;n_connections&#39;, u&#39;area&#39;,
       u&#39;isovistArea&#39;, u&#39;building_type&#39;],
      dtype=&#39;object&#39;)
(1569, 6)
            index_building  index_room  n_connections  area  isovistArea  \
Unnamed: 0                                                                 
0                        0           0              2  4769         2268   
1                        0           1             10  1363          719   
2                        0           2              5   832          712   
3                        0           3              2   415          435   
4                        0           4              5   290          785   

           building_type  bld_type_binary  
Unnamed: 0                                 
0                Mosques                0  
1                Mosques                0  
2                Mosques                0  
3                Mosques                0  
4                Mosques                0  


Proportion of Monasteries: 0.463352453792
</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Dividing in training and testing</span>

<span class="k">def</span> <span class="nf">splitOutcomeFunction</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">ycol</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    df is a pandas dataframe.</span>
<span class="sd">    &#39;&#39;&#39;</span>

    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">):</span>
        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;df is expected to be a pd.DataFrame,&#39;</span>
                         <span class="s1">&#39;it currently is&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">df</span><span class="p">)))</span>

    <span class="k">if</span> <span class="ow">not</span> <span class="n">ycol</span><span class="p">:</span>
        <span class="n">ycol</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>

    <span class="n">col_sel</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">x</span> <span class="o">!=</span> <span class="n">ycol</span><span class="p">]</span>
    <span class="n">full_mat</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">col_sel</span><span class="p">]</span>
    <span class="n">outcome_mat</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">ycol</span><span class="p">]</span>

    <span class="k">return</span> <span class="n">full_mat</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">(),</span> <span class="n">outcome_mat</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">()</span>

<span class="n">col_classification</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;n_connections&#39;</span><span class="p">,</span> <span class="s1">&#39;area&#39;</span><span class="p">,</span> <span class="s1">&#39;isovistArea&#39;</span><span class="p">,</span> <span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span>
<span class="n">data_classification</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">col_classification</span><span class="p">]</span>
<span class="n">X_mat</span><span class="p">,</span> <span class="n">y_vec</span> <span class="o">=</span> <span class="n">splitOutcomeFunction</span><span class="p">(</span><span class="n">data_classification</span><span class="p">,</span> <span class="n">ycol</span><span class="o">=</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">)</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X_mat</span><span class="p">,</span> <span class="n">y_vec</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.33</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">7</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Changing the area and isovistArea to log to improve spread and readability</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;n_connections_log&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;n_connections&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;area_log&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;area&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;isovistArea_log&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;isovistArea&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
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<h3 id="3D-Visualization-of-the-Feature-Space">3D Visualization of the Feature Space<a class="anchor-link" href="#3D-Visualization-of-the-Feature-Space">&#182;</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> widget
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">mpl_toolkits.mplot3d</span> <span class="kn">import</span> <span class="n">Axes3D</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="mi">8</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="s1">&#39;3d&#39;</span><span class="p">)</span>

<span class="n">color</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;red&#39;</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">el</span> <span class="k">else</span> <span class="s1">&#39;blue&#39;</span> <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">]</span>
<span class="n">marker</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;v&#39;</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">el</span> <span class="k">else</span> <span class="s1">&#39;s&#39;</span> <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">]</span>
<span class="n">label</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Mosque&#39;</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">el</span> <span class="k">else</span> <span class="s1">&#39;Monastery&#39;</span> <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">]</span>

<span class="n">data_mon</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span>
<span class="n">data_mos</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>

<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">data_mon</span><span class="p">[</span><span class="s1">&#39;n_connections_log&#39;</span><span class="p">],</span>
           <span class="n">data_mon</span><span class="p">[</span><span class="s1">&#39;area_log&#39;</span><span class="p">],</span>
           <span class="n">data_mon</span><span class="p">[</span><span class="s1">&#39;isovistArea_log&#39;</span><span class="p">],</span>
           <span class="n">c</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">,</span>
           <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Monastery&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">data_mos</span><span class="p">[</span><span class="s1">&#39;n_connections_log&#39;</span><span class="p">],</span>
           <span class="n">data_mos</span><span class="p">[</span><span class="s1">&#39;area_log&#39;</span><span class="p">],</span>
           <span class="n">data_mos</span><span class="p">[</span><span class="s1">&#39;isovistArea_log&#39;</span><span class="p">],</span>
           <span class="n">c</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span>
           <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Mosque&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Connections (log10)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Area (log10)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_zlabel</span><span class="p">(</span><span class="s1">&#39;Isovist Area (log10)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Feature Space - Room Level Classification&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="Room-Level-Classification">Room Level Classification<a class="anchor-link" href="#Room-Level-Classification">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="kn">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBClassifier</span>

<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">RandomizedSearchCV</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">log_loss</span>


<span class="n">model_fitting_dict_binary</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;Nearest Neighbours&#39;</span> <span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">KNeighborsClassifier</span><span class="p">,</span>
        <span class="s1">&#39;random_grid&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;n_neighbors&#39;</span><span class="p">:</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">20</span><span class="p">)},</span>
        <span class="s1">&#39;default&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;n_neighbors&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">},</span>
        <span class="s1">&#39;optimize&#39;</span><span class="p">:</span> <span class="bp">True</span><span class="p">,</span>
        <span class="s1">&#39;scale&#39;</span><span class="p">:</span> <span class="bp">True</span><span class="p">,</span>
        <span class="s1">&#39;n_iter&#39;</span><span class="p">:</span> <span class="mi">19</span>
    <span class="p">},</span>
    <span class="s1">&#39;Random Forest&#39;</span> <span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">RandomForestClassifier</span><span class="p">,</span>
        <span class="s1">&#39;random_grid&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;bootstrap&#39;</span><span class="p">:</span> <span class="p">[</span><span class="bp">True</span><span class="p">,</span> <span class="bp">False</span><span class="p">],</span>
                         <span class="s1">&#39;max_depth&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="bp">None</span><span class="p">],</span>
                         <span class="s1">&#39;max_features&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;auto&#39;</span><span class="p">,</span> <span class="s1">&#39;sqrt&#39;</span><span class="p">],</span>
                         <span class="s1">&#39;min_samples_leaf&#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">4</span><span class="p">],</span>
                         <span class="s1">&#39;min_samples_split&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span>
                         <span class="s1">&#39;n_estimators&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">50</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">350</span><span class="p">,</span> <span class="mi">500</span><span class="p">,</span> <span class="mi">1000</span><span class="p">]},</span>
        <span class="s1">&#39;default&#39;</span><span class="p">:</span> <span class="bp">None</span><span class="p">,</span>
        <span class="s1">&#39;optimize&#39;</span><span class="p">:</span> <span class="bp">True</span><span class="p">,</span>
        <span class="s1">&#39;scale&#39;</span><span class="p">:</span> <span class="bp">True</span><span class="p">,</span>
        <span class="s1">&#39;n_iter&#39;</span><span class="p">:</span> <span class="mi">100</span>
    <span class="p">},</span>
    <span class="s1">&#39;Logistic Regression&#39;</span> <span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">LogisticRegression</span><span class="p">,</span>
        <span class="s1">&#39;random_grid&#39;</span><span class="p">:</span> <span class="bp">None</span><span class="p">,</span>
        <span class="s1">&#39;default&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;multi_class&#39;</span><span class="p">:</span><span class="s1">&#39;ovr&#39;</span><span class="p">,</span> <span class="s1">&#39;solver&#39;</span><span class="p">:</span><span class="s1">&#39;saga&#39;</span><span class="p">,</span> <span class="s1">&#39;max_iter&#39;</span><span class="p">:</span><span class="mi">1000</span><span class="p">},</span>
        <span class="s1">&#39;optimize&#39;</span><span class="p">:</span> <span class="bp">False</span><span class="p">,</span>
        <span class="s1">&#39;scale&#39;</span><span class="p">:</span> <span class="bp">True</span>
    <span class="p">},</span>
    <span class="s1">&#39;Logistic Regression - L1 Penalty&#39;</span> <span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">LogisticRegression</span><span class="p">,</span>
        <span class="s1">&#39;random_grid&#39;</span><span class="p">:</span> <span class="bp">None</span><span class="p">,</span>
        <span class="s1">&#39;default&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;multi_class&#39;</span><span class="p">:</span><span class="s1">&#39;ovr&#39;</span><span class="p">,</span> <span class="s1">&#39;solver&#39;</span><span class="p">:</span><span class="s1">&#39;saga&#39;</span><span class="p">,</span> <span class="s1">&#39;max_iter&#39;</span><span class="p">:</span><span class="mi">1000</span><span class="p">,</span> <span class="s1">&#39;penalty&#39;</span><span class="p">:</span><span class="s1">&#39;l1&#39;</span><span class="p">},</span>
        <span class="s1">&#39;optimize&#39;</span><span class="p">:</span> <span class="bp">False</span><span class="p">,</span>
        <span class="s1">&#39;scale&#39;</span><span class="p">:</span> <span class="bp">True</span>
    <span class="p">},</span>
    <span class="s1">&#39;Gradient Boosted Trees&#39;</span> <span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">XGBClassifier</span><span class="p">,</span>
        <span class="s1">&#39;random_grid&#39;</span><span class="p">:</span> <span class="p">{</span>
                        <span class="s1">&#39;min_child_weight&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">20</span><span class="p">],</span>
                        <span class="s1">&#39;gamma&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span>
                        <span class="s1">&#39;subsample&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">],</span>
                        <span class="s1">&#39;colsample_bytree&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">],</span>
                        <span class="s1">&#39;max_depth&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">400</span><span class="p">]</span>
                        <span class="p">},</span>
        <span class="s1">&#39;default&#39;</span><span class="p">:</span> <span class="bp">None</span><span class="p">,</span>
        <span class="s1">&#39;optimize&#39;</span><span class="p">:</span> <span class="bp">True</span><span class="p">,</span>
        <span class="s1">&#39;scale&#39;</span><span class="p">:</span> <span class="bp">True</span><span class="p">,</span>
        <span class="s1">&#39;n_iter&#39;</span><span class="p">:</span> <span class="mi">100</span>
    <span class="p">}</span>
<span class="p">}</span>
</pre></div>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Functions for classification</span>

<span class="k">def</span> <span class="nf">merge_two_dicts</span><span class="p">(</span><span class="n">dict1</span><span class="p">,</span> <span class="n">dict2</span><span class="p">):</span>
    <span class="n">z</span> <span class="o">=</span> <span class="n">dict1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>  
    <span class="n">z</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">dict2</span><span class="p">)</span> 
    <span class="k">return</span> <span class="n">z</span>


<span class="k">def</span> <span class="nf">fitting_model_from_dict</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">outcome_label</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</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="n">opt_metric</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">model_dict</span><span class="o">=</span><span class="n">model_fitting_dict_binary</span><span class="p">):</span>
    
    <span class="n">scaler</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
    <span class="n">X_train_scaled</span><span class="p">,</span> <span class="n">X_test_scaled</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">),</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
    <span class="n">out_list</span> <span class="o">=</span> <span class="p">[]</span>
    
    <span class="k">for</span> <span class="n">model_name</span><span class="p">,</span> <span class="n">model_value</span> <span class="ow">in</span> <span class="n">model_dict</span><span class="o">.</span><span class="n">iteritems</span><span class="p">():</span>
        <span class="n">out_model</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="k">print</span> <span class="s1">&#39;Working on </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">model_name</span><span class="p">)</span>
        
        <span class="c1"># Fitting the model as is first</span>
        <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
            <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">]()</span>
            
        <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
        <span class="n">y_predict</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
        <span class="n">y_predict_dict</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_predict</span><span class="p">))</span>
        
        <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">model_name</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">class_label</span> <span class="ow">in</span> <span class="n">outcome_label</span><span class="p">:</span>
            <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y_predict_dict</span><span class="p">[(</span><span class="n">class_label</span><span class="p">,</span> <span class="n">class_label</span><span class="p">)]</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">y_test</span><span class="o">==</span><span class="n">class_label</span><span class="p">)))</span>
        <span class="n">sum_correct</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">class_label</span> <span class="ow">in</span> <span class="n">outcome_label</span><span class="p">:</span>
            <span class="n">sum_correct</span> <span class="o">+=</span> <span class="n">y_predict_dict</span><span class="p">[(</span><span class="n">class_label</span><span class="p">,</span> <span class="n">class_label</span><span class="p">)]</span>
        <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sum_correct</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y_test</span><span class="p">)))</span>
        <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">out_model</span><span class="p">)</span>
        
        
        <span class="c1"># Fitting the model scaled as necessary</span>
        <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;scale&#39;</span><span class="p">]:</span>
            <span class="n">out_model</span> <span class="o">=</span> <span class="p">[]</span>
            
            <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
                <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">])</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">]()</span>
            <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_scaled</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
            <span class="n">y_predict</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test_scaled</span><span class="p">)</span>
            <span class="n">y_predict_dict</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_predict</span><span class="p">))</span>

            <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">model_name</span> <span class="o">+</span><span class="s1">&#39; (Scaled)&#39;</span><span class="p">)</span>
            <span class="k">for</span> <span class="n">class_label</span> <span class="ow">in</span> <span class="n">outcome_label</span><span class="p">:</span>
                <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y_predict_dict</span><span class="p">[(</span><span class="n">class_label</span><span class="p">,</span> <span class="n">class_label</span><span class="p">)]</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">y_test</span><span class="o">==</span><span class="n">class_label</span><span class="p">)))</span>
            <span class="n">sum_correct</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="k">for</span> <span class="n">class_label</span> <span class="ow">in</span> <span class="n">outcome_label</span><span class="p">:</span>
                <span class="n">sum_correct</span> <span class="o">+=</span> <span class="n">y_predict_dict</span><span class="p">[(</span><span class="n">class_label</span><span class="p">,</span> <span class="n">class_label</span><span class="p">)]</span>
            <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sum_correct</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y_test</span><span class="p">)))</span>
            <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">out_model</span><span class="p">)</span>
            
        <span class="c1"># Optimize the model if necessary    </span>
        <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;optimize&#39;</span><span class="p">]:</span>
            <span class="n">out_model</span> <span class="o">=</span> <span class="p">[]</span>
            <span class="k">print</span> <span class="s1">&#39;Optimizing </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">model_name</span><span class="p">)</span>
            
            <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
                <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">])</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">]()</span>
                
            <span class="k">print</span> <span class="n">model_value</span>
            
            <span class="n">random_grid</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;random_grid&#39;</span><span class="p">]</span>
            <span class="n">random_opt</span> <span class="o">=</span> <span class="n">RandomizedSearchCV</span><span class="p">(</span><span class="n">estimator</span> <span class="o">=</span> <span class="n">model</span><span class="p">,</span> 
                               <span class="n">param_distributions</span> <span class="o">=</span> <span class="n">random_grid</span><span class="p">,</span>
                               <span class="n">n_iter</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;n_iter&#39;</span><span class="p">],</span>
                               <span class="n">cv</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> 
                               <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> 
                               <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span> 
                               <span class="n">n_jobs</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span>
                               <span class="n">scoring</span> <span class="o">=</span> <span class="n">opt_metric</span><span class="p">)</span>
            
            <span class="n">random_opt</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
            
            <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
                <span class="n">final_model_params_dict</span> <span class="o">=</span> <span class="n">merge_two_dicts</span><span class="p">(</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">],</span> <span class="n">random_opt</span><span class="o">.</span><span class="n">best_params_</span><span class="p">)</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">final_model_params_dict</span> <span class="o">=</span> <span class="n">random_opt</span><span class="o">.</span><span class="n">best_params_</span>
                
            <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">final_model_params_dict</span><span class="p">)</span>
            <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
            <span class="n">y_predict</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
            <span class="n">y_predict_dict</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_predict</span><span class="p">))</span>

            <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">model_name</span><span class="o">+</span><span class="s1">&#39; (Optimized)&#39;</span><span class="p">)</span>
            <span class="k">for</span> <span class="n">class_label</span> <span class="ow">in</span> <span class="n">outcome_label</span><span class="p">:</span>
                <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y_predict_dict</span><span class="p">[(</span><span class="n">class_label</span><span class="p">,</span> <span class="n">class_label</span><span class="p">)]</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">y_test</span><span class="o">==</span><span class="n">class_label</span><span class="p">)))</span>
            <span class="n">sum_correct</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="k">for</span> <span class="n">class_label</span> <span class="ow">in</span> <span class="n">outcome_label</span><span class="p">:</span>
                <span class="n">sum_correct</span> <span class="o">+=</span> <span class="n">y_predict_dict</span><span class="p">[(</span><span class="n">class_label</span><span class="p">,</span> <span class="n">class_label</span><span class="p">)]</span>
            <span class="n">out_model</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sum_correct</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y_test</span><span class="p">)))</span>
            <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">out_model</span><span class="p">)</span>
            
    <span class="k">return</span> <span class="n">out_list</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Fitting it at a room level</span>

<span class="n">output_list_models_binary</span> <span class="o">=</span> <span class="n">fitting_model_from_dict</span><span class="p">(</span>
    <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span>
    <span class="n">outcome_label</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="n">model_dict</span><span class="o">=</span><span class="n">model_fitting_dict_binary</span><span class="p">)</span>
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<pre>Working on Nearest Neighbours
Optimizing Nearest Neighbours
{&#39;n_iter&#39;: 19, &#39;scale&#39;: True, &#39;default&#39;: {&#39;n_neighbors&#39;: 1}, &#39;random_grid&#39;: {&#39;n_neighbors&#39;: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]}, &#39;model&#39;: &lt;class &#39;sklearn.neighbors.classification.KNeighborsClassifier&#39;&gt;, &#39;optimize&#39;: True}
Fitting 3 folds for each of 19 candidates, totalling 57 fits
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<pre>[Parallel(n_jobs=-1)]: Done  57 out of  57 | elapsed:    0.2s finished
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<pre>Working on Logistic Regression - L1 Penalty
Working on Random Forest
Optimizing Random Forest
{&#39;n_iter&#39;: 100, &#39;scale&#39;: True, &#39;default&#39;: None, &#39;random_grid&#39;: {&#39;bootstrap&#39;: [True, False], &#39;min_samples_leaf&#39;: [1, 2, 4], &#39;n_estimators&#39;: [50, 100, 200, 350, 500, 1000], &#39;min_samples_split&#39;: [2, 5, 10], &#39;max_features&#39;: [&#39;auto&#39;, &#39;sqrt&#39;], &#39;max_depth&#39;: [10, 30, 50, 100, None]}, &#39;model&#39;: &lt;class &#39;sklearn.ensemble.forest.RandomForestClassifier&#39;&gt;, &#39;optimize&#39;: True}
Fitting 3 folds for each of 100 candidates, totalling 300 fits
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<pre>[Parallel(n_jobs=-1)]: Done  42 tasks      | elapsed:   33.2s
[Parallel(n_jobs=-1)]: Done 192 tasks      | elapsed:  2.6min
[Parallel(n_jobs=-1)]: Done 300 out of 300 | elapsed:  4.3min finished
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<pre>Working on Logistic Regression
Working on Gradient Boosted Trees
Optimizing Gradient Boosted Trees
{&#39;n_iter&#39;: 100, &#39;scale&#39;: True, &#39;default&#39;: None, &#39;random_grid&#39;: {&#39;subsample&#39;: [0.6, 0.8, 1.0], &#39;colsample_bytree&#39;: [0.6, 0.8, 1.0], &#39;gamma&#39;: [0.5, 1, 1.5, 2, 5], &#39;min_child_weight&#39;: [1, 5, 10, 20], &#39;max_depth&#39;: [10, 50, 100, 200, 400]}, &#39;model&#39;: &lt;class &#39;xgboost.sklearn.XGBClassifier&#39;&gt;, &#39;optimize&#39;: True}
Fitting 3 folds for each of 100 candidates, totalling 300 fits
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<pre>/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
[Parallel(n_jobs=-1)]: Done 168 tasks      | elapsed:    5.6s
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
[Parallel(n_jobs=-1)]: Done 300 out of 300 | elapsed:   11.3s finished
/Users/NicDalmasso/.virtualenvs/astropy/lib/python2.7/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.
  if diff:
</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">random_class_acc</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;bld_type_binary&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="k">print</span> <span class="n">random_class_acc</span>

<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">output_list_models_binary</span><span class="p">:</span>
    <span class="n">model_name</span><span class="p">,</span> <span class="n">class0_acc</span><span class="p">,</span> <span class="n">class1_acc</span><span class="p">,</span> <span class="n">total_acc</span> <span class="o">=</span> <span class="n">line</span>
    <span class="k">print</span> <span class="n">model_name</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">total_acc</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="nb">round</span><span class="p">(</span><span class="n">random_class_acc</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="nb">round</span><span class="p">(</span><span class="mi">100</span><span class="o">*</span><span class="p">(</span><span class="n">total_acc</span> <span class="o">-</span> <span class="n">random_class_acc</span><span class="p">)</span><span class="o">/</span><span class="n">random_class_acc</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
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<pre>0.536647546208
Nearest Neighbours 67.57 53.66 25.91
Nearest Neighbours (Scaled) 59.07 53.66 10.08
Nearest Neighbours (Optimized) 67.37 53.66 25.55
Logistic Regression - L1 Penalty 55.6 53.66 3.6
Logistic Regression - L1 Penalty (Scaled) 55.41 53.66 3.24
Random Forest 70.85 53.66 32.02
Random Forest (Scaled) 58.88 53.66 9.72
Random Forest (Optimized) 72.2 53.66 34.54
Logistic Regression 55.6 53.66 3.6
Logistic Regression (Scaled) 55.41 53.66 3.24
Gradient Boosted Trees 68.34 53.66 27.35
Gradient Boosted Trees (Scaled) 61.78 53.66 15.11
Gradient Boosted Trees (Optimized) 69.11 53.66 28.78
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Saving the results as a pickle file</span>

<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>

<span class="n">filename_out</span> <span class="o">=</span> <span class="s1">&#39;processed_dict/output_list_results_binary_roomlevel_</span><span class="si">%s</span><span class="s1">.pkl&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">today</span><span class="p">(),</span> <span class="n">format</span><span class="o">=</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">&#39;</span><span class="p">))</span>
<span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">output_list_models_binary</span><span class="p">,</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename_out</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">))</span>
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<h2 id="Investigate-what-happens-in-XGBOOST/RF">Investigate what happens in XGBOOST/RF<a class="anchor-link" href="#Investigate-what-happens-in-XGBOOST/RF">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">warnings</span>

<span class="n">best_model_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Random Forest&#39;</span> <span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">RandomForestClassifier</span><span class="p">,</span>
        <span class="s1">&#39;random_grid&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;bootstrap&#39;</span><span class="p">:</span> <span class="p">[</span><span class="bp">True</span><span class="p">,</span> <span class="bp">False</span><span class="p">],</span>
                         <span class="s1">&#39;max_depth&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="bp">None</span><span class="p">],</span>
                         <span class="s1">&#39;max_features&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;auto&#39;</span><span class="p">,</span> <span class="s1">&#39;sqrt&#39;</span><span class="p">],</span>
                         <span class="s1">&#39;min_samples_leaf&#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">4</span><span class="p">],</span>
                         <span class="s1">&#39;min_samples_split&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span>
                         <span class="s1">&#39;n_estimators&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">50</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">350</span><span class="p">,</span> <span class="mi">500</span><span class="p">,</span> <span class="mi">1000</span><span class="p">]},</span>
        <span class="s1">&#39;default&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;random_state&#39;</span><span class="p">:</span><span class="mi">7</span><span class="p">},</span>
        <span class="s1">&#39;optimize&#39;</span><span class="p">:</span> <span class="bp">False</span><span class="p">,</span>
        <span class="s1">&#39;scale&#39;</span><span class="p">:</span> <span class="bp">False</span><span class="p">,</span>
        <span class="s1">&#39;n_iter&#39;</span><span class="p">:</span> <span class="mi">100</span>
    <span class="p">}}</span>

<span class="n">model_value</span> <span class="o">=</span> <span class="n">best_model_dict</span><span class="p">[</span><span class="s1">&#39;Random Forest&#39;</span><span class="p">]</span>
<span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;optimize&#39;</span><span class="p">]:</span>
    <span class="k">print</span> <span class="s1">&#39;Optimizing </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">model_name</span><span class="p">)</span>

    <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
        <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">])</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">]()</span>

    <span class="k">print</span> <span class="n">model_value</span>

    <span class="n">random_grid</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;random_grid&#39;</span><span class="p">]</span>
    <span class="n">random_opt</span> <span class="o">=</span> <span class="n">RandomizedSearchCV</span><span class="p">(</span><span class="n">estimator</span> <span class="o">=</span> <span class="n">model</span><span class="p">,</span> 
                       <span class="n">param_distributions</span> <span class="o">=</span> <span class="n">random_grid</span><span class="p">,</span>
                       <span class="n">n_iter</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;n_iter&#39;</span><span class="p">],</span>
                       <span class="n">cv</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> 
                       <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> 
                       <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span> 
                       <span class="n">n_jobs</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span>
                       <span class="n">scoring</span> <span class="o">=</span> <span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
    <span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span>
        <span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
        <span class="n">random_opt</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>

    <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
        <span class="n">final_model_params_dict</span> <span class="o">=</span> <span class="n">merge_two_dicts</span><span class="p">(</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">],</span> <span class="n">random_opt</span><span class="o">.</span><span class="n">best_params_</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">final_model_params_dict</span> <span class="o">=</span> <span class="n">random_opt</span><span class="o">.</span><span class="n">best_params_</span>

    <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">final_model_params_dict</span><span class="p">)</span>
    <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
        <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">])</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">]()</span>

    <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
    
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## How does it work at predicting which graph is it?</span>

<span class="n">model_value</span> <span class="o">=</span> <span class="n">best_model_dict</span><span class="p">[</span><span class="s1">&#39;Random Forest&#39;</span><span class="p">]</span>
<span class="n">predict_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Mosques&#39;</span><span class="p">:</span> <span class="p">[[],</span> <span class="p">[]],</span> <span class="s1">&#39;Monasteries&#39;</span><span class="p">:[[],</span> <span class="p">[]]}</span>
<span class="k">for</span> <span class="n">building_type</span> <span class="ow">in</span> <span class="n">predict_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">building_idx_list</span> <span class="o">=</span> <span class="n">data_binary</span><span class="p">[</span><span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;building_type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">building_type</span><span class="p">][</span><span class="s1">&#39;index_building&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
    
    <span class="k">for</span> <span class="n">building_idx</span> <span class="ow">in</span> <span class="n">building_idx_list</span><span class="p">:</span>
        <span class="n">true_label</span> <span class="o">=</span> <span class="mi">0</span> <span class="k">if</span> <span class="n">building_type</span> <span class="o">==</span> <span class="s1">&#39;Mosques&#39;</span> <span class="k">else</span> <span class="mi">1</span>
        
        <span class="n">data_temp</span> <span class="o">=</span> <span class="n">data_binary</span><span class="p">[</span><span class="o">~</span><span class="p">((</span><span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;building_type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">building_type</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;index_building&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">building_idx</span><span class="p">))]</span>
        <span class="n">feat_col_classification</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;n_connections&#39;</span><span class="p">,</span> <span class="s1">&#39;area&#39;</span><span class="p">,</span> <span class="s1">&#39;isovistArea&#39;</span><span class="p">]</span>
        <span class="n">output_col_classification</span> <span class="o">=</span> <span class="s1">&#39;bld_type_binary&#39;</span>
        <span class="n">X_mat_temp</span> <span class="o">=</span> <span class="n">data_temp</span><span class="p">[</span><span class="n">feat_col_classification</span><span class="p">]</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">()</span>
        <span class="n">y_vec_temp</span> <span class="o">=</span> <span class="n">data_temp</span><span class="p">[</span><span class="n">output_col_classification</span><span class="p">]</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">()</span>


        <span class="k">if</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">]:</span>
            <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">](</span><span class="o">**</span><span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;default&#39;</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">model</span> <span class="o">=</span> <span class="n">model_value</span><span class="p">[</span><span class="s1">&#39;model&#39;</span><span class="p">]()</span>

        <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_mat_temp</span><span class="p">,</span> <span class="n">y_vec_temp</span><span class="p">)</span>
        
        <span class="n">data_out_temp</span> <span class="o">=</span> <span class="n">data_binary</span><span class="p">[(</span><span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;building_type&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">building_type</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data_binary</span><span class="p">[</span><span class="s1">&#39;index_building&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">building_idx</span><span class="p">)]</span>
        <span class="n">X_test_temp</span> <span class="o">=</span> <span class="n">data_out_temp</span><span class="p">[</span><span class="n">feat_col_classification</span><span class="p">]</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">()</span>
        <span class="n">predictions</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test_temp</span><span class="p">)</span>
        
        <span class="n">predict_dict</span><span class="p">[</span><span class="n">building_type</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">true_label</span><span class="p">)</span>
        <span class="n">predict_dict</span><span class="p">[</span><span class="n">building_type</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="mf">0.5</span> <span class="k">else</span> <span class="mi">1</span><span class="p">)</span>        
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span>

<span class="n">true_label_final</span> <span class="o">=</span> <span class="n">predict_dict</span><span class="p">[</span><span class="s1">&#39;Monasteries&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">predict_dict</span><span class="p">[</span><span class="s1">&#39;Mosques&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">predicted_label_final</span> <span class="o">=</span> <span class="n">predict_dict</span><span class="p">[</span><span class="s1">&#39;Monasteries&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">predict_dict</span><span class="p">[</span><span class="s1">&#39;Mosques&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>

<span class="k">print</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_true</span><span class="o">=</span><span class="n">true_label_final</span><span class="p">,</span> <span class="n">y_pred</span><span class="o">=</span><span class="n">predicted_label_final</span><span class="p">)</span>
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<pre>0.6666666666666666
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Feature Importances</span>
<span class="n">feature_vec</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;N Connections&#39;</span><span class="p">,</span> <span class="s1">&#39;Area&#39;</span><span class="p">,</span> <span class="s1">&#39;Isovist Area&#39;</span><span class="p">]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">8</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">)</span>

<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">model</span><span class="o">.</span><span class="n">feature_importances_</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="n">feature_vec</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Proportion of Times RF Splits on Feature&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Random Forest - Feature Importance&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">xgboost</span> <span class="kn">as</span> <span class="nn">xgb</span>
<span class="kn">import</span> <span class="nn">warnings</span>

<span class="k">def</span> <span class="nf">partial_dependency</span><span class="p">(</span><span class="n">bst</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">f_id</span><span class="p">,</span> <span class="n">n_grid</span> <span class="o">=</span> <span class="mi">100</span><span class="p">):</span>

    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Calculate the dependency (or partial dependency) of a response variable on a predictor (or multiple predictors)</span>
<span class="sd">    1. Sample a grid of values of a predictor.</span>
<span class="sd">    2. For each value, replace every row of that predictor with this value, calculate the average prediction.</span>
<span class="sd">    Function taken from https://www.kaggle.com/chalkalan/xgboost-tutorial-var-imp-partial-dependence</span>
<span class="sd">    &quot;&quot;&quot;</span>

    <span class="n">X_temp</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

    <span class="n">grid</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">X_temp</span><span class="p">[:,</span> <span class="n">f_id</span><span class="p">],</span> <span class="mf">0.1</span><span class="p">),</span>
                       <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">X_temp</span><span class="p">[:,</span> <span class="n">f_id</span><span class="p">],</span> <span class="mf">99.5</span><span class="p">),</span>
                       <span class="n">n_grid</span><span class="p">)</span>
    <span class="n">y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">grid</span><span class="p">))</span>

    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">grid</span><span class="p">):</span>

        <span class="n">X_temp</span><span class="p">[:,</span> <span class="n">f_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span>

        <span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span>
            <span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
            <span class="n">y_pred</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">bst</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_temp</span><span class="p">))</span>

    <span class="k">return</span> <span class="n">grid</span><span class="p">,</span> <span class="n">y_pred</span>
</pre></div>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">feature_vec</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;N Connections&#39;</span><span class="p">,</span> <span class="s1">&#39;Area&#39;</span><span class="p">,</span> <span class="s1">&#39;Isovist Area&#39;</span><span class="p">]</span>
<span class="n">number_of_columns</span> <span class="o">=</span> <span class="mi">3</span>
<span class="n">number_of_rows</span> <span class="o">=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">feature_vec</span><span class="p">)</span> <span class="o">/</span> <span class="n">number_of_columns</span><span class="p">)</span>
<span class="n">number_of_subplots</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">feature_vec</span><span class="p">)</span>

<span class="n">color_palette</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">&quot;tab10&quot;</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>

<span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">feature</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">feature_vec</span><span class="p">):</span>
    <span class="n">grid</span><span class="p">,</span> <span class="n">y_pred</span> <span class="o">=</span> <span class="n">partial_dependency</span><span class="p">(</span><span class="n">bst</span><span class="o">=</span><span class="n">model</span><span class="p">,</span> <span class="n">X</span><span class="o">=</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">y_train</span><span class="p">,</span> <span class="n">f_id</span> <span class="o">=</span> <span class="n">j</span><span class="p">)</span>
    <span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">number_of_rows</span><span class="p">,</span> <span class="n">number_of_columns</span><span class="p">,</span> <span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color_palette</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="n">feature</span><span class="p">)</span>
    <span class="k">if</span> <span class="p">(</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span> <span class="o">%</span> <span class="n">number_of_columns</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
        <span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Monastery Probability&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>   
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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