project_svd_handwritten_digits_classification/Assignment2a_Gounidellis.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Assignment-2a">Assignment 2a<a class="anchor-link" href="#Assignment-2a">&#182;</a></h1><h2 id="Numerical-Optimization-&amp;-Large-Scale-Linear-Algebra">Numerical Optimization &amp; Large Scale Linear Algebra<a class="anchor-link" href="#Numerical-Optimization-&amp;-Large-Scale-Linear-Algebra">&#182;</a></h2><h3 id="Professor:-P.-Vassalos">Professor: P. Vassalos<a class="anchor-link" href="#Professor:-P.-Vassalos">&#182;</a></h3><h3 id="Stratos-Gounidellis,-DS3517005">Stratos Gounidellis, DS3517005<a class="anchor-link" href="#Stratos-Gounidellis,-DS3517005">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import necessary libraries</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="k">import</span> <span class="n">TruncatedSVD</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">MinMaxScaler</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">linalg</span>
<span class="kn">from</span> <span class="nn">scipy.linalg</span> <span class="k">import</span> <span class="n">norm</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">precision_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">recall_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">f1_score</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span><span class="p">,</span> <span class="n">classification_report</span>
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="o">%</span> <span class="n">matplotlib</span> <span class="n">inline</span>
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<h2 id="Data-loading-&amp;-Initial-pre-processing">Data loading &amp; Initial pre-processing<a class="anchor-link" href="#Data-loading-&amp;-Initial-pre-processing">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># read training and test data from excel file</span>
<span class="n">xl</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">ExcelFile</span><span class="p">(</span><span class="s2">&quot;data_handwritten.xlsx&quot;</span><span class="p">)</span>

<span class="c1"># convert data to numpy array and transpose data</span>
<span class="c1"># in order to handle them in a morde convenient</span>
<span class="c1"># way</span>
<span class="n">x_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">xl</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;azip&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">xl</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;dzip&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>

<span class="n">x_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">xl</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;testzip&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">xl</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;dtest&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># although data seem normalized, normalize them</span>
<span class="c1"># between -1 and 1 before applying SVD in order</span>
<span class="c1"># to avoid any problems</span>
<span class="n">normalizer</span> <span class="o">=</span> <span class="n">MinMaxScaler</span><span class="p">(</span><span class="n">feature_range</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">))</span>
<span class="n">X_train</span> <span class="o">=</span> <span class="n">normalizer</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">X_test</span> <span class="o">=</span> <span class="n">normalizer</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</span>
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<h2 id="Methods'-declaration">Methods' declaration<a class="anchor-link" href="#Methods'-declaration">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create a dictionary having as keys the</span>
<span class="c1"># the digits from 0 to 9 and as values all</span>
<span class="c1"># the training data corresponding to that specific</span>
<span class="c1"># key. That data separation is a necessary step for</span>
<span class="c1"># the implementation of the classification algorithm</span>
<span class="c1"># and its variations.</span>
<span class="k">def</span> <span class="nf">create_dict</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">dict_digits</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">digit</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y</span><span class="p">)):</span>
        <span class="n">digit</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">digit</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">digit</span> <span class="ow">in</span> <span class="n">dict_digits</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
            <span class="n">dict_digits</span><span class="p">[</span><span class="n">digit</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">dict_digits</span><span class="p">[</span><span class="n">digit</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">X</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span>
    <span class="k">return</span> <span class="n">dict_digits</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># method to compute the k singular vectors</span>
<span class="c1"># of the training data</span>
<span class="k">def</span> <span class="nf">svd_tranform</span><span class="p">(</span><span class="n">components</span><span class="p">,</span> <span class="n">X_train</span><span class="p">):</span>
    <span class="n">U_train</span><span class="p">,</span> <span class="n">s_train</span><span class="p">,</span> <span class="n">Vh_train</span> <span class="o">=</span> <span class="n">linalg</span><span class="o">.</span><span class="n">svd</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
                                            <span class="n">check_finite</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">U_train</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">:</span><span class="n">components</span><span class="p">],</span> <span class="n">s_train</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">components</span><span class="p">]</span>

<span class="c1"># method to compute truncated SVD per digit.</span>
<span class="c1"># Return a dictionary containing different number</span>
<span class="c1"># of basis vectors (1-20) for each digit.</span>
<span class="k">def</span> <span class="nf">trunc_svd</span><span class="p">(</span><span class="n">dict_train</span><span class="p">):</span>
    <span class="n">svd_dict</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="k">for</span> <span class="n">component</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">21</span><span class="p">):</span>
        <span class="n">temp</span> <span class="o">=</span> <span class="p">{}</span>
        <span class="k">for</span> <span class="n">digit</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">dict_train</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
            <span class="n">temp</span><span class="p">[</span><span class="n">digit</span><span class="p">]</span> <span class="o">=</span> <span class="n">svd_tranform</span><span class="p">(</span><span class="n">component</span><span class="p">,</span> <span class="n">dict_train</span><span class="p">[</span><span class="n">digit</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
        <span class="n">svd_dict</span><span class="p">[</span><span class="n">component</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
    <span class="k">return</span> <span class="n">svd_dict</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># method to convert an array to image,</span>
<span class="c1"># plot the first 21 digits from</span>
<span class="c1"># each class</span>
<span class="k">def</span> <span class="nf">to_image</span><span class="p">(</span><span class="n">digit</span><span class="p">,</span> <span class="n">dict_train</span><span class="p">):</span>
    <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">while</span> <span class="n">counter</span> <span class="o">&lt;</span> <span class="mi">21</span><span class="p">:</span>

        <span class="n">fig</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span><span class="p">,</span> <span class="n">ax3</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">),</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="n">dict_train</span><span class="p">[</span><span class="n">digit</span><span class="p">][</span><span class="n">counter</span><span class="p">]</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="p">(</span><span class="n">array</span> <span class="o">-</span> <span class="nb">min</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">ravel</span><span class="p">()))</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="p">(</span><span class="mi">20</span> <span class="o">/</span> <span class="nb">max</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">ravel</span><span class="p">()))</span> <span class="o">*</span> <span class="n">array</span>

        <span class="n">ax1</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">)),</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>

        <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="n">array</span> <span class="o">=</span> <span class="n">dict_train</span><span class="p">[</span><span class="n">digit</span><span class="p">][</span><span class="n">counter</span><span class="p">]</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="p">(</span><span class="n">array</span> <span class="o">-</span> <span class="nb">min</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">ravel</span><span class="p">()))</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="p">(</span><span class="mi">20</span><span class="o">/</span><span class="nb">max</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">ravel</span><span class="p">()))</span><span class="o">*</span><span class="n">array</span>

        <span class="n">ax2</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">)),</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>

        <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="n">array</span> <span class="o">=</span> <span class="n">dict_train</span><span class="p">[</span><span class="n">digit</span><span class="p">][</span><span class="n">counter</span><span class="p">]</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="p">(</span><span class="n">array</span> <span class="o">-</span> <span class="nb">min</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">ravel</span><span class="p">()))</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
        <span class="n">array</span> <span class="o">=</span> <span class="p">(</span><span class="mi">20</span> <span class="o">/</span> <span class="nb">max</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">ravel</span><span class="p">()))</span> <span class="o">*</span> <span class="n">array</span>

        <span class="n">ax3</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">(</span><span class="n">array</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">)),</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>
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<h3 id="Classifier---Question-1-&amp;-2">Classifier - Question 1 &amp; 2<a class="anchor-link" href="#Classifier---Question-1-&amp;-2">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">svd_classifier</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">components</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">):</span>
    <span class="c1"># create a 2-D array with ones on the diagonal</span>
    <span class="c1"># and zeros elsewhere</span>
    <span class="n">ones</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">256</span><span class="p">)</span>
    <span class="c1"># initialize a list for the predictions</span>
    <span class="n">y_pred</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">x_test</span><span class="p">:</span>
        <span class="c1"># initialize a list for the norms</span>
        <span class="n">norms</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="k">for</span> <span class="n">digit</span> <span class="ow">in</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
            <span class="n">svd</span> <span class="o">=</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">][</span><span class="n">digit</span><span class="p">]</span>
            <span class="c1"># compute 10 least squares residuals</span>
            <span class="n">norms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">ones</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">svd</span><span class="p">,</span> <span class="n">svd</span><span class="o">.</span><span class="n">T</span><span class="p">),</span>
                                     <span class="n">sample</span><span class="p">))</span> <span class="o">/</span> <span class="n">norm</span><span class="p">(</span><span class="n">sample</span><span class="p">))</span>
        <span class="c1"># ff one residual is significantly smaller than all</span>
        <span class="c1"># the others, classify as that.</span>
        <span class="n">y_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norms</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">norms</span><span class="p">)))</span>
    <span class="c1"># return the prediction</span>
    <span class="k">return</span> <span class="n">y_pred</span>
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<h3 id="Classifier---Question-3">Classifier - Question 3<a class="anchor-link" href="#Classifier---Question-3">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">svd_classifier_adj</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">components</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">,</span> <span class="n">dig_component</span><span class="p">):</span>
    <span class="n">ones</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">256</span><span class="p">)</span>
    <span class="n">y_pred</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">x_test</span><span class="p">:</span>
        <span class="n">norms</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="k">for</span> <span class="n">digit</span> <span class="ow">in</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
            <span class="c1"># since for digits 0, 1 and 6 greater accuracy and</span>
            <span class="c1"># F1-score can relative easy be achieved use a different</span>
            <span class="c1"># number of basis vectors (smaller). And apply the same</span>
            <span class="c1"># proceedure.</span>
            <span class="k">if</span> <span class="n">digit</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                <span class="n">svd</span> <span class="o">=</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">dig_component</span><span class="p">][</span><span class="n">digit</span><span class="p">]</span>
                <span class="n">norms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">ones</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">svd</span><span class="p">,</span> <span class="n">svd</span><span class="o">.</span><span class="n">T</span><span class="p">),</span>
                                         <span class="n">sample</span><span class="p">))</span><span class="o">/</span><span class="n">norm</span><span class="p">(</span><span class="n">sample</span><span class="p">))</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">svd</span> <span class="o">=</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">][</span><span class="n">digit</span><span class="p">]</span>
                <span class="n">norms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">ones</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">svd</span><span class="p">,</span> <span class="n">svd</span><span class="o">.</span><span class="n">T</span><span class="p">),</span>
                                         <span class="n">sample</span><span class="p">))</span><span class="o">/</span><span class="n">norm</span><span class="p">(</span><span class="n">sample</span><span class="p">))</span>
        <span class="n">y_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norms</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">norms</span><span class="p">)))</span>
    <span class="k">return</span> <span class="n">y_pred</span>
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<h3 id="Classifier---Optional-Question-1">Classifier - Optional Question 1<a class="anchor-link" href="#Classifier---Optional-Question-1">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">svd_classifier_adj2</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">components</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">):</span>
    <span class="n">ones</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">256</span><span class="p">)</span>
    <span class="n">y_pred</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">digits_pass</span> <span class="o">=</span> <span class="p">{</span><span class="n">el</span><span class="p">:</span> <span class="mi">0</span> <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())}</span>
    <span class="k">for</span> <span class="n">sample</span> <span class="ow">in</span> <span class="n">x_test</span><span class="p">:</span>
        <span class="n">norms</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="k">for</span> <span class="n">digit</span> <span class="ow">in</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
            <span class="n">svd</span> <span class="o">=</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">][</span><span class="n">digit</span><span class="p">]</span>
            <span class="c1"># compare the unknown digit only to the first singular vector in each class</span>
            <span class="n">norms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">ones</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">svd</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">svd</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="o">.</span><span class="n">T</span><span class="p">),</span>
                                     <span class="n">sample</span><span class="p">))</span><span class="o">/</span><span class="n">norm</span><span class="p">(</span><span class="n">sample</span><span class="p">))</span>
        <span class="c1"># If for one class the residual is significantly smaller</span>
        <span class="c1"># than for the others, classify as that class.</span>
        <span class="k">if</span> <span class="n">norm</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">norms</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">norms</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span> <span class="o">&gt;</span> <span class="mf">0.1</span><span class="p">:</span>
            <span class="n">pred</span> <span class="o">=</span> <span class="n">norms</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">norms</span><span class="p">))</span>
            <span class="n">y_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norms</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">norms</span><span class="p">)))</span>
            <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
            <span class="n">digits_pass</span><span class="p">[</span><span class="n">pred</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
            <span class="k">continue</span>
        <span class="n">norms</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="k">for</span> <span class="n">digit</span> <span class="ow">in</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
            <span class="n">svd</span> <span class="o">=</span> <span class="n">svd_dict</span><span class="p">[</span><span class="n">components</span><span class="p">][</span><span class="n">digit</span><span class="p">]</span>
            <span class="n">norms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">ones</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">svd</span><span class="p">,</span> <span class="n">svd</span><span class="o">.</span><span class="n">T</span><span class="p">),</span>
                                     <span class="n">sample</span><span class="p">))</span><span class="o">/</span><span class="n">norm</span><span class="p">(</span><span class="n">sample</span><span class="p">))</span>
        <span class="n">y_pred</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">norms</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">norms</span><span class="p">)))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The second stage is unnecessary&quot;</span><span class="p">,</span> <span class="n">counter</span><span class="p">,</span> <span class="s2">&quot;times.&quot;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">digits_pass</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">y_pred</span>
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<h2 id="Question-1">Question 1<a class="anchor-link" href="#Question-1">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># initialize variables for the classification task</span>
<span class="n">dict_train</span> <span class="o">=</span> <span class="n">create_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">svd_dict</span> <span class="o">=</span> <span class="n">trunc_svd</span><span class="p">(</span><span class="n">dict_train</span><span class="p">)</span>
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<p>The following block of code runs the SVD classification algoirthm for a number of basis vectors in the range (5,20). Different metrics are used to evaluate the different approaches i.e. accuracy, recall, precision and F1-score.</p>
<p><b>Accuracy</b> is the number of correct predictions made divided by the total number of predictions made, multiplied by one hundred (100) to turn it into a percentage. In order to calculate the total cost ratio mentioned below we also calculate error rate, which is one minus Accuracy.</p>
<p><b>Precision</b> is the number of True Positives divided by the number of True Positives and False Positives. Precision can be considered a measure of a classifier’s exactness. A low precision can also indicate a large number of False Positives.</p>
<p><b>Recall</b> is the number of True Positives divided by the number of True Positives and the number of False Negatives. In other way, it is the number of positive predictions divided by the number of positive class values in the test data. It is also known as Sensitivity or the True Positive Rate. Recall is a measure of a classifiers completeness. A low recall indicates many False  egatives.</p>
<p>A system with high recall but low precision returns many results, but most of its predicted labels are incorrect when compared to the training labels. A system with high precision but low recall is just the opposite, returning very few results, but most of its predicted labels are correct when compared to the training labels. An ideal system with high precision and high recall will return many results, with all results labeled correctly.</p>
<p><b>F1-score</b> is the 2 <em> ((precision </em> recall) / (precision + recall)). In other words, the F1-score conveys the balance between the precision and the recall.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">accuracy_test</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">accuracy_train</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">vectors</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">21</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1"># Use the first few (5-20) singular vectors as basis and</span>
<span class="c1"># classify unknown test digits according to how well</span>
<span class="c1"># they can be represented in terms of the respective bases.</span>
<span class="c1"># Calculate accuracy, precision, recall and f1-score for</span>
<span class="c1"># the different number of basis vectors.</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">21</span><span class="p">):</span>
    <span class="n">y_pred_train</span> <span class="o">=</span> <span class="n">svd_classifier</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">)</span>
    <span class="n">y_pred_test</span> <span class="o">=</span> <span class="n">svd_classifier</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">)</span>

    <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;Number of SVD basis vectors:&quot;</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>

    <span class="n">acc_train</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_pred_train</span><span class="p">,</span> <span class="n">y_train</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>
    <span class="n">acc_test</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_pred_test</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy: </span><span class="si">%0.6f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">acc_test</span><span class="p">))</span>

    <span class="n">precision</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span><span class="n">y_pred_test</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">average</span><span class="o">=</span><span class="s2">&quot;macro&quot;</span><span class="p">)</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;Precision:&#39;</span><span class="p">,</span> <span class="n">precision</span><span class="p">)</span>

    <span class="n">recall</span> <span class="o">=</span> <span class="n">recall_score</span><span class="p">(</span><span class="n">y_pred_test</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">average</span><span class="o">=</span><span class="s2">&quot;macro&quot;</span><span class="p">)</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;Recall:&#39;</span><span class="p">,</span> <span class="n">recall</span><span class="p">)</span>

    <span class="n">f1score</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span><span class="n">y_pred_test</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">average</span><span class="o">=</span><span class="s2">&quot;macro&quot;</span><span class="p">)</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;F1-score:&#39;</span><span class="p">,</span> <span class="n">f1score</span><span class="p">)</span>

    <span class="n">accuracy_test</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">acc_test</span><span class="p">)</span>
    <span class="n">accuracy_train</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">acc_train</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">()</span>
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<pre>Number of SVD basis vectors: 5
Accuracy: 0.902342
Precision: 0.891782985528
Recall: 0.895423528187
F1-score: 0.892877972466

Number of SVD basis vectors: 6
Accuracy: 0.905331
Precision: 0.895055429928
Recall: 0.898731444668
F1-score: 0.896204935929

Number of SVD basis vectors: 7
Accuracy: 0.916791
Precision: 0.90701543579
Recall: 0.911837725095
F1-score: 0.908945281242

Number of SVD basis vectors: 8
Accuracy: 0.920279
Precision: 0.910803853313
Recall: 0.916317680559
F1-score: 0.913088773633

Number of SVD basis vectors: 9
Accuracy: 0.927255
Precision: 0.917802052084
Recall: 0.923900326546
F1-score: 0.920476481327

Number of SVD basis vectors: 10
Accuracy: 0.931739
Precision: 0.923053081208
Recall: 0.928232565664
F1-score: 0.925336710235

Number of SVD basis vectors: 11
Accuracy: 0.931739
Precision: 0.92307306617
Recall: 0.928736685408
F1-score: 0.925578478876

Number of SVD basis vectors: 12
Accuracy: 0.936721
Precision: 0.928785012689
Recall: 0.934109157088
F1-score: 0.931177091097

Number of SVD basis vectors: 13
Accuracy: 0.936223
Precision: 0.928205866593
Recall: 0.934350144198
F1-score: 0.931028143728

Number of SVD basis vectors: 14
Accuracy: 0.938714
Precision: 0.931004306532
Recall: 0.935773027179
F1-score: 0.93313101849

Number of SVD basis vectors: 15
Accuracy: 0.941206
Precision: 0.934032807943
Recall: 0.939782597452
F1-score: 0.936662939923

Number of SVD basis vectors: 16
Accuracy: 0.938714
Precision: 0.931350168035
Recall: 0.93746229017
F1-score: 0.934087810612

Number of SVD basis vectors: 17
Accuracy: 0.938216
Precision: 0.930707062
Recall: 0.93690854536
F1-score: 0.933479374911

Number of SVD basis vectors: 18
Accuracy: 0.942202
Precision: 0.935631995881
Recall: 0.941641833229
F1-score: 0.938344052545

Number of SVD basis vectors: 19
Accuracy: 0.940708
Precision: 0.933547135723
Recall: 0.939216241277
F1-score: 0.936124110465

Number of SVD basis vectors: 20
Accuracy: 0.939711
Precision: 0.932250279632
Recall: 0.938095914116
F1-score: 0.934888698608

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the percentage of correctly classified digits</span>
<span class="c1"># as a function of the number of basis vectors for the</span>
<span class="c1"># training set.</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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Basis Vectors&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Accuracy vs. Number of Basis Vectors on Train Set&quot;</span><span class="p">)</span>

<span class="n">ymax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">accuracy_train</span><span class="p">)</span>
<span class="n">xpos</span> <span class="o">=</span> <span class="n">accuracy_train</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">ymax</span><span class="p">)</span>
<span class="n">xmax</span> <span class="o">=</span> <span class="n">vectors</span><span class="p">[</span><span class="n">xpos</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;---Maximum Accuracy---&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of Basis Vectors: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">xmax</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;, Accuracy: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ymax</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;maximum accuracy&#39;</span><span class="p">,</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">xmax</span><span class="p">,</span> <span class="n">ymax</span><span class="p">),</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="n">xmax</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span> <span class="n">ymax</span><span class="o">-</span><span class="mf">0.004</span><span class="p">),</span>
            <span class="n">arrowprops</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="n">arrowstyle</span><span class="o">=</span><span class="s2">&quot;-&gt;&quot;</span><span class="p">),</span>
            <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">vectors</span><span class="p">,</span> <span class="n">accuracy_train</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;*&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>---Maximum Accuracy---
Number of Basis Vectors: 20, Accuracy: 0.99589923843
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the percentage of correctly classified digits</span>
<span class="c1"># as a function of the number of basis vectors for the</span>
<span class="c1"># test set. We observe maximum accuracy for 18 basis vectors.</span>
<span class="c1"># However, for 15 basis vectors we have almost the same </span>
<span class="c1"># accuracy concequently could use 15 basis vectors in favor of</span>
<span class="c1"># parsimonious models.</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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Basis Vectors&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Accuracy vs. Number of Basis Vectors on Test Set&quot;</span><span class="p">)</span>

<span class="n">ymax</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">accuracy_test</span><span class="p">)</span>
<span class="n">xpos</span> <span class="o">=</span> <span class="n">accuracy_test</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">ymax</span><span class="p">)</span>
<span class="n">xmax</span> <span class="o">=</span> <span class="n">vectors</span><span class="p">[</span><span class="n">xpos</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;---Maximum Accuracy---&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Number of Basis Vectors: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">xmax</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;, Accuracy: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ymax</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="s1">&#39;maximum accuracy&#39;</span><span class="p">,</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">xmax</span><span class="p">,</span> <span class="n">ymax</span><span class="p">),</span> <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="n">xmax</span><span class="o">-</span><span class="mi">3</span><span class="p">,</span> <span class="n">ymax</span><span class="o">-</span><span class="mf">0.01</span><span class="p">),</span>
            <span class="n">arrowprops</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="n">arrowstyle</span><span class="o">=</span><span class="s2">&quot;-&gt;&quot;</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">vectors</span><span class="p">,</span> <span class="n">accuracy_test</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;*&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>---Maximum Accuracy---
Number of Basis Vectors: 18, Accuracy: 0.942202291978
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<h2 id="Question-2">Question 2<a class="anchor-link" href="#Question-2">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[58]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print the main classification metrics i.e.</span>
<span class="c1"># precision, recall and f1-score for each class</span>
<span class="c1"># We observe that it is easier to classify digits</span>
<span class="c1"># 0, 1 and 6 and more difficu,lt digits 5 and 3.</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">svd_classifier</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification report for </span><span class="si">%s</span><span class="s2">:</span><span class="se">\n</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span>
      <span class="o">%</span> <span class="p">(</span><span class="s2">&quot;SVD basis classification algorithm&quot;</span><span class="p">,</span>
         <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)))</span>
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<pre>Classification report for SVD basis classification algorithm:
             precision    recall  f1-score   support

          0       0.94      0.99      0.96       359
          1       0.97      0.98      0.98       264
          2       0.95      0.90      0.93       198
          3       0.90      0.89      0.90       166
          4       0.92      0.93      0.93       200
          5       0.92      0.88      0.89       160
          6       0.98      0.95      0.96       170
          7       0.93      0.96      0.95       147
          8       0.96      0.92      0.94       166
          9       0.93      0.93      0.93       177

avg / total       0.94      0.94      0.94      2007


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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print the confusion matrix</span>
<span class="c1"># We observe again that it is easier to classify digits</span>
<span class="c1"># 0, 1 and 6 and more difficu,lt digits 5 and 3.</span>
<span class="n">digits</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())))</span>
<span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">digits</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
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<pre>[[355   0   2   0   1   0   0   0   0   1]
 [  0 259   0   0   3   0   2   0   0   0]
 [  8   1 178   2   5   0   0   1   3   0]
 [  2   0   3 150   1   6   0   1   2   1]
 [  2   1   0   0 185   2   0   3   0   7]
 [  7   1   1   5   0 141   0   0   2   3]
 [  2   1   0   0   2   1 163   0   1   0]
 [  0   1   1   0   3   0   0 141   0   1]
 [  2   0   1   6   0   1   0   0 153   3]
 [  0   2   0   1   4   0   0   2   2 166]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print the digits 5 and 3, as they seem to be</span>
<span class="c1"># the most difficult digits to predict. We observe </span>
<span class="c1"># that in many cases they are very badly written.</span>
<span class="n">to_image</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">dict_train</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">to_image</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">dict_train</span><span class="p">)</span>
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<h2 id="Question-3">Question 3<a class="anchor-link" href="#Question-3">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Check the singular values of the different classes.</span>
<span class="c1"># In the class &quot;1&quot;, we observe that first singular value</span>
<span class="c1"># is significantly higher than the rest singular values.</span>
<span class="c1"># Consequently, we could use fewer basis vector for that class.</span>
<span class="c1"># It should also be noted that this is the class which</span>
<span class="c1"># present the highest F1-score</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">svd_tranform</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">dict_train</span><span class="p">[</span><span class="n">i</span><span class="p">])[</span><span class="mi">1</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">()</span>
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<pre>0 [ 184.39208735   97.62999506   62.05144838   54.16719526   41.07251572
   40.3698978    36.29211339   30.04224049   29.02681274   24.95262983]

1 [ 234.04118961   41.93090664   24.84924907   16.29486533   13.61098805
   12.52206052   11.22864999   10.66852978    8.41487974    8.32324732]

2 [ 138.11303655   57.42205249   46.41253545   40.99243114   37.52899434
   33.54935583   32.261084     28.40927497   27.12355484   26.75231719]

3 [ 126.61913625   39.77346548   33.32515946   29.87409622   27.96518444
   24.77196174   24.38712751   21.46262269   19.06415242   18.59590136]

4 [ 123.00299503   41.62497098   34.93229398   32.29168628   26.81484224
   24.57001768   21.86946872   20.45010894   20.09385652   18.45663152]

5 [ 94.20966922  37.85636334  35.79668798  28.02520801  24.05115798
  22.47152231  20.63420827  20.37863014  17.08367974  16.83374893]

6 [ 141.95380469   52.19540036   37.96629568   32.01502395   26.28661476
   25.1406327    21.20116338   20.93586868   19.34309253   18.88908792]

7 [ 160.1080824    46.73246364   36.53630414   34.69592699   31.51530282
   22.49212816   20.38556917   19.20085628   17.59058172   16.83441044]

8 [ 133.05356064   41.64418851   34.46258187   30.49939551   28.71635347
   25.47723428   22.61162817   21.893213     20.91290702   19.46962877]

9 [ 141.21836341   45.72340792   30.05698147   29.45732528   22.93227798
   20.49819327   18.80502485   16.97915618   15.21856587   14.81128628]

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<h4 id="Use-one-basis-vector-in-class-1">Use one basis vector in class 1<a class="anchor-link" href="#Use-one-basis-vector-in-class-1">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">svd_classifier_adj</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification report for </span><span class="si">%s</span><span class="s2">:</span><span class="se">\n</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span>
      <span class="o">%</span> <span class="p">(</span><span class="s2">&quot;SVD basis classification algorithm&quot;</span><span class="p">,</span>
         <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)))</span>
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<pre>Classification report for SVD basis classification algorithm:
             precision    recall  f1-score   support

          0       0.94      0.99      0.96       359
          1       1.00      0.84      0.91       264
          2       0.95      0.90      0.93       198
          3       0.90      0.89      0.90       166
          4       0.85      0.93      0.89       200
          5       0.91      0.88      0.90       160
          6       0.93      0.95      0.94       170
          7       0.93      0.96      0.95       147
          8       0.87      0.92      0.90       166
          9       0.93      0.95      0.94       177

avg / total       0.93      0.92      0.92      2007


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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())))</span>
<span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">digits</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
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<pre>[[355   0   2   0   1   0   0   0   0   1]
 [  0 221   1   0  18   0   9   0  15   0]
 [  9   0 179   3   3   1   0   1   2   0]
 [  3   0   3 148   1   8   0   1   2   0]
 [  1   1   0   0 186   1   3   3   0   5]
 [  4   0   2   9   0 141   0   0   1   3]
 [  3   0   0   0   3   2 162   0   0   0]
 [  0   0   1   0   3   0   0 141   0   2]
 [  3   0   1   4   0   2   0   1 153   2]
 [  0   0   0   0   3   0   0   4   2 168]]
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<h4 id="Use-two-basis-vectors-in-class-1">Use two basis vectors in class 1<a class="anchor-link" href="#Use-two-basis-vectors-in-class-1">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">svd_classifier_adj</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification report for </span><span class="si">%s</span><span class="s2">:</span><span class="se">\n</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span>
      <span class="o">%</span> <span class="p">(</span><span class="s2">&quot;SVD basis classification algorithm&quot;</span><span class="p">,</span>
         <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)))</span>
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<pre>Classification report for SVD basis classification algorithm:
             precision    recall  f1-score   support

          0       0.94      0.99      0.96       359
          1       1.00      0.91      0.95       264
          2       0.95      0.90      0.93       198
          3       0.90      0.89      0.90       166
          4       0.88      0.93      0.90       200
          5       0.91      0.88      0.90       160
          6       0.93      0.95      0.94       170
          7       0.93      0.96      0.95       147
          8       0.94      0.92      0.93       166
          9       0.93      0.95      0.94       177

avg / total       0.93      0.93      0.93      2007


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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digit</span> <span class="n">s</span><span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())))</span>
<span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">digits</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
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<pre>[[355   0   2   0   1   0   0   0   0   1]
 [  0 239   1   0  12   0   9   0   3   0]
 [  9   0 179   3   3   1   0   1   2   0]
 [  3   0   3 148   1   8   0   1   2   0]
 [  1   1   0   0 186   1   3   3   0   5]
 [  4   0   2   9   0 141   0   0   1   3]
 [  3   0   0   0   3   2 162   0   0   0]
 [  0   0   1   0   3   0   0 141   0   2]
 [  3   0   1   4   0   2   0   1 153   2]
 [  0   0   0   0   3   0   0   4   2 168]]
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<h4 id="Use-three-basis-vectors-in-class-1">Use three basis vectors in class 1<a class="anchor-link" href="#Use-three-basis-vectors-in-class-1">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">svd_classifier_adj</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification report for </span><span class="si">%s</span><span class="s2">:</span><span class="se">\n</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span>
      <span class="o">%</span> <span class="p">(</span><span class="s2">&quot;SVD basis classification algorithm&quot;</span><span class="p">,</span>
         <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)))</span>
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<pre>Classification report for SVD basis classification algorithm:
             precision    recall  f1-score   support

          0       0.94      0.99      0.96       359
          1       1.00      0.92      0.96       264
          2       0.95      0.90      0.93       198
          3       0.90      0.89      0.90       166
          4       0.88      0.93      0.91       200
          5       0.91      0.88      0.90       160
          6       0.94      0.95      0.95       170
          7       0.93      0.96      0.95       147
          8       0.95      0.92      0.94       166
          9       0.93      0.95      0.94       177

avg / total       0.94      0.94      0.94      2007


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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())))</span>
<span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">digits</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
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<pre>[[355   0   2   0   1   0   0   0   0   1]
 [  0 244   1   0  11   0   7   0   1   0]
 [  9   0 179   3   3   1   0   1   2   0]
 [  3   0   3 148   1   8   0   1   2   0]
 [  1   1   0   0 186   1   3   3   0   5]
 [  4   0   2   9   0 141   0   0   1   3]
 [  3   0   0   0   3   2 162   0   0   0]
 [  0   0   1   0   3   0   0 141   0   2]
 [  3   0   1   4   0   2   0   1 153   2]
 [  0   0   0   0   3   0   0   4   2 168]]
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<h4 id="Use-four-basis-vectors-in-class-1">Use four basis vectors in class 1<a class="anchor-link" href="#Use-four-basis-vectors-in-class-1">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">svd_classifier_adj</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification report for </span><span class="si">%s</span><span class="s2">:</span><span class="se">\n</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span>
      <span class="o">%</span> <span class="p">(</span><span class="s2">&quot;SVD basis classification algorithm&quot;</span><span class="p">,</span>
         <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)))</span>
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<pre>Classification report for SVD basis classification algorithm:
             precision    recall  f1-score   support

          0       0.94      0.99      0.96       359
          1       1.00      0.93      0.96       264
          2       0.95      0.90      0.93       198
          3       0.90      0.89      0.90       166
          4       0.89      0.93      0.91       200
          5       0.91      0.88      0.90       160
          6       0.95      0.95      0.95       170
          7       0.93      0.96      0.95       147
          8       0.95      0.92      0.94       166
          9       0.93      0.95      0.94       177

avg / total       0.94      0.94      0.94      2007


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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())))</span>
<span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">digits</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
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<pre>[[355   0   2   0   1   0   0   0   0   1]
 [  0 246   1   0  10   0   6   0   1   0]
 [  9   0 179   3   3   1   0   1   2   0]
 [  3   0   3 148   1   8   0   1   2   0]
 [  1   1   0   0 186   1   3   3   0   5]
 [  4   0   2   9   0 141   0   0   1   3]
 [  3   0   0   0   3   2 162   0   0   0]
 [  0   0   1   0   3   0   0 141   0   2]
 [  3   0   1   4   0   2   0   1 153   2]
 [  0   0   0   0   3   0   0   4   2 168]]
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<p>Consequently, according to the above experiments it seems that it pays off to use fewer basis vectors in one some of the classes. Indeed, having more parsimonious models enables us to ensure avoiding also problems such as overfitting.</p>

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<h2 id="Optional-Question-1">Optional Question 1<a class="anchor-link" href="#Optional-Question-1">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The second stage is unnecessary 1028 times.</span>
<span class="c1"># we observe that in the first stage of the algorithm</span>
<span class="c1"># are ussually classified digits of class 0,1 and 6. Indeed,</span>
<span class="c1"># those are the classes with the highest F1-score and accuracy</span>
<span class="c1"># as we observed also above.</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">svd_classifier_adj2</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="n">svd_dict</span><span class="p">)</span>
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<pre>The second stage is unnecessary 1028 times.
{0: 220, 1: 255, 2: 60, 3: 79, 4: 68, 5: 23, 6: 107, 7: 81, 8: 55, 9: 80}
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<p>According to the following classification report and confusion matrix it seems that it is possible to get as good results for this variant of the algorithm. Additionally, that version of the algorithm can be a little bit faster as we only compute the relative residual taking into account the first singular vector.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification report for </span><span class="si">%s</span><span class="s2">:</span><span class="se">\n</span><span class="si">%s</span><span class="se">\n</span><span class="s2">&quot;</span>
      <span class="o">%</span> <span class="p">(</span><span class="s2">&quot;SVD basis classification algorithm&quot;</span><span class="p">,</span>
         <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)))</span>
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<pre>Classification report for SVD basis classification algorithm:
             precision    recall  f1-score   support

          0       0.94      0.98      0.96       359
          1       0.97      0.98      0.98       264
          2       0.95      0.89      0.92       198
          3       0.90      0.89      0.90       166
          4       0.90      0.93      0.91       200
          5       0.91      0.87      0.89       160
          6       0.96      0.95      0.96       170
          7       0.94      0.96      0.95       147
          8       0.95      0.92      0.94       166
          9       0.92      0.93      0.92       177

avg / total       0.94      0.94      0.94      2007


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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">ravel</span><span class="p">())))</span>
<span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">digits</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
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<pre>[[355   0   2   0   1   0   0   0   0   1]
 [  0 260   0   0   3   0   1   0   0   0]
 [  9   1 179   3   2   1   0   1   2   0]
 [  3   0   3 148   1   8   0   1   2   0]
 [  1   1   0   0 186   1   3   3   0   5]
 [  4   1   2   9   0 140   0   0   1   3]
 [  3   1   0   0   3   1 162   0   0   0]
 [  0   1   1   0   3   0   0 141   0   1]
 [  3   0   1   4   0   2   0   1 153   2]
 [  0   3   0   0   3   0   0   4   2 165]]
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