Tris/notebook/Tris_2018.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;
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<h1 id="Algorithmes-de-tri">Algorithmes de tri<a class="anchor-link" href="#Algorithmes-de-tri">&#182;</a></h1>
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<h2 id="Pr&#233;ambule">Pr&#233;ambule<a class="anchor-link" href="#Pr&#233;ambule">&#182;</a></h2>
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<p>Quelques liens pour découvrir et comparer des algorithmes de tris :</p>
<ul>
<li><a href="fr.wikipedia.org/wiki/Algorithme_de_tri">Article de Wikipedia</a></li>
<li><a href="http://interstices.info/jcms/c_6973/les-algorithmes-de-tri">Article du site Interstices</a></li>
<li><a href="http://www.sorting-algorithms.com/">Comparaison des algorithmes de tris</a></li>
</ul>
<p>Au fait ce texte saisi dans une cellule du <a href="http://ipython.org/">notebook d'IPython</a> utilise le langage de balises <a href="http://daringfireball.net/projects/markdown/">Markdown</a>, surcouche d'HTML.</p>

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<h2 id="Imports-des-modules">Imports des modules<a class="anchor-link" href="#Imports-des-modules">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">random</span> <span class="k">import</span> <span class="n">randint</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Tests-de-correction">Tests de correction<a class="anchor-link" href="#Tests-de-correction">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Pour tester les fonctions de tri</span>
<span class="c1">#un tableau contenant 3 tableaux d&#39;entiers aléatoires de tailles 10, 100, 1000</span>
<span class="n">BENCH2</span> <span class="o">=</span> <span class="p">[[</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="mi">10</span><span class="o">**</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="o">**</span><span class="n">i</span><span class="p">)]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">)]</span>

<span class="c1">#idem mais avec 3 tableaux d&#39;entiers aléatoires de tailles impaires</span>
<span class="n">BENCH1</span> <span class="o">=</span> <span class="p">[[</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="mi">10</span><span class="o">**</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="o">**</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">)]</span>

<span class="k">def</span> <span class="nf">bontri</span><span class="p">(</span><span class="n">t</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;Détermine si un tableau est trié dans l&#39;ordre croissant&#39;&#39;&#39;</span>
    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">]:</span>
            <span class="k">return</span> <span class="kc">False</span>
    <span class="k">return</span> <span class="kc">True</span>

<span class="k">def</span> <span class="nf">procedure_to_fonction</span><span class="p">(</span><span class="n">f</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;Remplace la fonction f qui est une procedure ne retournant rien par une </span>
<span class="sd">    fonction fbis qui exécute f sur ses arguments puis retourne ses arguments.</span>
<span class="sd">    Nécessaire pour composer une fonction de tri sur place avec bontri&#39;&#39;&#39;</span>
    
    <span class="k">def</span> <span class="nf">fbis</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">):</span>
        <span class="n">f</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">args</span>
        
    <span class="k">return</span> <span class="n">fbis</span>

<span class="k">def</span> <span class="nf">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH</span><span class="p">):</span>
    <span class="c1">#copie profonde de BENCH qui est un tableau de tableaux</span>
    <span class="n">COPIE</span> <span class="o">=</span> <span class="p">[</span><span class="n">t</span><span class="p">[:]</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">BENCH</span><span class="p">]</span> 
    <span class="k">return</span> <span class="p">[</span><span class="n">bontri</span><span class="p">(</span><span class="n">procedure_to_fonction</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">t</span><span class="p">))</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">COPIE</span><span class="p">]</span>
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<h3 id="Chronom&#232;tre">Chronom&#232;tre<a class="anchor-link" href="#Chronom&#232;tre">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">timetest</span><span class="p">(</span><span class="n">fonction</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;exécute la fonction et affiche son temps d&#39;exécution &quot;&quot;&quot;</span>
    
    <span class="k">def</span> <span class="nf">fonction_modifiee</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span><span class="o">**</span><span class="n">kargs</span><span class="p">):</span>
        <span class="n">debut</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">perf_counter</span><span class="p">()</span>
        <span class="n">fonction</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span><span class="o">**</span><span class="n">kargs</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">time</span><span class="o">.</span><span class="n">perf_counter</span><span class="p">()</span> <span class="o">-</span> <span class="n">debut</span>
    
    <span class="k">return</span> <span class="n">fonction_modifiee</span>
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<h2 id="Tri-par-s&#233;lection">Tri par s&#233;lection<a class="anchor-link" href="#Tri-par-s&#233;lection">&#182;</a></h2>
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<h3 id="Impl&#233;mentations-du-tri-par-s&#233;lection">Impl&#233;mentations du tri par s&#233;lection<a class="anchor-link" href="#Impl&#233;mentations-du-tri-par-s&#233;lection">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">index_mini</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">debut</span><span class="p">):</span>   
    <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="p">[]:</span>
        <span class="k">return</span> <span class="kc">None</span>
    <span class="n">imini</span> <span class="o">=</span> <span class="n">debut</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">debut</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">t</span><span class="p">[</span><span class="n">imini</span><span class="p">]:</span>
            <span class="n">imini</span> <span class="o">=</span> <span class="n">j</span>
    <span class="k">return</span> <span class="n">imini</span> 

<span class="k">def</span> <span class="nf">tri_selection</span><span class="p">(</span><span class="n">t</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;Tri par sélection avec sélection du minimum&#39;&#39;&#39;</span>
    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span> 
    <span class="k">for</span> <span class="n">debut</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
        <span class="n">imini</span> <span class="o">=</span> <span class="n">index_mini</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">debut</span><span class="p">)</span>
        <span class="n">t</span><span class="p">[</span><span class="n">debut</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">imini</span><span class="p">]</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="n">imini</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">debut</span><span class="p">]</span>
        
<span class="k">def</span> <span class="nf">index_maxi</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">fin</span><span class="p">):</span>   
    <span class="k">if</span> <span class="n">t</span> <span class="o">==</span> <span class="p">[]:</span>
        <span class="k">return</span> <span class="kc">None</span>
    <span class="n">imaxi</span> <span class="o">=</span> <span class="n">fin</span>
    <span class="k">for</span> <span class="n">j</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="n">fin</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">t</span><span class="p">[</span><span class="n">imaxi</span><span class="p">]:</span>
            <span class="n">imaxi</span> <span class="o">=</span> <span class="n">j</span>
    <span class="k">return</span> <span class="n">imaxi</span>

<span class="k">def</span> <span class="nf">tri_selection2</span><span class="p">(</span><span class="n">t</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;Tri par sélection avec sélection du maximum&#39;&#39;&#39;</span>
    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span> 
    <span class="k">for</span> <span class="n">fin</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
        <span class="n">imaxi</span> <span class="o">=</span> <span class="n">index_maxi</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">fin</span><span class="p">)</span>
        <span class="n">t</span><span class="p">[</span><span class="n">fin</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">imaxi</span><span class="p">]</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="n">imaxi</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">fin</span><span class="p">]</span>
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<h3 id="Test-de-correction-du-tri-par-s&#233;lection">Test de correction du tri par s&#233;lection<a class="anchor-link" href="#Test-de-correction-du-tri-par-s&#233;lection">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">tri</span> <span class="ow">in</span> <span class="p">[</span><span class="n">tri_selection</span><span class="p">,</span> <span class="n">tri_selection2</span><span class="p">]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH1</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH2</span><span class="p">))</span>
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<pre>[True, True, True]
[True, True, True]
[True, True, True]
[True, True, True]
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<h3 id="Complexit&#233;-du-tri-par-s&#233;lection">Complexit&#233; du tri par s&#233;lection<a class="anchor-link" href="#Complexit&#233;-du-tri-par-s&#233;lection">&#182;</a></h3>
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<p>Complexité du tri par sélection pour une liste de $n$ entiers : chaque boucle interne de recherche du maximum dans la partie de $n-i$ valeurs non encore triées, effectue $n-i$ comparaisons ; donc l'algorithme nécessite $(n-1)+(n-2)+\cdots+1=\frac{n(n-1)}{2}$ comparaisons. Il s'agit donc d'une <strong>complexité quadratique</strong> que la liste initiale soit déjà triée ou non (comme on peut le constater sur l'exemple ci-dessus).</p>
<ul>
<li><a href="http://fr.wikipedia.org/wiki/Tri_par_sélection">Article de Wikipedia</a></li>
<li><a href="http://www.sorting-algorithms.com/selection-sort">Le site sorting algorithms</a></li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">liste_tris</span> <span class="o">=</span> <span class="p">[</span><span class="n">tri_selection</span><span class="p">,</span> <span class="n">tri_selection2</span><span class="p">]</span>
<span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">1001</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">liste_rapport_carre</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="p">[</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">taille</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">)]</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>             
        <span class="n">liste_rapport_carre</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span> <span class="o">/</span> <span class="p">(</span><span class="n">liste_taille</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">**</span> <span class="mi">2</span>        
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">rapport_carre</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_rapport_carre</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">liste_taille</span><span class="p">,</span> <span class="n">rapport_carre</span> <span class="o">/</span> <span class="n">rapport_carre</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#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="sa">r</span><span class="s2">&quot;Temps / taille ** 2 normalisé par la moyenne&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;complexite-quadratique-tri_selection.png&#39;</span><span class="p">)</span>
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H7wgx/Qt29fTjzxRO67776M86lq2mleffXVvMudTjgcTnnN7pbtwUkF/ioiL4nIJekmEJFLRGS5iCzP96ygUMDXqV0zY0x+po0fxrVnjmFYbSWCU9O+9swxnWqyrKmpYefOnXnN+8EHHzBo0CAuvvhiLrroIl5++WUmTpzIs88+y9q1awHYvXv3fs0umaYZNWoUGzdu5MUXXwRg586dxGKxdst4zDHHcP/99wNw7733ctxxx+W1Ll0h2xr3saraICIHAI+LyJuq+nTyBKp6O3A7wIQJE/L6CQr5rcZtTLFMGz+soMeW+vfvz6RJkxg9ejSVlZUMGjQo63mfeuop5s+fTzAYpLq6mnvuuYeBAwdy1113cfbZZ9Pc3AzANddcwyGHHNI6X3vTPPDAA1x66aU0NTVRWVnJE088wRe/+EXq6+sZN24cc+bMSSnDLbfcwgUXXMD8+fNbD056Rc43CxaRq4BdqvqfmaaZMGGC5tOn8tzfvsD2pigPfXdSzvMaY1K98cYbHHroocUuhkkj3bYRkZdUdUI283fYVCIivUSkJvEY+DKwOo+ydshq3MYY07FsmkoGAX90L4wSAH6nqn/pisKEAz4isZaOJzTGlIVXX32Vc845J2VYOBzm+eefL1KJSkOHwa2q7wKHd0NZCPqFaEv3H6E1xhTHmDFjWLlyZbGLUXI8ccp7gnUHNMaYjnkvuK07oDHGtMs7wb1qAT96/SyWx74KN4yGVQuKXSJjjPEkb5w5uWoBPDKT2mgTCLB9HTziXhdg7PSiFs0YY7zGGzXuJfMg2uY6CdEmZ7gxpnusWuDs7V5VW5C93p52Pe6VK1dy9NFH85nPfIaxY8fywAMP5LWcbHgjuLevz224Maaw3L1etq8DdN9ebyfCu6ddj7uqqop77rmH1157jb/85S9cfvnlNDY2FqqoKbzRVNKnzv3ApBlujOm8P8+GTe1caGn9i9DSnDos2gQPfQ9eujv9PIPHwMmZa6c97XrcyafeDx06lAMOOIDNmzdTW1ub+X3Pkzdq3JPnQrDNbcqClc5wY0zXaxvaHQ3PQk++HvcLL7xAJBLh4IMPzvPda583atzuAcj4H7+DxFuI967Df+KVdmDSmEJpp2YMOG3aafd6h8MFjxWkCD3letwbN27knHPO4e6778bn65q6sTeCG2DsdHY8Pp/nG3tz2AWPMLxfVbFLZEzPMXmu06ad3EmgwHu9PeF63Dt27ODUU0/lF7/4BRMnTizoaybzRlOJS/1hwkTtJBxjutvY6XDazU4NG3H+n3Zzp/Z6e9r1uCORCGeccQbnnntul9+D0js1bkADYcLssdPejSmGsdML2jzZ067HvWDBAp5++mm2bt3KXXfdBcBdd93FuHHjsl7vbOV8Pe5s5Hs97q23ncL7Gz8icPETHD688EdijelJ7Hrc3tXl1+PuVgGnqcRuGGyMMZl5qqkkEdw7rKnEmB7BrsedH48FdwVhIjRbjduYglBV3JugeFJPvB53IZqnPdVUIoEwIYnZwUljCqCiooKtW7cWJChMYagqW7dupaKiolPL8VSNW4IV1sZtTIHU1dWxfv16Nm/eXOyimCQVFRXU1XXuch6eCm5fIEyQqNW4jSmAYDCY9ZmKprR4qqnEF6okTMSC2xhj2uGt4A5W4BclGo0UuyjGGONZngtugJbI3iKXxBhjvMtTwR0IOcEdb3s3HGOMMa08Fdz+kHNN7njUatzGGJOJp4I70VSiFtzGGJORp4KbgHON23gs/7tuGGNMufNYcFuN2xhjOuKt4PaHnP8xC25jjMnEW8Ht1rixftzGGJORJ4NbO3FnaWOMKXceC27n4KRYU4kxxmTkzeC2GrcxxmRkwW2MMSXGY8HttHFLix2cNMaYTDwW3E6N22c1bmOMychbwe13gttvwW2MMRllHdwi4heRFSLyaJeVJlHjjltTiTHGZJJLjfsy4I2uKggAIkQliN+C2xhjMsoquEWkDjgVuKNriwMxCRNQayoxxphMsq1x3whcAWS8GaSIXCIiy0VkeWfuKt3isxq3Mca0p8PgFpGvAB+p6kvtTaeqt6vqBFWdMHDgwLwLFPOFCFpwG2NMRtnUuCcBU0XkfeB+4AQR+b+uKlCLL4xfo121eGOMKXkdBreqzlHVOlUdAXwNWKqq3+yqArX4QgQ1gqp21UsYY0xJ81Y/biDuDxMmSixuwW2MMekEcplYVZ8CnuqSkiRewxciTDORWJyg33O/K8YYU3SeS8a4P0xYIkRbMnZgMcaYHs1zwa3+MCFiRGIW3MYYk473gjtQQZgozRbcxhiTlueCG3+IMBEi+TaVrFoAN4yGq2qd/6sWFLZ8xhhTZDkdnOwWgQrCEmVPPsG9agE8MhOiTc7z7euc5wBjpxeujMYYU0Teq3EHOtHGvWTevtBOiDY5w40xpkx4L7iDTht3XsG9fX1uw40xpgR5LrglEHbauKMtuc/cpy634cYYU4I8GNwV+EWJxvK40NTkuRCsTB0WrHSGG2NMmfBccPtCzg2DY5G9uc88djqcdjME3PCuGeI8twOTxpgy4rng9gc7EdzghPSBE53H5z9moW2MKTueC26fG9zxtr1DchHd4/yP5Rn+xhjjYd4LbrepJJ5vjRsgstv5b8FtjClDngtuv3twsSVagODuzDKMMcajPBfcgbBT426xGrcxxqTlveB227iJdeJO79bGbYwpY94L7rDTVKL5NnOoWo3bGFPWPBfciTbueL6hG20C3NueWRu3MaYMeS64CYQBkHybShLNJGA1bmNMWfJgcHeyjTuya99jC25jTBnyYHCHANB8QzdiNW5jTHnzYHAnatx5XGQK9h2YBGvjNsaUJQ8Gt9PG7WvJt407Kbitxm2MKUMeDG6nxi35BnfEgtsYU968F9x+p4077xq3tXEbY8qc94JbhAhB/PFO9irxh62N2xhTlrwX3EBUQkhLngcnE/24q/pbjdsYU5Y8G9z517jdNu6qfhbcxpiy5MngbpEg/ngnugP6QxCqtuA2xpQlTwZ3zBci0JngDvWCYIW1cRtjypJHgztMQDvRxh3s5XQrtBq3MaYMeTK4WzpV497l1LgtuI0xZcqzwR3Mt8Yd2QOhKgtuY0zZ8mRwx30hgnSmjbvaaePuzF10jDHGo7wZ3P4wAY3mN3N0NwTdGrcdnDTGlKEOg1tEKkTkBRF5RUReE5Gru7pQcX+YkEZR1dxnjuyxNm5jTFnLpsbdDJygqocD44CTRGRiVxZK/WHCRGiJ5xPcu/e1cbc0Qzxe+AIaY0wRdRjc6kjcVibo/uWRqNlTf5iwRIm05BG6UbeN2708LPlerMoYYzwqqzZuEfGLyErgI+BxVX2+Kwul/jAhYkRieQR3xG3jdm867Nw82BhjykdWwa2qLao6DqgDjhKR0W2nEZFLRGS5iCzfvHlz50oVCBMmmntwxyIQj7lt3G6N23qWGGPKTE69SlS1EXgSOCnNuNtVdYKqThg4cGDnShWsIEyESKwlt/kSl3QN9YKAW+OOWY3bGFNesulVMlBEat3HlcCJwJtdWip/GL8okUiOfbkTl3S1GrcxpowFsphmCHC3iPhxgn6Bqj7alYWSoBO60Vz7YScu6Wpt3MaYMtZhcKvqKmB8N5Sllbj3nWxpzjO4rcZtjClj2dS4u50EneCOJd8/MhvJwe0LOo+tjdsYU2Y8Gdy+RHA35xi6iTbuYC8QwV1IAUtmjDHF5+ngbonk2lSS1KskcY6QtXEbY8qMJ4M7EHKDO5pjbTnRtBKqcvpzg9W4jTFlx5PB7XN7hMTz7VUSqt4X2NbGbYwpM54M7kSNO55rM0c0qTtggtW4jTFlxpPB7Q87wa05t3HvBvG7XQGtjdsYU548eSMFf6KNO9facuJa3CLgt37cxpjy5MngDoWcpg7N9UYIiRsFA/h8TnhbG7cxpsx4MriD4cTp6jkGd3RPavt2wO47aYwpP94O7pybSnbvq3GDc8Nga+M2xpQZTwZ3oo2708EdCFuN2xhTdjwZ3A+v/hiAF9duZFL9UhataMhuxuieNsFdaTcMNsaUHc8F96IVDfz7Q87lvsMSpaGxiTkLX80uvBO3LUsIhC24jTFlx3PBPX/xGk5seRpVmOlfyLLQTE5s+RvzF6/peObIHuesyYSg1biNMeXHc8E9Ycfj1AfvQMTpjl3n20J98A4m7Hi845kju5zrlCQEwrn3TDHGGI/zXHDPCT1IlaTesqxKIswJPdjxzNbGbYzpATwX3IPYktPwVvEWJ6SDbXuVWHAbY8qL54Jb+tTlNLxV8t1vEgIVFtzGmLLjueBm8tx9N/p1KcD2dXDDaFi1IP18rcGd1MYdrLA2bmNM2fFecI+dDqfdDH2Go4AqSGLc9nXwyMz04Z1827IEq3EbY8qQ94IbnPD+/mq0d13rrSNbRZtgybz950m5bZnLgtsYU4a8Gdwu344MJ91sX7//sOTbliUkglu18IUzxpgi8XRw76kcnP3w5NuWJQTzvOaJMcZ4mKeD+7roDPZoKGXYHg1xXXTG/hOnu21ZIBHc1lxijCkfng7uu3cdxezoRXyotQB8rNXMjl7E3buO2n/iTN0BwYLbGFNWPB3cQ2sreTh+LMc230xMfdzb8iUejh/L0NrK/Se24DbG9BCeDu5ZU0ZRGfQTJcD7OphDZD2VQT+zpoxKnXDVAlj6c+fx7cfv6y6YaOO2vtzGmDLiybu8J0wbPwyAnz/6Om9HhnGYv4FrTx/TOhxwQvqRmfvudLOjwXkO+2rfVuM2xpQRT9e4wQnvR2cey1tax3A2MW3MgNQJlszb//Zkib7e1lRijClDng9ugMG9K1jvPxAfcdi6NnVkuj7dieEW3MaYMlQSwS0iRPod4jz56I3UkZkuPtWnztq4jTFlqSSCG6Bq8CG04IPNbe6EM3ku+IKpw4KVznCrcRtjylDJBPfIIf15Pz6IyKbXU0eMPgvCvcEfBgT6DHcuUjV2ugW3MaYsebpXSbJPHVDDWh3G0A/fTB3x/tPQtBXOvAPGfjV1nAW3MaYMlUxwf/KAah7SYZy4YyXEIvD6IqfnyPZ1gEBLZP+ZEtf1zrONe9GKBuYvXsOGxiaG1lYya8qo1K6IxhhTBB02lYjIcBF5UkReF5HXROSy7ihYW8NqK/nANxyfxuC5W4k9dKkb2gBK7NEf7H+d7kDY+Z9HjXvRigbmLHyVhsYmFGhobGLOwldZtCLDFQuNMaabZNPGHQN+qKqHAROB74rIYV1brP35fMLoXtsB0CeuItCSGsaBlr3s+fPc1JkC+V8dcP7iNTRFW1KGNUVbmL94TYY5jDGme3QY3Kq6UVVfdh/vBN4Aur+9YNUCzt7r1Kjb3lshoaJpU+oAn9/pcRJrSj9DOzY0pp8n03BjjOkuOfUqEZERwHjg+TTjLhGR5SKyfPPmzYUpXbIl8whp+zXnDfH+TKpfmtqcEazMq8ad9kJW7Qw3xpjuknVwi0g18AfgclXd0Xa8qt6uqhNUdcLAgQMLWUZHpjMkXXs0xHWx6fu3RQfC+58Sn4VZU0YR8KXW7dNe4MoYY7pZVsEtIkGc0L5XVRd2bZEyyHCGpCqsjw9gdvQiHo4fC7Rpiw5U5FXjnjZ+GOOG92l9Pqy2kmvPHGO9SowxRddhd0AREeA3wBuqen3XFym9Fw++lNEv/ZRK2dftb4+GUgI7WWtbdKAirzZugFjc+T/50wfwm/OPzGsZxhhTaNnUuCcB5wAniMhK9++ULi7Xfi5//VP8e/Qi1scHEFdprWU/pselnb61LTrPGreq8u5m587xO5tjeZfbGGMKrcMat6ouI3NHjm6zobGJBo7l4Ujb2rVSGfSndN1LaYsOVuTVxr1tT5Qde53A3rnXgtsY4x0lc62STL05Em3Pw9zxfp+ktkXnWeN+b4tT2+5bFWRXczS/QhtjTBcomeBO3MYsWaJmPW38MJ6dfQI/PuXTtMSVYw7uv2+ibNq4Vy2AG0bDVbXO/1ULeHezcw/LMXW17LIatzHGQ0omuKeNH9ZasxbS9/L43EgnsJ9/7+N9MwbC7de4E7c+274OUOf/IzOpeOMPBHzCoYNr2NUcQ1W7ZsWMMSZHJXORKXDCu73ueJ8Z2pteIT/Pv7eV0w4f6gwMVrbfxp3h1mdLqix4AAAQ70lEQVTHfHArB/b/H/pUBYm2KM2xOBVtavzGGFMMJVPjzkbA7+OIEf14/t0catwZTuzpG9vMQQN6URN2ftvsAKUxxivKKrgBPjeyH29/tIutu9ywDlS238bdO30NfqP2Z0T/XtRUOHfX2WVdAo0xHlF2wR2JOd0Cj7jmCSbVL+Xtj6NOjTvNAUiAd/ses98ymjTEL6PTGTmwF9VujdsOUBpjvKKk2rg7smhFA79++t3W50fseJxBTQ+gNKELL973K7V9HbGHLiUANP/zZTbGa/GLcoBs52Ot5qrouTwcP5avDeiFT5wu7DutS6AxxiPKqsY9f/Ea9kad89Sn+pZRH7yD3tKEyP4rGmjZiy68mEN1Lc/Ex/K55lvZrL15Jj629RT6gwZUW43bGOM5ZVXjTr5W9hWBBVRJmtuZJUmcDnqa/zmWxUfzt/g4vuR7CR9xFB+DeodpdpterI3bGOMVZVXjTj67cqhsyXq+SolwRWABT7aMo1Z2M17eRoFjf/kkz7ztLMd6lRhjvKKsgjv57MoNOiCneYf6tvJMfAwtCneGruPd8Nd5YM/FrPjT7YDVuI0x3lFWwZ18duV1sens0VDK+Lg61+9OR/rUcWb1a4DQW5rwCdT5tvBzuZ2pvmVW4zbGeEZZBTfQet2Sm//jWl474ho2MZC4ChsYwE9kJpdH/22/QI/6KpDJc7ko8n/4JTXZq9xmFLvQlDHGK8rq4GRbR079Nkz9NgBDgWvd4b+/cyBHv38rQ2UrDfH+RL/wU0aOnc7QhZekXc5Q2Wq9SowxnlHWwZ3JRyOnMmmNc71un8D/6304I4G9lYOpatq4//QywJpKjDGeUXZNJR1ZtKKBW5asbX0eV/jxotUsWtFA1cnziPkrUqaP+St4sPYCuwuOMcYzelxwz1+8JuVuOZB0c+Gx0wmcfgv43B2RPsMJnH4Lr/SdYk0lxhjP6HFNJckn6aQdPnY6vHwPtEThW4sBqHljpXUHNMZ4Ro+rcWe6BVrK8JrBsHNfW3d1OGDBbYzxjB4X3O3dAq1VzWDYuam103d1RYCde6N2FxxjjCf0uKaSxB105i9ew4bGJobWVrbet7JVzRBoaYa9jVDZl+pwwO6CY4zxjB4X3NDxLdCoHuT837kJKvvSu8K9QmBzzILbGFN0Pa6pJCs1Q5z/OzcBTlMJ2KVdjTHeYMGdTs1g538iuMN2+zJjjHdYcKfTGtxOz5LEzRR27LXrlRhjis+CO51QLwj3hl0fAlBjTSXGGA+x4M4kqS93TdLBSWOMKTYL7kwSfbnZ11RiwW2M8QIL7kyqB+/Xq8SuEGiM8YIe2Y87K0lnT4YDfkJ+n9W4jfGwRSsa2j+xroxYcGeSOHuyaRtU9Ws97d0Y4z2LVjQwZ+GrrVf+bGhsYs7CVwHKMrytqSSTGvfsSbdnSXU4YL1KjPGodi/XXIasxp1J69mTG+GAQ6mpyP8KgT1pF86YYujwcs1lxmrcmex39mQgr4OTiV24hsYmlH27cItWNBSwsMb0bB1ernnVArhhNFxV6/xftaAbS1d4FtyZVKcGd7417p62C2dMMcyaMoqKYGqcVQZ9zuWaVy2AR2bC9nWAOv8fmVnS4d1hcIvIb0XkIxFZ3R0F8oxQFYT7dLrG3dN24Ywphmnjh3H2UcNThl02+VNOk+SSeRBt832LNjnDS1Q2Ne67gJO6uBzelHT2ZHWeNe6s7rhjjOm0vdE41eEAz1zxRQD8Pjfetq9PP0Om4SWgw+BW1aeBj7uhLN5TMyjpeiXBvHqVzJoyin8J/p1loZm8G/46y0IzOSv099Q77hhjOkVVefqtLUz6ZH+G96vikEHVPPXWR87I3kMzzVWy7d0Fa+MWkUtEZLmILN+8eXOhFltcNUNSrhAYaYnTHGvpYKZU0/zPcm3gf6jzbcEnUOfbQn3wDqb5n+2KEhvTI72zeRdH7Hic/9fwTbiqlgebLmHQ+4+wuzkGB30h84zb1xF76NKSC++CdQdU1duB2wEmTJhQHjdnrBkMOz8E1ZQrBIarc7gLzpJ5hLQ5ZVCgZa/TvjZ2eiFLa0yHyq5r6qoFsGQeB29fx41B8O11BveJbOIa/+28s2QEB767nB06AFEYJlsQSV1EoGUve/48l6oS+j5ar5L2JJ09mbjQVM4HKPNoX1u0ooFJ9UsZOfsxJtUvta6DpiDSdU39/gMrGVGqn7NVC5za8vZ1COBrE8hVEmH08z+iz463WNYyhmMjN5OpRlnRtKmrS1tQdgJOez5+1/l/3UGcXDWEp3zT2NV8bObp3V9/tq+HPnUweS7x3sPw7UgT0n3q0i6ip52621N4oaabrmtqIsgSIX75AysZllS+7i538uv1qQwiAo17omlfe8+f51LVsrfd5SVq19P8z/KP+KFs0AHUyZb9ptsQ78+M+qUdrp8XtiOAqLbfqiEi9wHHAwOAD4ErVfU37c0zYcIEXb58eaHKWByrFsBD33Nq3K64Oh8EqeznDGja1hrQALGHLnWaQVwxfwUfHvQvDH7rd/hl3/u8lxChM27Fd/j+u2aT6pfSkKar4LDaSp6dfUKh1q7rpPnx6qomoUxfoly+/OmWlTxPIR5v2xNFIKW2l3hem2HeobWVfPHTA3nyzc0FK9O2PVGm+pZxRWABQ2ULG3QA18Wm83B8/8pIonyZyj2sTfm+VvEcl/I7BusWNskAbuHr3L93YsYyJU+/XaoBoY/uZJtWIwK17Mr4OLH8X+jN+9Wy27M+7qxvffAOqiTSOjyuznp9nPQayWXKpnzJ03wkA1n32VkcOfXb2RcOEJGXVHVCVtN2FNz5KIvgvmG022E/G4KipPsMbff3o0/Lx8TDffA17wCUx2JH8b3Y5WmDZOTsx9LuzgnwXv2pqQO7MSQzSQ6886pf4Mctt6W06ccBUdiYxZe5UGHYdniyoE+orgh0uKyOZArA5OHZhFCmxxt0AEvi45jsW9npZSU/htQmhXShlU/5cl1u2+lzlVh+2/bq9ucRDmq+t3UbpWvvLpQmDbH6iGtyCm8L7kK4qpbcvsrpqYKK4Jt6M4tkMp/84ykcKh8gqPtBFvrKLqSyLwDxpm1si/dK+YJcF5vOS71PTK1xJ84GSzmxwI2fdHsEY6dnDvqk4XsqB3NddAZ37zoqYw0pUeO5b+9ETvctY5YbVHF8BCSe8b1I92XuitDrjjCE9EGldC6QkqnmFkzdzYvlay/QG3QAxzbf3Pq5fiT2r9T59m82KZRNDGTwVWuznt6CuxByqnFnIVjJH2Jf4NT4Eiokt8vDNqsfQjWEo9vBDXiasu9an6j1qqQejc44PE3AQtcFVVeEXiZeDBvTeapOMN/I1zhqRD9O+6CeyqTmkHQ14PhVtfgKUDnLJK6C7+rGrKfPJbitV0kmk+dCsIBnN0abOD3+15xDGyAsLYSjjYA6gZ1DaIOzkUX239gZh4szvL9vF/1kFz7ZP1AT0xQiaAu5rI5YaJcnRZhR9T8ce8a/Mf3CH7L6iGvYxEDiKmxiYNpmi72Vg7u0TB/JgC5btvUqySTRVrxkHvFGp+adbbBkqtX522lGMMbkb2/VYJ79931NiUdO/Ta4QT3Y/Wur6uR5+3UoKJQmDbHuiFlpX7cQrMbdnrHT4furOa7yj1we/TfWxwcQV2FrvJqPtZq4Orv5yfZoiG1Up11cSw95u2PqS/vemNx01du3b7md2/1oW744TqUl2+pJYvptVLONGuIqNFJDc7DWKVtlP/d4jdAc7EMjNc7nqs1yYv4Kqk7O44JRY6cTOP0W6DO8zWtISpkylS/T9Jlq+IVkbdxZaNu3Otm+A2pb2aD9uZGvEYnF9+tytEdD/L7l83w9vKzgv/Cq3dM+nI2IhPkP/79y966jUg5okqZJphgSvU4Ko4NOc8kHiVuPTWT5uE8dfOrL8PZfnYPJuc7f3nLTHazubPlyXW5nekF5oDdVV7CDk10gm36+ie598xev4Ygdj6cEemvPkFO2wJJ56Pb1bNNeANSym22a6EmS+niHVFOlTYQk/RmbezTE7OhFAK2vt2/+7A8qZnOAMNPBzNYw7DM885co7Zf5Y7ok9LojDLPprWNMDiy4iyxdDb0y6OfaM8ek9NlO/BikO+EGaD2Dbdkff8Xl3N8mlHe3/iCkO4EiIXmPYJP0b+1Lva82nDr8vOoXuCL4AFVNm7onqCz0jAEsuD0hl1NjOwr65IBv70SRxLjaLM8WNMZ4hwV3Cco26PM5ndsY430W3MYYU2LsBBxjjCljFtzGGFNiLLiNMabEWHAbY0yJseA2xpgS0yW9SkRkM/BBDrMMALruwrje1BPXGXrmevfEdYaeud6dWedPqOrAbCbskuDOlYgsz7YbTLnoiesMPXO9e+I6Q89c7+5aZ2sqMcaYEmPBbYwxJcYrwX17sQtQBD1xnaFnrndPXGfomevdLevsiTZuY4wx2fNKjdsYY0yWLLiNMabEFDW4ReQkEVkjImtFZHYxy1JoIjJcRJ4UkddF5DURucwd3k9EHheRt93/fd3hIiI3u+/FKhH5bHHXIH8i4heRFSLyqPt8pIg8767bAyIScoeH3edr3fEjilnufIlIrYj8XkTeFJE3ROToHrKdv+9+tleLyH0iUlGO21pEfisiH4nI6qRhOW9fETnPnf5tETmvM2UqWnCLiB+4FTgZOAw4W0QOK1Z5ukAM+KGqHgZMBL7rrt9sYImqfgpY4j4H5334lPt3CXBb9xe5YC4D3kh6/kvgBlX9JLAN+JY7/FvANnf4De50pegm4C+q+mngcJx1L+vtLCLDgJnABFUdDfiBr1Ge2/ou4KQ2w3LaviLSD7gS+BxwFHBlIuzzoqpF+QOOBhYnPZ8DzClWebphfR8CTgTWAEPcYUOANe7jXwNnJ03fOl0p/QF17gf5BOBRnBvzbAECbbc7sBg42n0ccKeTYq9DjuvbB3ivbbl7wHYeBqwD+rnb7lFgSrlua2AEsDrf7QucDfw6aXjKdLn+FbOpJLHhE9a7w8qOu1s4HngeGKSqG91Rm4BB7uNyeT9uBK7AubcwQH+gUVUTdztOXq/WdXbHb3enLyUjgc3AnW7z0B0i0osy386q2gD8J/BPYCPOtnuJ8t7WyXLdvgXd7nZwsouJSDXwB+ByVd2RPE6dn96y6Y8pIl8BPlLVl4pdlm4UAD4L3Kaq44Hd7NttBspvOwO4u/mn4/xwDQV6sX9zQo9QjO1bzOBuAIYnPa9zh5UNEQnihPa9qrrQHfyhiAxxxw8BPnKHl8P7MQmYKiLvA/fjNJfcBNSKSMCdJnm9WtfZHd8H2NqdBS6A9cB6VX3eff57nCAv5+0M8CXgPVXdrKpRYCHO9i/nbZ0s1+1b0O1ezOB+EfiUexQ6hHNg4+EilqegRESA3wBvqOr1SaMeBhJHlM/DaftODD/XPSo9EdietCtWElR1jqrWqeoInO25VFW/ATwJnOVO1nadE+/FWe70JVUzVdVNwDoRGeUOmgy8ThlvZ9c/gYkiUuV+1hPrXbbbuo1ct+9i4Msi0tfdW/myOyw/RW7wPwV4C3gH+EmxD0AUeN2Oxdl9WgWsdP9OwWnXWwK8DTwB9HOnF5xeNu8Ar+IcrS/6enRi/Y8HHnUfHwS8AKwFHgTC7vAK9/lad/xBxS53nus6DljubutFQN+esJ2Bq4E3gdXA/wLhctzWwH047fhRnD2sb+WzfYEL3fVfC1zQmTLZKe/GGFNi7OCkMcaUGAtuY4wpMRbcxhhTYiy4jTGmxFhwG2NMibHgNsaYEmPBbYwxJeb/A4KwD5kAr+YSAAAAAElFTkSuQmCC
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<h2 id="Tri-par-bulles">Tri par bulles<a class="anchor-link" href="#Tri-par-bulles">&#182;</a></h2>
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<p>L'algorithme du tri par bulles consiste à trier un tableau en ne s'autorisant qu'à échanger deux éléments consécutifs de ce tableau. On peut démontrer que l'algorithme suivant trie n'importe quel tableau :</p>
<ul>
<li>chercher deux éléments consécutifs rangés dans le désordre ;</li>
<li>si deux tels éléments existent, les échanger et recommencer ;</li>
<li>sinon arrêter.</li>
</ul>
<p>Descriptions du tri par bulles :</p>
<ul>
<li><a href="http://fr.wikipedia.org/wiki/Tri_%C3%A0_bulles">Article de Wikipedia</a></li>
<li><a href="http://www.sorting-algorithms.com/bubble-sort">Le site sorting algorithms</a></li>
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<h3 id="Impl&#233;mentations-du-tri-par-bulles">Impl&#233;mentations du tri par bulles<a class="anchor-link" href="#Impl&#233;mentations-du-tri-par-bulles">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">tri_bulles</span><span class="p">(</span><span class="n">t</span><span class="p">):</span>
    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">bulle</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">k</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="n">n</span> <span class="o">-</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">bulle</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span>
                <span class="n">t</span><span class="p">[</span><span class="n">k</span> <span class="o">+</span> <span class="mi">1</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span>
                
                
<span class="k">def</span> <span class="nf">tri_bulles2</span><span class="p">(</span><span class="n">t</span><span class="p">):</span>
    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
    <span class="n">continuer</span> <span class="o">=</span> <span class="kc">True</span>
    <span class="n">bulle</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">while</span> <span class="n">continuer</span><span class="p">:</span>
        <span class="n">continuer</span> <span class="o">=</span> <span class="kc">False</span>
        <span class="k">for</span> <span class="n">k</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="n">n</span> <span class="o">-</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">bulle</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">]:</span>
                <span class="n">t</span><span class="p">[</span><span class="n">k</span> <span class="o">+</span> <span class="mi">1</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span>
                <span class="n">continuer</span> <span class="o">=</span> <span class="kc">True</span>
        <span class="n">bulle</span> <span class="o">+=</span> <span class="mi">1</span>
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<h3 id="Test-de-correction-du-tri-par-bulles">Test de correction du tri par bulles<a class="anchor-link" href="#Test-de-correction-du-tri-par-bulles">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">tri</span> <span class="ow">in</span> <span class="p">[</span><span class="n">tri_bulles</span><span class="p">,</span> <span class="n">tri_bulles2</span><span class="p">]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH1</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH2</span><span class="p">))</span>
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<pre>[True, True, True]
[True, True, True]
[True, True, True]
[True, True, True]
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<h3 id="Complexit&#233;-du-tri-par-bulles">Complexit&#233; du tri par bulles<a class="anchor-link" href="#Complexit&#233;-du-tri-par-bulles">&#182;</a></h3>
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<li><p>Tri par bulles de la liste [72, 39, 29, 59] :</p>
<ul>
<li>Etape 1    [39,72,29,59]</li>
<li>Etape 2    [39,29,72,59]</li>
<li>Etape 3    [39,29,59,72]</li>
<li>Etape 4    [29,39,59,72]</li>
</ul>
</li>
<li><p>Implémentation en Python du Tri par bulles, coir ci-dessous plusieurs versions.</p>
</li>
<li><p>Selon l'implémentation <code>tri_bulles</code> ou <code>tri_bulles2</code> (voir ci-dessus) la complexité du tri par bulles est <strong>quadratique</strong> (comme pour le tri par sélection) ou <strong>linéaire</strong> (comme pour le tri par insertion) sur <em>les listes déjà triées</em>.</p>
</li>
<li><p>Si on applique le tri par bulles à une liste  triée dans l'ordre décroissant comme $[n,n-1,n-2,..,1]$, quelle que soit l'implémentation, on a besoin de $i-1$  permutations (comparaison + échange) pour $i$ allant de $n$ à $1$ soit un total de $(n-1)+(n-2)+\cdots+1=\frac{n(n-1)}{2}$ permutations.
La complexité du tri par bulles est donc  <strong>quadratique</strong> sur les listes triées dans l'ordre inverse.</p>
</li>
</ol>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">liste_tris</span> <span class="o">=</span> <span class="p">[</span><span class="n">tri_bulles</span><span class="p">,</span> <span class="n">tri_bulles2</span><span class="p">]</span>
<span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">1001</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">liste_rapport_carre</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="p">[</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">taille</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">)]</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>             
        <span class="n">liste_rapport_carre</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span> <span class="o">/</span> <span class="p">(</span><span class="n">liste_taille</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">**</span> <span class="mi">2</span>        
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">rapport_carre</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_rapport_carre</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">liste_taille</span><span class="p">,</span> <span class="n">rapport_carre</span> <span class="o">/</span> <span class="n">rapport_carre</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#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="sa">r</span><span class="s2">&quot;Temps / taille ** 2 normalisé par la moyenne&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;complexite-quadratique-tri_bulles.png&#39;</span><span class="p">)</span>
</pre></div>

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<h2 id="Tri-par-insertion">Tri par insertion<a class="anchor-link" href="#Tri-par-insertion">&#182;</a></h2>
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<ol>
<li><p>Descriptions du tri par insertion :</p>
<ul>
<li><a href="http://fr.wikipedia.org/wiki/Tri_par_insertion">Article de Wikipedia</a></li>
<li><a href="http://www.sorting-algorithms.com/insertion-sort">Le site sorting algorithms</a></li>
</ul>
</li>
<li><p>Implémentation du tri par insertion en Python (voir ci-dessous)</p>
</li>
<li><p>Contrairement au tri par sélection, si l'on interrompt l'exécution de l'algorithme du tri par sélection après $k$ étapes après $k$ étapes, la sous-liste des $k$ premiers éléments déjà triés n'est pas celle des $k$ plus petits élements de la liste triée finale.</p>
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<h3 id="Impl&#233;mentations-du-tri-par-insertion">Impl&#233;mentations du tri par insertion<a class="anchor-link" href="#Impl&#233;mentations-du-tri-par-insertion">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">insertion</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">k</span><span class="p">):</span>   
    <span class="sd">&quot;&quot;&quot;A partir de l&#39;indice k, insère l&#39;élément t[k] de t </span>
<span class="sd">    à sa place dans t[:k] triée dans l&#39;ordre croissant&quot;&quot;&quot;</span>
    <span class="n">i</span> <span class="o">=</span> <span class="n">k</span> <span class="o">-</span> <span class="mi">1</span>
    <span class="n">element</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
    <span class="k">while</span> <span class="n">i</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">t</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">element</span><span class="p">:</span>
        <span class="n">t</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
        <span class="n">i</span> <span class="o">=</span> <span class="n">i</span> <span class="o">-</span> <span class="mi">1</span>
    <span class="n">t</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">element</span>
    
<span class="k">def</span> <span class="nf">tri_insertion</span><span class="p">(</span><span class="n">t</span><span class="p">):</span>
    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">k</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="n">n</span><span class="p">):</span>
        <span class="n">insertion</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span>
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<h3 id="Test-de-correction-du-tri-par-insertion">Test de correction du tri par insertion<a class="anchor-link" href="#Test-de-correction-du-tri-par-insertion">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">tri</span> <span class="ow">in</span> <span class="p">[</span><span class="n">tri_insertion</span><span class="p">]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH1</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH2</span><span class="p">))</span>
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<pre>[True, True, True]
[True, True, True]
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<h3 id="Complexit&#233;-du-tri-par-insertion">Complexit&#233; du tri par insertion<a class="anchor-link" href="#Complexit&#233;-du-tri-par-insertion">&#182;</a></h3>
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<p>Analyse de complexité du tri par insertion :</p>
<ul>
<li>Dans <strong>le meilleur des cas</strong> le tableau (ou liste) est déjà trié, on effectue alors une seule comparaison à chaque insertion soit $n-1$ comparaisons au total</li>
<li><strong>En moyenne</strong> (liste d'entiers aléatoires) le nombre de comparaisons est de l'ordre de $n-1+\frac{n(n-1)}{4}$</li>
<li><strong>Dans le pire des cas</strong> le tableau est trié dans l'ordre inverse on effectue $i$ comparaisons lors de l'insertion d'indice $i$ soit  $1+2+\cdots+(n-2)+(n-1)+\cdots+1=\frac{n(n-1)}{2}$ comparaisons.</li>
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<p><strong>La complexité  du tri par insertion </strong> est donc <strong>quadratique</strong> dans le cas moyen et le pire des cas et <strong>linéaire</strong> dans le meilleur des cas (liste déjà triée). Cette bonne propriété que ne possèdent pas les tris par sélection ou par bulles, font du tri par insertion un tri efficace lorsqu'il y a peu de comparaisons ou que la liste est presque déjà triée.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">liste_tris</span> <span class="o">=</span> <span class="p">[</span><span class="n">tri_insertion</span><span class="p">]</span>
<span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">1001</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">liste_rapport_carre</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="p">[</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">taille</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">)]</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>             
        <span class="n">liste_rapport_carre</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span> <span class="o">/</span> <span class="p">(</span><span class="n">liste_taille</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">**</span> <span class="mi">2</span>        
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">rapport_carre</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_rapport_carre</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">liste_taille</span><span class="p">,</span> <span class="n">rapport_carre</span> <span class="o">/</span> <span class="n">rapport_carre</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#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="sa">r</span><span class="s2">&quot;Temps / taille ** 2 normalisé par la moyenne&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;complexite-quadratique-tri_insertion.png&#39;</span><span class="p">)</span>
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<h2 id="Tri-fusion">Tri fusion<a class="anchor-link" href="#Tri-fusion">&#182;</a></h2>
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<p>Descriptions du tri par fusion :</p>
<ul>
<li><a href="http://fr.wikipedia.org/wiki/Tri_fusion">Article de Wikipedia</a></li>
<li><a href="http://www.sorting-algorithms.com/merge-sort">Le site sorting algorithms</a></li>
<li><a href="https://interstices.info/jcms/c_6973/les-algorithmes-de-tri">Article du site Interstices</a></li>
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<h3 id="Impl&#233;mentation-du-tri-fusion">Impl&#233;mentation du tri fusion<a class="anchor-link" href="#Impl&#233;mentation-du-tri-fusion">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">q</span><span class="p">,</span> <span class="n">r</span><span class="p">):</span>
    <span class="n">tampon</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">i</span> <span class="o">=</span> <span class="n">p</span>
    <span class="n">j</span> <span class="o">=</span> <span class="n">q</span>    
    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">r</span> <span class="o">-</span> <span class="n">p</span><span class="p">):</span>            <span class="c1">#fusion des sous-listes triées </span>
        <span class="k">if</span> <span class="n">j</span> <span class="o">==</span> <span class="n">r</span> <span class="ow">or</span> <span class="p">(</span><span class="n">j</span> <span class="o">&lt;</span> <span class="n">r</span> <span class="ow">and</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">q</span> <span class="ow">and</span> <span class="n">liste</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">liste</span><span class="p">[</span><span class="n">j</span><span class="p">]):</span>
            <span class="n">tampon</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">liste</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">tampon</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">liste</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">r</span> <span class="o">-</span> <span class="n">p</span><span class="p">):</span>            <span class="c1">#recopie de tampon  dans liste[p:r]</span>
        <span class="n">liste</span><span class="p">[</span><span class="n">p</span> <span class="o">+</span> <span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">tampon</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">tri_fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">r</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">p</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">&lt;</span> <span class="n">r</span><span class="p">:</span>
        <span class="n">q</span> <span class="o">=</span> <span class="p">(</span><span class="n">p</span> <span class="o">+</span> <span class="n">r</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
        <span class="n">tri_fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">q</span><span class="p">)</span>
        <span class="n">tri_fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="n">q</span><span class="p">,</span> <span class="n">r</span><span class="p">)</span>
        <span class="n">fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">q</span><span class="p">,</span> <span class="n">r</span><span class="p">)</span>        
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<h3 id="Test-de-correction-du-tri-fusion">Test de correction du tri fusion<a class="anchor-link" href="#Test-de-correction-du-tri-fusion">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">tri</span> <span class="ow">in</span> <span class="p">[</span><span class="k">lambda</span> <span class="n">liste</span> <span class="p">:</span> <span class="n">tri_fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">liste</span><span class="p">))]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH1</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">test_tri</span><span class="p">(</span><span class="n">tri</span><span class="p">,</span> <span class="n">BENCH2</span><span class="p">))</span>
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<pre>[True, True, True]
[True, True, True]
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<h3 id="Complexit&#233;-du-tri-fusion">Complexit&#233; du tri fusion<a class="anchor-link" href="#Complexit&#233;-du-tri-fusion">&#182;</a></h3>
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<p>La complexité du <strong>tri fusion</strong> sur une liste de taille $n$ est de l'ordre de grandeur de $n \ln(n)$ :</p>
<ul>
<li>la profondeur de l'arbre d'appels récursifs est de l'ordre de $\frac{\ln(n)}{\ln(2)}$ le logarithme binaire de $n$</li>
<li>au niveau  $k$ on a $2^{k}$ sous-listes de taille $\frac{n}{2^{k}}$ qu'on fusionne en $2^{k} \times \frac{1}{2}$ appels à la fonction <strong>fusion</strong> et chaque appel à <strong>fusion</strong> coûte $2 \times \frac{n}{2^{k}}$ comparaisons ; on a donc
$2^{k} \times \frac{1}{2} \times \frac{n}{2^{k}} \times 2 = n$ comparaisons par niveau de l'arbre</li>
<li>le nombre total de comparaisons dans l'arbre est donc bien de l'ordre de grandeur de $\frac{\ln(n)}{\ln(2)} \times n$</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span>  <span class="nf">tri_Fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">):</span> <span class="k">return</span> <span class="n">tri_fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">liste</span><span class="p">))</span>
<span class="n">liste_tris</span> <span class="o">=</span> <span class="p">[</span><span class="n">tri_Fusion</span><span class="p">]</span>
<span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">10001</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span>
<span class="n">liste_rapport_taille</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;float&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="p">[</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">taille</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">)]</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>             
        <span class="n">liste_rapport_taille</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span> <span class="o">/</span> <span class="p">(</span><span class="n">liste_taille</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>        
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">rapport_taille</span>  <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_rapport_taille</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">liste_taille</span><span class="p">,</span> <span class="n">rapport_taille</span> <span class="o">/</span> <span class="n">rapport_taille</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#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="sa">r</span><span class="s2">&quot;Temps / (taille * ln(taille)) normalisé par la moyenne&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;complexite-nln(n)-tri_fusion.png&#39;</span><span class="p">)</span>
</pre></div>

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<h2 id="Comparaison-des-tris">Comparaison des tris<a class="anchor-link" href="#Comparaison-des-tris">&#182;</a></h2>
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<h3 id="Les-tris-en-lice">Les tris en lice<a class="anchor-link" href="#Les-tris-en-lice">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[66]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span>  <span class="nf">tri_Fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">):</span> <span class="k">return</span> <span class="n">tri_fusion</span><span class="p">(</span><span class="n">liste</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">liste</span><span class="p">))</span>
<span class="n">liste_tris</span> <span class="o">=</span> <span class="p">[</span><span class="n">tri_selection</span><span class="p">,</span> <span class="n">tri_bulles2</span><span class="p">,</span> <span class="n">tri_insertion</span><span class="p">,</span> <span class="n">tri_Fusion</span><span class="p">]</span>
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<h3 id="Comparaison-des-tris-sur-des-listes-al&#233;atoires">Comparaison des tris sur des listes al&#233;atoires<a class="anchor-link" href="#Comparaison-des-tris-sur-des-listes-al&#233;atoires">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[71]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">1000</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">5001</span><span class="p">,</span> <span class="mi">1000</span><span class="p">))</span>
<span class="n">liste_temps</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))]</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="p">[</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">taille</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">)]</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>
        <span class="n">liste_temps</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">temps</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_temps</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">,</span> <span class="n">temps</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;test-tris-listes-aleatoires.png&#39;</span><span class="p">)</span>
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<h3 id="Comparaison-des-tris-sur-des-listes-tri&#233;es-dans-l'ordre-inverse">Comparaison des tris sur des listes tri&#233;es dans l'ordre inverse<a class="anchor-link" href="#Comparaison-des-tris-sur-des-listes-tri&#233;es-dans-l'ordre-inverse">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[70]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">1000</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">5001</span><span class="p">,</span> <span class="mi">1000</span><span class="p">))</span>
<span class="n">liste_temps</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))]</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">))[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>
        <span class="n">liste_temps</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">temps</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_temps</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">,</span> <span class="n">temps</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;test-tris-listes-ordre-inverse.png&#39;</span><span class="p">)</span>
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<h3 id="Comparaison-des-tris-sur-des-listes-d&#233;j&#224;-tri&#233;es">Comparaison des tris sur des listes d&#233;j&#224; tri&#233;es<a class="anchor-link" href="#Comparaison-des-tris-sur-des-listes-d&#233;j&#224;-tri&#233;es">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[73]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">liste_taille</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">1000</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">5001</span><span class="p">,</span> <span class="mi">1000</span><span class="p">))</span>
<span class="n">liste_temps</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">0</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">))]</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">))]</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">taille</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">):</span>
    <span class="n">liste</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">taille</span><span class="p">))</span>
    <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">tri</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_tris</span><span class="p">):</span>
        <span class="n">liste_temps</span><span class="p">[</span><span class="n">j</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">timetest</span><span class="p">(</span><span class="n">tri</span><span class="p">)(</span><span class="n">liste</span><span class="p">[:])</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">temps</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">liste_temps</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">liste_taille</span><span class="p">,</span> <span class="n">temps</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">liste_tris</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;test-tris-listes-deja-tri.png&#39;</span><span class="p">)</span>
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