PyPerfWebinar2.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>PyPerfWebinar2</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
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}
audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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  margin: 0.67em 0;
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mark {
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small {
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sub,
sup {
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sup {
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}
sub {
  bottom: -0.25em;
}
img {
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svg:not(:root) {
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figure {
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hr {
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pre {
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code,
kbd,
pre,
samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
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}
.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 {
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  border-color: #4cae4c;
}
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}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
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  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,
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.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 {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
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  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;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
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  to {
    opacity: 0;
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}
@-webkit-keyframes fadeOut {
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}
@-moz-keyframes fadeIn {
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}
@-webkit-keyframes fadeIn {
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  to {
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}
/*properties of tooltip after "expand"*/
.bigtooltip {
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  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
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ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #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);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
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            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prelude</span>

<span class="c1"># Just a little Jupyter hacking to allow code snippets to proceed without exceptions</span>

<span class="kn">from</span> <span class="nn">IPython.core.magic</span> <span class="kn">import</span> <span class="n">register_cell_magic</span>

<span class="nd">@register_cell_magic</span><span class="p">(</span><span class="s1">&#39;code_for_illustration&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">code_for_illustration</span><span class="p">(</span><span class="n">line</span><span class="p">,</span> <span class="n">cell</span><span class="p">):</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">exec</span><span class="p">(</span><span class="n">cell</span><span class="p">)</span>
    <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Code snippet for illustration only&quot;</span><span class="p">)</span>
        
<span class="nd">@register_cell_magic</span><span class="p">(</span><span class="s1">&#39;do_not_run_in_jupyter&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">do_not_run_in_jupyter</span><span class="p">(</span><span class="n">line</span><span class="p">,</span> <span class="n">cell</span><span class="p">):</span>
    <span class="k">return</span>
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<h1 id="XSEDE-Webinar:-Python-and-Performance">XSEDE Webinar: Python and Performance<a class="anchor-link" href="#XSEDE-Webinar:-Python-and-Performance">&#182;</a></h1><p><b>Chris Myers &nbsp;&nbsp; ( c.myers @ cornell.edu )<br />
    <br />
Center for Advanced Computing (CAC)&nbsp;&nbsp;  & &nbsp;&nbsp; Department of Physics<br />
    <br />
Cornell University<br />
</b></p>
<hr />

<p>These slides are available as a Jupyter notebook in a github repository at <a href="https://github.com/CornellCAC/CVW_PyHP">https://github.com/CornellCAC/CVW_PyHP</a> (in the notebook file named PyPerfWebinar2.ipynb).</p>
<p>This webinar is intended as an overview and complement to the Cornell Virtual Workshop (CVW) tutorial on "Python for High Performance", at <a href="https://cvw.cac.cornell.edu/python">https://cvw.cac.cornell.edu/python</a> .</p>
<table style="float:left"><tr>
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    <td>                      </td>
    <td><img src="images/XSEDE_Logo_Blue.png" width="400"/></td>
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<h1 id="Code-of-Conduct">Code of Conduct<a class="anchor-link" href="#Code-of-Conduct">&#182;</a></h1><p>XSEDE has an external code of conduct which represents our commitment to providing an inclusive and harassment-free environment in all interactions regardless of race, age, ethnicity, national origin, language, gender, gender identity, sexual orientation, disability, physical appearance, political views, military service, health status, or religion. The code of conduct extends to all XSEDE-sponsored events, services, and interactions.</p>
<p>Code of Conduct: <a href="https://www.xsede.org/codeofconduct">https://www.xsede.org/codeofconduct</a></p>
<p>Contact:</p>
<ul>
<li>Event organizer: Susan Mehringer, CAC (shm7@cornell.edu) </li>
<li>XSEDE ombudspersons:<ul>
<li>Linda Akli, Southeastern Universities Research Association (akli@sura.org)</li>
<li>Lizanne Destefano, Georgia Tech (lizanne.destefano@ceismc.gatech.edu)</li>
<li>Ken Hackworth, Pittsburgh Supercomputing Center (hackworth@psc.edu)</li>
<li>Bryan Snead, Texas Advanced Computing Center (jbsnead@tacc.utexas.edu)</li>
</ul>
</li>
<li>Anonymous reporting form available at <a href="https://www.xsede.org/codeofconduct">https://www.xsede.org/codeofconduct</a></li>
</ul>

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<h1 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h1><ul>
<li>Python is interpreted (i.e., executed in an interpreter)</li>
<li>Compiled programs (e.g., C/C++, Fortran) generally run faster than interpreted programs</li>
<li>Interpreted languages are often better for rapid prototyping and high-level program control</li>
<li>Optimizing "time to science" might suggest prioritizing program development time over computational run time (or maybe vice versa)</li>
<li><b>How should we best use Python for applications that require numerically intensive computations?</b></li>
<li><b>Can we have the best of both worlds (expressiveness and performance)?</b></li>
<li><b>If there are tradeoffs, where are they and how can they be mitigated?</b></li>
<li>As with most things in Python, there is no one answer, and the landscape is constantly changing...</li>
</ul>

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<h1 id="CPython">CPython<a class="anchor-link" href="#CPython">&#182;</a></h1><ul>
<li>CPython: the reference implementation of the language, and the most widely used interpreter<ul>
<li>generally installed as "python"</li>
</ul>
</li>
<li>Alternative implementations/interpreters exist (e.g., IronPython, Jython, PyPy) &mdash; we will not consider these here</li>
<li>IPython &amp; Jupyter kernel are thin layers on top of CPython to provide additional functionality <ul>
<li>but typically use <code>python myprogram.py</code> for long-running programs in batch</li>
</ul>
</li>
<li>CPython compiles Python source code to bytecodes, and then operates on those</li>
</ul>

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<h1 id="Python/C-API-and-extension-modules">Python/C API and extension modules<a class="anchor-link" href="#Python/C-API-and-extension-modules">&#182;</a></h1><ul>
<li>CPython, written in C, is accompanied by an Application Programming Interface (API) that enables communication between Python and C (and thus to basically any other language)</li>
<li>Python/C API allows for compiled chunks of code to be called from Python or executed within the CPython interpreter &rarr; <b>extension modules</b></li>
<li>Compiled shared object library (.so, .dll, etc.) is accessed through Python/C API<ul>
<li>compiled code executes operations of interest</li>
<li>wrapper/interface code consists of calls to Python/C API and underlying compiled code</li>
</ul>
</li>
<li>Can be imported into python interpreter just as pure Python source code can</li>
<li>Much core functionality of the Python language and standard library are written in C</li>
</ul>

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<h1 id="Hybrid-Codes">Hybrid Codes<a class="anchor-link" href="#Hybrid-Codes">&#182;</a></h1><p>It is often advantageous to blend high-level languages for control with low-level languages for performance.  Overall performance depends on the granularity of computations in compiled code and the overhead required to communicate between languages.</p>
<p><img src="images/PyCompiled4.png" alt="Hybrid Codes"></p>
<p>There are many different tools that support the interleaving of Python and compiled extension modules.</p>

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<h1 id="Outline">Outline<a class="anchor-link" href="#Outline">&#182;</a></h1><ul>
<li>Introduction</li>
<li>Three main strategies for improved performance<ul>
<li>More compiled code</li>
<li>Parallel processing</li>
<li>Faster native Python</li>
</ul>
</li>
<li>Performance assessment</li>
<li>Supplementary material</li>
</ul>
<center><img src="images/PyAxes.png" /></center>
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<h1 id="More-compiled-code">More compiled code<a class="anchor-link" href="#More-compiled-code">&#182;</a></h1><ul>
<li>Compiled third-party libraries</li>
<li>Compiling custom code</li>
</ul>
<center><img src="images/PyMoreCompiled.png" /></center>
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<h1 id="Third-Party-Libraries-for-Numerical-&amp;-Scientific-Computing">Third-Party Libraries for Numerical &amp; Scientific Computing<a class="anchor-link" href="#Third-Party-Libraries-for-Numerical-&amp;-Scientific-Computing">&#182;</a></h1><h4 id="a.k.a.-The-Python-Scientific-Computing-Ecosystem">a.k.a. The Python Scientific Computing Ecosystem<a class="anchor-link" href="#a.k.a.-The-Python-Scientific-Computing-Ecosystem">&#182;</a></h4><ul>
<li>Most specific functionality for scientific computing is provided by third-party libraries, which are typically a mix of Python code and compiled extension modules<ul>
<li><b>NumPy</b>: multi-dimensional arrays, linear algebra, random numbers</li>
<li><b>SciPy</b>: routines for integration, optimization, root-finding, interpolation, etc.</li>
<li><b>Pandas</b>: Series and Dataframes for tabular data and statistics (e.g., from spreadsheets)</li>
<li><b>Scikit-learn, TensorFlow, Caffe, PyTorch, Keras</b>: machine learning</li>
<li><b>Matplotlib, Seaborn, Bokeh</b>: plotting</li>
<li><b>NetworkX</b>: networks</li>
<li>etc.</li>
</ul>
</li>
<li>Bundled distributions (e.g., Anaconda) contain many of these, with tools for installing additional packages</li>
</ul>

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<h1 id="NumPy">NumPy<a class="anchor-link" href="#NumPy">&#182;</a></h1><ul>
<li>NumPy = "Numerical Python", the cornerstone of the scientific computing ecosystem for Python</li>
<li>largely written in C, with links to BLAS and LAPACK libraries for linear algebra</li>
<li>provides multidimensional arrays and array-level operations (a form of vectorization)</li>
</ul>
<ul>
<li><b>conventional wisdom</b>: avoid loops in Python and use array syntax</li>
<li><b>a challenge</b>: figuring out how to express complex operations solely using array syntax<ul>
<li>including indexing, slicing, and broadcasting</li>
</ul>
</li>
<li><b>a caveat</b>: convenient syntax can disguise performance inefficiencies (e.g., temporary arrays)</li>
</ul>

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<h1 id="Array-operations">Array operations<a class="anchor-link" href="#Array-operations">&#182;</a></h1><h4 id="Aggregated-operations-over-arrays">Aggregated operations over arrays<a class="anchor-link" href="#Aggregated-operations-over-arrays">&#182;</a></h4>
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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="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">1000</span><span class="p">,</span><span class="mi">1000</span><span class="p">))</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">1000</span><span class="p">,</span><span class="mi">1000</span><span class="p">))</span>

<span class="n">log_a</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">a</span><span class="p">)</span>  <span class="c1"># an example of a &quot;universal function&quot; (ufunc) -- operates on scalars and arrays</span>

<span class="n">c</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>    <span class="c1"># throws ValueError if a and b not the same shape</span>
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<h4 id="The-challenge-of-more-complex-operations">The challenge of more complex operations<a class="anchor-link" href="#The-challenge-of-more-complex-operations">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># numpy multiplicative outer product -- defined internally within numpy namespace</span>

<span class="k">def</span> <span class="nf">outer</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">):</span>
    <span class="n">multiply</span><span class="p">(</span><span class="n">a</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[:,</span> <span class="n">newaxis</span><span class="p">],</span> <span class="n">b</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="n">newaxis</span><span class="p">,</span> <span class="p">:],</span> <span class="n">out</span><span class="p">)</span>
    
<span class="n">x</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">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<span class="n">y</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">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>

<span class="n">np</span><span class="o">.</span><span class="n">outer</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">)</span>
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<pre>array([[ 2,  3,  4],
       [ 4,  6,  8],
       [ 6,  9, 12]])</pre>
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<h4 id="The-caveat-of-array-temporaries">The caveat of array temporaries<a class="anchor-link" href="#The-caveat-of-array-temporaries">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The problem of temporary array creation</span>

<span class="n">d</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">b</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">c</span>

<span class="c1"># temporaries: 3*c, 2*b, (2*b)+(3*c), a + ((2*b) + (3*c))</span>
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<h1 id="NumPy-and-optimized-libraries">NumPy and optimized libraries<a class="anchor-link" href="#NumPy-and-optimized-libraries">&#182;</a></h1><ul>
<li>NumPy performance can be enhanced if linked to optimized libraries<ul>
<li><code>numpy.__config__.show()</code> to list what BLAS, LAPACK libraries numpy is linked to</li>
</ul>
</li>
<li>Intel MKL (Math Kernel Library) for Intel processors &mdash; bundled with Anaconda Python distribution</li>
<li>also, OpenBLAS and ATLAS</li>
<li>On multi-core architectures, NumPy linear algebra operations using BLAS &amp; LAPACK can leverage thread-based parallelism for free by setting environment variables appropriate for processor<ul>
<li><code>MKL_NUM_THREADS = N</code>        # if using MKL</li>
<li><code>OMP_NUM_THREADS = N</code>        # if libraries support OpenMP</li>
</ul>
</li>
</ul>

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<h1 id="SciPy">SciPy<a class="anchor-link" href="#SciPy">&#182;</a></h1><ul>
<li>SciPy = "Scientific Python"</li>
<li>sits on top of NumPy, wrapping many C and Fortran numerical routines, with convenient Python interface</li>
<li>routines for integration, optimization, root-finding, interpolation, fitting, etc.</li>
<li>Python callbacks enable ease-of-use, but with some performance penalty</li>
</ul>
<center><img src="images/PyCallable2b.png" /></center>
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<h1 id="Compiling-Custom-Code">Compiling Custom Code<a class="anchor-link" href="#Compiling-Custom-Code">&#182;</a></h1><ul>
<li>Compilation frameworks<ul>
<li>Numba and Cython</li>
<li>internal code generation for deep learning neural networks: Tensorflow, PyTorch, etc.</li>
</ul>
</li>
<li>Wrapper and interface generators</li>
</ul>

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<h1 id="Numba">Numba<a class="anchor-link" href="#Numba">&#182;</a></h1><ul>
<li>a just-in-time (JIT) compiler that compiles a subset of Python and NumPy source to machine code for execution in CPython</li>
<li>uses LLVM to convert Python bytecodes to intermediate representation (IR), and generates optimized C code from that</li>
<li>can be configured in more detail, but some performance improvements simply via addition of @jit decorator</li>
<li>multicore parallelism easily supported through options to decorators</li>
<li>Nice tutorial at SciPy 2017 by Gil Forsyth &amp; Lorena Barba ( <a href="https://www.youtube.com/watch?v=1AwG0T4gaO0">https://www.youtube.com/watch?v=1AwG0T4gaO0</a> )</li>
</ul>

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<h1 id="Upending-the-conventional-wisdom-via-compilation">Upending the conventional wisdom via compilation<a class="anchor-link" href="#Upending-the-conventional-wisdom-via-compilation">&#182;</a></h1>
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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">from</span> <span class="nn">numba</span> <span class="kn">import</span> <span class="n">jit</span>

<span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">Z</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span><span class="mi">1000</span><span class="p">,</span><span class="mi">1000</span><span class="p">))</span>

<span class="k">def</span> <span class="nf">f1</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">y</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">z</span>

<span class="k">def</span> <span class="nf">f2</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span><span class="p">):</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
            <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">y</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">z</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">result</span>

<span class="nd">@jit</span>
<span class="k">def</span> <span class="nf">f3</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span><span class="p">):</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
            <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">y</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">z</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">result</span>

<span class="nd">@jit</span>
<span class="k">def</span> <span class="nf">f4</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">y</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">z</span>

<span class="n">r1</span> <span class="o">=</span> <span class="n">f1</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">Z</span><span class="p">);</span> <span class="n">r2</span> <span class="o">=</span> <span class="n">f2</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">Z</span><span class="p">);</span> <span class="n">r3</span> <span class="o">=</span> <span class="n">f3</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">Z</span><span class="p">);</span> <span class="n">r4</span> <span class="o">=</span> <span class="n">f4</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">Z</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">timeit</span> f1(X,Y,Z)
<span class="o">%</span><span class="k">timeit</span> f2(X,Y,Z)
<span class="o">%</span><span class="k">timeit</span> f3(X,Y,Z)
<span class="o">%</span><span class="k">timeit</span> f4(X,Y,Z)
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<pre>2.96 ms ± 22.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
1.17 s ± 143 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)
2.77 ms ± 1.03 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)
3.09 ms ± 329 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
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<h1 id="Cython">Cython<a class="anchor-link" href="#Cython">&#182;</a></h1><ul>
<li>a C-like superset of the Python language that adds capabilities for type declarations</li>
<li>a system for converting chunks of Python/Cython code into C for compilation and execution within CPython</li>
</ul>
<ul>
<li>can be used to compile extension modules ahead of time, or for on-the-fly compilation using IPython magic functions (%%cython)</li>
<li>mature technology used by many packages in Python ecosystem to optimize particular functionality (NumPy, Pandas, Scikit-learn, etc.)</li>
<li>provides support for OpenMP-based parallelism through the cython.parallel module</li>
<li>Nice tutorial at SciPy 2015 by Kurt Smith ( <a href="https://www.youtube.com/watch?v=gMvkiQ-gOW8">https://www.youtube.com/watch?v=gMvkiQ-gOW8</a> )</li>
</ul>

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<h2 id="Wrapper-and-Interface-Generators">Wrapper and Interface Generators<a class="anchor-link" href="#Wrapper-and-Interface-Generators">&#182;</a></h2><p>Useful if you have an existing code base (C/C++, Fortran, etc.) that you would like to be able to call from Python</p>
<p>Typically a multi-step process:</p>
<ul>
<li>Function and class declarations &rarr; Python/C API code generation (wrapper code)</li>
<li>Wrapper code compiled and linked with underlying library &rarr; <b>.so file</b></li>
<li>Possibly some additional Python code generated</li>
</ul>

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<h2 id="Wrapper-and-Interface-Generators">Wrapper and Interface Generators<a class="anchor-link" href="#Wrapper-and-Interface-Generators">&#182;</a></h2><p>Some of the many packages available:</p>
<ul>
<li><b>CFFI</b> and <b>ctypes</b> provide \"foreign function interfaces\", or lightweight APIs, for calling C libraries from within Python</li>
<li><b>Boost.python</b> helps write C++ libraries that Python can import</li>
<li><b>SWIG</b> reads C and C++ header files and generates a library than Python (or many other scripting languages) can import</li>
<li><b>F2PY</b> reads Fortran code and generates a library that Python can import</li>
<li><b>PyCUDA</b> and PyOpenCL provide access within Python to GPUs</li>
</ul>

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<h1 id="Parallel-Processing">Parallel Processing<a class="anchor-link" href="#Parallel-Processing">&#182;</a></h1><ul>
<li>Parallelization: across threads, across cores, across processors<ul>
<li>...to reduce wallclock time to solution</li>
<li>...to solve bigger problems that don't fit in a single processor</li>
</ul>
</li>
<li>CPython uses a Global Interpreter Lock (GIL): only one thread can run at a time</li>
<li>GIL does not apply to multithreaded code in compiled library (e.g., MKL) or non-blocking I/O</li>
<li>Multiple Python processes can run concurrently (each with their own GIL)</li>
<li>(and new development is taking place to enable multiple interpreters within a single process)</li>
</ul>
<center><img src="images/PyParallel.png" /></center>
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<h1 id="Multiprocessing-and-concurrent.futures-modules">Multiprocessing and concurrent.futures modules<a class="anchor-link" href="#Multiprocessing-and-concurrent.futures-modules">&#182;</a></h1><ul>
<li>control of multiple processes and communication between them</li>
<li>useful for multiprocessing within a multi-core, shared memory processor</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">do_not_run_in_jupyter</span>  # Jupyter and multiprocessing do not work well together

from multiprocessing import Pool

def f(x):
    return x*x

with Pool(4) as p:
    print(p.map(f, range(100))
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<h1 id="Message-passing-with-mpi4py">Message passing with mpi4py<a class="anchor-link" href="#Message-passing-with-mpi4py">&#182;</a></h1><ul>
<li>MPI = "Message Passing Interface" &mdash; a widely-used standard for parallel processing </li>
<li>Many Python wrappers to MPI developed over the years; mpi4py is probably most widely used at this time</li>
<li>use <code>mpiexec</code> or <code>ibrun</code> in shell to run a python program over multiple processors<ul>
<li>e.g., <code>ibrun python myprogram.py</code> on Stampede2 at TACC</li>
</ul>
</li>
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<h2 id="mpi4py">mpi4py<a class="anchor-link" href="#mpi4py">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Typical MPI fare: communicators, ranks, sends, receives, etc.</span>

<span class="kn">from</span> <span class="nn">mpi4py</span> <span class="kn">import</span> <span class="n">MPI</span>
<span class="n">comm</span> <span class="o">=</span> <span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;rank&#39;</span><span class="p">,</span> <span class="n">comm</span><span class="o">.</span><span class="n">Get_rank</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;size&#39;</span><span class="p">,</span> <span class="n">comm</span><span class="o">.</span><span class="n">Get_size</span><span class="p">())</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
<span class="n">data2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;data2 =&#39;</span><span class="p">,</span> <span class="n">data2</span><span class="p">)</span>

<span class="n">comm</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">dest</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">tag</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">comm</span><span class="o">.</span><span class="n">Recv</span><span class="p">(</span><span class="n">data2</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">tag</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;data2 =&#39;</span><span class="p">,</span> <span class="n">data2</span><span class="p">)</span>
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<pre>rank 0
size 1
data2 = [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
data2 = [0. 1. 2. 3. 4. 5. 6. 7. 8. 9.]
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<h1 id="Exercise:-Estimating-$\pi$-via-Monte-Carlo-using-mpi4py">Exercise: Estimating $\pi$ via Monte Carlo using mpi4py<a class="anchor-link" href="#Exercise:-Estimating-$\pi$-via-Monte-Carlo-using-mpi4py">&#182;</a></h1><p><a href="https://cvw.cac.cornell.edu/python/exercise">Exercise in CVW on "Python for High Performance"</a></p>
<center><img src="images/throwingdarts.png" width="600"></center>
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<h2 id="Some-Other-Parallel-Tools">Some Other Parallel Tools<a class="anchor-link" href="#Some-Other-Parallel-Tools">&#182;</a></h2><ul>
<li><b>Dask</b><ul>
<li>distributed NumPy arrays and Pandas DataFrames</li>
<li>task scheduling interface for custom workflows</li>
</ul>
</li>
<li><b>Joblib</b><ul>
<li>lightweight pipelining with support for parallel processing</li>
<li>specific optimizations for NumPy arrays</li>
</ul>
</li>
<li><b>ipyparallel</b><ul>
<li>parallel and distributed computing within IPython</li>
</ul>
</li>
<li><b>pymp</b><ul>
<li>"brings OpenMP-like functionality to Python"</li>
</ul>
</li>
<li><b>asyncio</b><ul>
<li>"library to write concurrent code using the async/await syntax"</li>
<li>well-suited for IO-bound and networking code</li>
</ul>
</li>
</ul>

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<h1 id="Faster-Native-Python">Faster Native Python<a class="anchor-link" href="#Faster-Native-Python">&#182;</a></h1><center><img src="images/PyFaster.png" /></center><ul>
<li>Collections and containers: the right data structure for the job</li>
<li>Lazy evaluation</li>
<li>Memory management</li>
</ul>
<ul>
<li>More details in the supplementary material below and at <a href="https://cvw.cac.cornell.edu/python/faster">https://cvw.cac.cornell.edu/python/faster</a></li>
</ul>

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<h2 id="Collections-and-containers">Collections and containers<a class="anchor-link" href="#Collections-and-containers">&#182;</a></h2><p>Use the right data structure for the job</p>
<p>For example, numerical performance of membership testing for sets and lists containing the same data can be very different:</p>

<pre><code>* sets ~ O(1)
* lists ~ O(N)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">set1</span>  <span class="o">=</span> <span class="nb">set</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">10000</span><span class="p">))</span>
<span class="n">list1</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">10000</span><span class="p">))</span>

<span class="o">%</span><span class="k">timeit</span> 9800 in set1

<span class="o">%</span><span class="k">timeit</span> 9800 in list1
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<pre>46.9 ns ± 6.4 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each)
101 µs ± 8.36 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)
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<h1 id="Performance-Assessment">Performance Assessment<a class="anchor-link" href="#Performance-Assessment">&#182;</a></h1><ul>
<li>Algorithms and computational architectures are complex: be empirical about performance</li>
<li>Timing: getting timing information for particular operations</li>
<li>Profiling: figuring out where time is being spent</li>
</ul>
<p>IPython magic functions</p>
<ul>
<li>%timeit : uses timeit module from Python Standard Library</li>
<li>%prun : uses profile module from Python Standard Library</li>
<li>%lprun : uses line_profiler module (separate install)</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.integrate</span> <span class="kn">import</span> <span class="n">solve_ivp</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="n">sigma</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">rho</span> <span class="o">=</span> <span class="mi">28</span>
<span class="n">beta</span> <span class="o">=</span> <span class="mf">8.0</span><span class="o">/</span><span class="mi">3</span>

<span class="k">def</span> <span class="nf">lorenz</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">xyz</span><span class="p">):</span>
    <span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span> <span class="o">=</span> <span class="n">xyz</span>
    <span class="n">xdot</span> <span class="o">=</span> <span class="n">sigma</span><span class="o">*</span><span class="p">(</span><span class="n">y</span><span class="o">-</span><span class="n">x</span><span class="p">)</span>
    <span class="n">ydot</span> <span class="o">=</span> <span class="n">x</span><span class="o">*</span><span class="p">(</span><span class="n">rho</span><span class="o">-</span><span class="n">z</span><span class="p">)</span> <span class="o">-</span> <span class="n">y</span>
    <span class="n">zdot</span> <span class="o">=</span> <span class="n">x</span><span class="o">*</span><span class="n">y</span> <span class="o">-</span> <span class="n">beta</span><span class="o">*</span><span class="n">z</span>
    <span class="k">return</span> <span class="p">[</span><span class="n">xdot</span><span class="p">,</span> <span class="n">ydot</span><span class="p">,</span> <span class="n">zdot</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">integrate_lorenz</span><span class="p">(</span><span class="n">ic</span><span class="o">=</span><span class="p">[</span><span class="mf">1.</span><span class="p">,</span><span class="mf">1.</span><span class="p">,</span><span class="mf">1.</span><span class="p">],</span> <span class="n">t_span</span><span class="o">=</span><span class="p">(</span><span class="mf">0.</span><span class="p">,</span><span class="mf">100.</span><span class="p">)):</span>
    <span class="n">sol</span> <span class="o">=</span> <span class="n">solve_ivp</span><span class="p">(</span><span class="n">lorenz</span><span class="p">,</span> <span class="n">t_span</span><span class="p">,</span> <span class="n">ic</span><span class="p">,</span> <span class="n">t_eval</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">*</span><span class="n">t_span</span><span class="p">,</span> <span class="mi">10000</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">sol</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">prun</span> integrate_lorenz()
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># first need to install line_profiler package if not installed by default</span>
<span class="c1"># the load the line_profiler extension into the notebook</span>

<span class="o">%</span><span class="k">load_ext</span> line_profiler

<span class="o">%</span><span class="k">lprun</span> -f lorenz -f integrate_lorenz integrate_lorenz()
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<h1 id="Optimizing-Time-to-Science">Optimizing Time to Science<a class="anchor-link" href="#Optimizing-Time-to-Science">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sol</span> <span class="o">=</span> <span class="n">integrate_lorenz</span><span class="p">()</span>
<span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">,</span> <span class="n">zs</span> <span class="o">=</span> <span class="n">sol</span><span class="p">[</span><span class="s1">&#39;y&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">mpl_toolkits.mplot3d</span> <span class="kn">import</span> <span class="n">Axes3D</span>  
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">gca</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="s1">&#39;3d&#39;</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">,</span> <span class="n">zs</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;y&quot;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_zlabel</span><span class="p">(</span><span class="s2">&quot;z&quot;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Butterflies are free to fly&#39;</span><span class="p">);</span>
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<h2 id="Summary">Summary<a class="anchor-link" href="#Summary">&#182;</a></h2><ul>
<li>Python and Performance together in one big tent</li>
<li>There is no one answer: think about what works best for what you need to accomplish</li>
<li>Make sure you have the right algorithms, do not prematurely optimize, and be empirical about performance</li>
</ul>
<p>For more detail, see the Cornell Virtual Workshop (CVW) tutorial on "Python for High Performance", at <a href="https://cvw.cac.cornell.edu/python">https://cvw.cac.cornell.edu/python</a> .</p>
<p>These slides are available as a Jupyter notebook named PyPerfWebinar2.ipynb at: <a href="https://github.com/CornellCAC/CVW_PyHP">https://github.com/CornellCAC/CVW_PyHP</a></p>
<p>There is supplementary material at the end of this notebook going into some of these issues in more detail.</p>

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<h1 id="Supplementary-material">Supplementary material<a class="anchor-link" href="#Supplementary-material">&#182;</a></h1><ul>
<li>Jupyter and RISE</li>
<li>Extension modules in more detail</li>
<li>NumPy: outer products and broadcasting</li>
<li>Python callbacks in SciPy</li>
<li>Parallel execution with numba</li>
<li>Cython<ul>
<li>Pure Python vs. Cython</li>
<li>Cython timing comparison</li>
</ul>
</li>
<li>Multiprocessing<ul>
<li>concurrent.futures</li>
<li>example from networkx</li>
</ul>
</li>
<li>Writing faster Python<ul>
<li>Collections and containers</li>
<li>Lazy evaluation</li>
</ul>
</li>
</ul>

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<h1 id="Questions?">Questions?<a class="anchor-link" href="#Questions?">&#182;</a></h1><ul>
<li>Extension modules and hybrid codes</li>
<li>Three main strategies<ul>
<li>More compiled code<ul>
<li>Compiled libraries</li>
<li>Compilation frameworks</li>
<li>Wrapper and interface generators</li>
</ul>
</li>
<li>Parallel processing<ul>
<li>multiprocessing</li>
<li>MPI</li>
</ul>
</li>
<li>Faster native Python</li>
</ul>
</li>
<li>Performance assessment</li>
<li>Anything else regarding Python and Performance?</li>
</ul>

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<h1 id="Jupyter-and-RISE">Jupyter and RISE<a class="anchor-link" href="#Jupyter-and-RISE">&#182;</a></h1><p>This material is contained in a live Jupyter notebook.  The RISE extension enables us to format the notebook as a series of slides.  It is useful to define a few new "cell magics" for Jupyter so that this can be run smoothly.</p>
<ul>
<li>Jupyter: <a href="https://jupyter.org">https://jupyter.org</a></li>
<li>RISE: <a href="https://rise.readthedocs.io/en/stable/">https://rise.readthedocs.io/en/stable/</a></li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Just a little Jupyter hacking to allow code snippets to proceed without exceptions</span>

<span class="kn">from</span> <span class="nn">IPython.core.magic</span> <span class="kn">import</span> <span class="n">register_cell_magic</span>

<span class="nd">@register_cell_magic</span><span class="p">(</span><span class="s1">&#39;code_for_illustration&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">code_for_illustration</span><span class="p">(</span><span class="n">line</span><span class="p">,</span> <span class="n">cell</span><span class="p">):</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">exec</span><span class="p">(</span><span class="n">cell</span><span class="p">)</span>
    <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Code snippet for illustration only&quot;</span><span class="p">)</span>
        
<span class="nd">@register_cell_magic</span><span class="p">(</span><span class="s1">&#39;do_not_run_in_jupyter&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">do_not_run_in_jupyter</span><span class="p">(</span><span class="n">line</span><span class="p">,</span> <span class="n">cell</span><span class="p">):</span>
    <span class="k">return</span>
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<h1 id="Extension-module-example:-the-math-library">Extension module example: the math library<a class="anchor-link" href="#Extension-module-example:-the-math-library">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linux &amp; MacOS only -- examine the mix of API and math functions in the math .so shared library</span>

<span class="kn">import</span> <span class="nn">math</span>
<span class="nb">print</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="n">pi</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="vm">__file__</span><span class="p">)</span>

<span class="o">!</span>nm <span class="nv">$math</span>.__file__
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<pre>-1.0
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<h1 id="NumPy:-outer-products-and-broadcasting">NumPy: outer products and broadcasting<a class="anchor-link" href="#NumPy:-outer-products-and-broadcasting">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># numpy multiplicative outer product</span>

<span class="k">def</span> <span class="nf">outer</span><span class="p">(</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">):</span>
    <span class="n">multiply</span><span class="p">(</span><span class="n">a</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[:,</span> <span class="n">newaxis</span><span class="p">],</span> <span class="n">b</span><span class="o">.</span><span class="n">ravel</span><span class="p">()[</span><span class="n">newaxis</span><span class="p">,</span> <span class="p">:],</span> <span class="n">out</span><span class="p">)</span>

<span class="c1"># e.g., generalized outer product to compute pairwise Hamming distances between all subsequences in a 2D array</span>

<span class="k">def</span> <span class="nf">Hamming_outer</span><span class="p">(</span><span class="n">a0</span><span class="p">,</span><span class="n">a1</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">bitwise_xor</span><span class="p">(</span><span class="n">a0</span><span class="p">[:,</span><span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">],</span> <span class="n">a1</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">,:]),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
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<h1 id="Python-callbacks-in-SciPy">Python callbacks in SciPy<a class="anchor-link" href="#Python-callbacks-in-SciPy">&#182;</a></h1>
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<p><img src="images/PyCallable.png" alt="Python callbacks"></p>
<ul>
<li>can hack things with the help of wrapper generation tools to get compiled routines to accept a pointer to a compiled callback function (func in this example)</li>
<li>scipy.LowLevelCallable recently introduced to work with some functions (not solve_ivp)</li>
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<h1 id="Parallel-execution-with-Numba">Parallel execution with Numba<a class="anchor-link" href="#Parallel-execution-with-Numba">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">numba</span> <span class="kn">import</span> <span class="n">prange</span>

<span class="nd">@jit</span><span class="p">(</span><span class="n">nopython</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">parallel</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">f5</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span><span class="p">):</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prange</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">prange</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
            <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">y</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">z</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">result</span>

<span class="nd">@jit</span><span class="p">(</span><span class="n">nopython</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">parallel</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">f6</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">z</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">y</span> <span class="o">+</span> <span class="mi">3</span><span class="o">*</span><span class="n">z</span>


<span class="n">r5</span> <span class="o">=</span> <span class="n">f5</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">Z</span><span class="p">);</span> <span class="n">r6</span> <span class="o">=</span> <span class="n">f6</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">Z</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">timeit</span> f5(X,Y,Z)
<span class="o">%</span><span class="k">timeit</span> f6(X,Y,Z)
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<pre>854 µs ± 6.33 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
1.03 ms ± 42.3 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
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<h1 id="Comparing-pure-Python-vs.-Cython">Comparing pure Python vs. Cython<a class="anchor-link" href="#Comparing-pure-Python-vs.-Cython">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Example: adapted from Cython tutorial at https://cython.readthedocs.io/en/latest/src/tutorial/cython_tutorial.html#primes</span>
<span class="c1"># pure Python code</span>

<span class="k">def</span> <span class="nf">primes</span><span class="p">(</span><span class="n">nb_primes</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">nb_primes</span> <span class="o">&gt;</span> <span class="mi">1000</span><span class="p">:</span>
        <span class="n">nb_primes</span> <span class="o">=</span> <span class="mi">1000</span>

    <span class="n">p</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">nb_primes</span>
    <span class="n">len_p</span> <span class="o">=</span> <span class="mi">0</span>  <span class="c1"># The current number of elements in p.</span>
    <span class="n">n</span> <span class="o">=</span> <span class="mi">2</span>
    <span class="k">while</span> <span class="n">len_p</span> <span class="o">&lt;</span> <span class="n">nb_primes</span><span class="p">:</span>
        <span class="c1"># Is n prime?</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">p</span><span class="p">[:</span><span class="n">len_p</span><span class="p">]:</span>
            <span class="k">if</span> <span class="n">n</span> <span class="o">%</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
                <span class="k">break</span>

        <span class="c1"># If no break occurred in the loop, we have a prime.</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span><span class="p">[</span><span class="n">len_p</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
            <span class="n">len_p</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="n">n</span> <span class="o">+=</span> <span class="mi">1</span>

    <span class="c1"># Let&#39;s return the result in a python list:</span>
    <span class="c1">#result_as_list  = [prime for prime in p[:len_p]]</span>
    <span class="c1">#return result_as_list</span>
    <span class="k">return</span> <span class="n">p</span>

<span class="n">primes100</span> <span class="o">=</span> <span class="n">primes</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">primes100</span><span class="p">)</span>
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<pre>[2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181, 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251, 257, 263, 269, 271, 277, 281, 283, 293, 307, 311, 313, 317, 331, 337, 347, 349, 353, 359, 367, 373, 379, 383, 389, 397, 401, 409, 419, 421, 431, 433, 439, 443, 449, 457, 461, 463, 467, 479, 487, 491, 499, 503, 509, 521, 523, 541]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">load_ext</span> Cython
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">-</span><span class="n">a</span>

<span class="c"># Cython code: note type declarations and cdef statements</span>
<span class="c"># Cython alterations to source code are visible in the output window below</span>

<span class="k">def</span> <span class="nf">primes_cython</span><span class="p">(</span><span class="nb">int</span> <span class="n">nb_primes</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">int</span> <span class="nf">n</span><span class="p">,</span> <span class="nf">i</span><span class="p">,</span> <span class="nf">len_p</span>
    <span class="k">cdef</span> <span class="kt">int</span> <span class="kt">p</span>[1000]
    <span class="k">if</span> <span class="n">nb_primes</span> <span class="o">&gt;</span> <span class="mf">1000</span><span class="p">:</span>
        <span class="n">nb_primes</span> <span class="o">=</span> <span class="mf">1000</span>

    <span class="n">len_p</span> <span class="o">=</span> <span class="mf">0</span>  <span class="c"># The current number of elements in p.</span>
    <span class="n">n</span> <span class="o">=</span> <span class="mf">2</span>
    <span class="k">while</span> <span class="n">len_p</span> <span class="o">&lt;</span> <span class="n">nb_primes</span><span class="p">:</span>
        <span class="c"># Is n prime?</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">p</span><span class="p">[:</span><span class="n">len_p</span><span class="p">]:</span>
            <span class="k">if</span> <span class="n">n</span> <span class="o">%</span> <span class="n">i</span> <span class="o">==</span> <span class="mf">0</span><span class="p">:</span>
                <span class="k">break</span>

        <span class="c"># If no break occurred in the loop, we have a prime.</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span><span class="p">[</span><span class="n">len_p</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span>
            <span class="n">len_p</span> <span class="o">+=</span> <span class="mf">1</span>
        <span class="n">n</span> <span class="o">+=</span> <span class="mf">1</span>

    <span class="c"># Let&#39;s return the result in a python list:</span>
    <span class="n">result_as_list</span>  <span class="o">=</span> <span class="p">[</span><span class="n">prime</span> <span class="k">for</span> <span class="n">prime</span> <span class="ow">in</span> <span class="n">p</span><span class="p">[:</span><span class="n">len_p</span><span class="p">]]</span>
    <span class="k">return</span> <span class="n">result_as_list</span>

<span class="n">cprimes100</span> <span class="o">=</span> <span class="n">primes_cython</span><span class="p">(</span><span class="mf">100</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">cprimes100</span><span class="p">)</span>
</pre></div>

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<pre>[2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181, 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251, 257, 263, 269, 271, 277, 281, 283, 293, 307, 311, 313, 317, 331, 337, 347, 349, 353, 359, 367, 373, 379, 383, 389, 397, 401, 409, 419, 421, 431, 433, 439, 443, 449, 457, 461, 463, 467, 479, 487, 491, 499, 503, 509, 521, 523, 541]
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<p>
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<div class="cython"><pre class="cython line score-0">&#xA0;<span class="">01</span>: </pre>
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<pre class="cython line score-0">&#xA0;<span class="">04</span>: </pre>
<pre class="cython line score-27" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">05</span>: <span class="k">def</span> <span class="nf">primes_cython</span><span class="p">(</span><span class="nb">int</span> <span class="n">nb_primes</span><span class="p">):</span></pre>
<pre class='cython code score-27 '>/* Python wrapper */
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</pre><pre class="cython line score-0">&#xA0;<span class="">06</span>:     <span class="k">cdef</span> <span class="kt">int</span> <span class="nf">n</span><span class="p">,</span> <span class="nf">i</span><span class="p">,</span> <span class="nf">len_p</span></pre>
<pre class="cython line score-0">&#xA0;<span class="">07</span>:     <span class="k">cdef</span> <span class="kt">int</span> <span class="kt">p</span>[1000]</pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">08</span>:     <span class="k">if</span> <span class="n">nb_primes</span> <span class="o">&gt;</span> <span class="mf">1000</span><span class="p">:</span></pre>
<pre class='cython code score-0 '>  __pyx_t_1 = ((__pyx_v_nb_primes &gt; 0x3E8) != 0);
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/* … */
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</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">09</span>:         <span class="n">nb_primes</span> <span class="o">=</span> <span class="mf">1000</span></pre>
<pre class='cython code score-0 '>    __pyx_v_nb_primes = 0x3E8;
</pre><pre class="cython line score-0">&#xA0;<span class="">10</span>: </pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">11</span>:     <span class="n">len_p</span> <span class="o">=</span> <span class="mf">0</span>  <span class="c"># The current number of elements in p.</span></pre>
<pre class='cython code score-0 '>  __pyx_v_len_p = 0;
</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">12</span>:     <span class="n">n</span> <span class="o">=</span> <span class="mf">2</span></pre>
<pre class='cython code score-0 '>  __pyx_v_n = 2;
</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">13</span>:     <span class="k">while</span> <span class="n">len_p</span> <span class="o">&lt;</span> <span class="n">nb_primes</span><span class="p">:</span></pre>
<pre class='cython code score-0 '>  while (1) {
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</pre><pre class="cython line score-0">&#xA0;<span class="">14</span>:         <span class="c"># Is n prime?</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">15</span>:         <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">p</span><span class="p">[:</span><span class="n">len_p</span><span class="p">]:</span></pre>
<pre class='cython code score-0 '>    __pyx_t_3 = (__pyx_v_p + __pyx_v_len_p);
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</pre><pre class="cython line score-5" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">16</span>:             <span class="k">if</span> <span class="n">n</span> <span class="o">%</span> <span class="n">i</span> <span class="o">==</span> <span class="mf">0</span><span class="p">:</span></pre>
<pre class='cython code score-5 '>      if (unlikely(__pyx_v_i == 0)) {
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<pre class='cython code score-0 '>        goto __pyx_L7_break;
</pre><pre class="cython line score-0">&#xA0;<span class="">18</span>: </pre>
<pre class="cython line score-0">&#xA0;<span class="">19</span>:         <span class="c"># If no break occurred in the loop, we have a prime.</span></pre>
<pre class="cython line score-0">&#xA0;<span class="">20</span>:         <span class="k">else</span><span class="p">:</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">21</span>:             <span class="n">p</span><span class="p">[</span><span class="n">len_p</span><span class="p">]</span> <span class="o">=</span> <span class="n">n</span></pre>
<pre class='cython code score-0 '>      (__pyx_v_p[__pyx_v_len_p]) = __pyx_v_n;
</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">22</span>:             <span class="n">len_p</span> <span class="o">+=</span> <span class="mf">1</span></pre>
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</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">23</span>:         <span class="n">n</span> <span class="o">+=</span> <span class="mf">1</span></pre>
<pre class='cython code score-0 '>    __pyx_v_n = (__pyx_v_n + 1);
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</pre><pre class="cython line score-0">&#xA0;<span class="">24</span>: </pre>
<pre class="cython line score-0">&#xA0;<span class="">25</span>:     <span class="c"># Let&#39;s return the result in a python list:</span></pre>
<pre class="cython line score-10" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">26</span>:     <span class="n">result_as_list</span>  <span class="o">=</span> <span class="p">[</span><span class="n">prime</span> <span class="k">for</span> <span class="n">prime</span> <span class="ow">in</span> <span class="n">p</span><span class="p">[:</span><span class="n">len_p</span><span class="p">]]</span></pre>
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</pre><pre class="cython line score-2" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">27</span>:     <span class="k">return</span> <span class="n">result_as_list</span></pre>
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</pre><pre class="cython line score-0">&#xA0;<span class="">28</span>: </pre>
<pre class="cython line score-11" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">29</span>: <span class="n">cprimes100</span> <span class="o">=</span> <span class="n">primes_cython</span><span class="p">(</span><span class="mf">100</span><span class="p">)</span></pre>
<pre class='cython code score-11 '>  <span class='pyx_c_api'>__Pyx_GetModuleGlobalName</span>(__pyx_t_1, __pyx_n_s_primes_cython);<span class='error_goto'> if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 29, __pyx_L1_error)</span>
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</pre><pre class="cython line score-6" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">30</span>: <span class="k">print</span><span class="p">(</span><span class="n">cprimes100</span><span class="p">)</span></pre>
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</pre></div></body></html>
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<h1 id="Cython-timing-comparison">Cython timing comparison<a class="anchor-link" href="#Cython-timing-comparison">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">timeit</span> primes(100)

<span class="o">%</span><span class="k">timeit</span> primes_cython(100)
</pre></div>

    </div>
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<div class="output">


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<pre>363 µs ± 3.79 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)
16.7 µs ± 126 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
</pre>
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<h1 id="Multiprocessing-with-concurrent.futures">Multiprocessing with concurrent.futures<a class="anchor-link" href="#Multiprocessing-with-concurrent.futures">&#182;</a></h1>
</div>
</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">do_not_run_in_jupyter</span>

# or, equivalently

import concurrent.futures

executor = concurrent.futures.ProcessPoolExecutor(max_workers=4)
print(list(executor.map(f, range(100))))
</pre></div>

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<h1 id="More-multiprocessing-(from-networkx-docs)">More multiprocessing (from networkx docs)<a class="anchor-link" href="#More-multiprocessing-(from-networkx-docs)">&#182;</a></h1><p><a href="https://networkx.github.io/documentation/stable/auto_examples/advanced/plot_parallel_betweenness.html#sphx-glr-download-auto-examples-advanced-plot-parallel-betweenness-py">Link to networkx page</a></p>

</div>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">code_for_illustration</span>

# just a subset of the code (download full example at link above to run)

def _betmap(G_normalized_weight_sources_tuple):
    return nx.betweenness_centrality_source(*G_normalized_weight_sources_tuple)

def betweenness_centrality_parallel(G, processes=None):
    &quot;&quot;&quot;Parallel betweenness centrality  function&quot;&quot;&quot;
    p = Pool(processes=processes)
    node_divisor = len(p._pool) * 4
    node_chunks = list(chunks(G.nodes(), int(G.order() / node_divisor)))
    num_chunks = len(node_chunks)
    bt_sc = p.map(_betmap,
                  zip([G] * num_chunks,
                      [True] * num_chunks,
                      [None] * num_chunks,
                      node_chunks))

    # Reduce the partial solutions
    bt_c = bt_sc[0]
    for bt in bt_sc[1:]:
        for n in bt:
            bt_c[n] += bt[n]
    return bt_c
</pre></div>

    </div>
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<h1 id="Collections-and-containers">Collections and containers<a class="anchor-link" href="#Collections-and-containers">&#182;</a></h1><p>Use the right data structure for the job</p>
<p>As with membership testing, computing set intersections is much faster using sets than lists</p>

</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># item lookup is much faster for sets and dictionaries than for lists (for which lookup is O(N))</span>

<span class="n">set1</span> <span class="o">=</span> <span class="nb">set</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">1000</span><span class="p">))</span>        <span class="c1"># create a set with a bunch of numbers in it</span>
<span class="n">set2</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">500</span><span class="p">,</span><span class="mi">2000</span><span class="p">))</span>     <span class="c1"># create another set with a bunch of numbers in it</span>
<span class="n">isec</span> <span class="o">=</span> <span class="n">set1</span> <span class="o">&amp;</span> <span class="n">set2</span>                <span class="c1"># same as isec = set1.intersection(set2)</span>

<span class="n">list1</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">1000</span><span class="p">))</span>      <span class="c1"># create a list with a bunch of numbers in it</span>
<span class="n">list2</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">500</span><span class="p">,</span><span class="mi">2000</span><span class="p">))</span>   <span class="c1"># create another list with a bunch of numbers in it</span>
<span class="n">isec</span> <span class="o">=</span> <span class="p">[</span><span class="n">e1</span> <span class="k">for</span> <span class="n">e1</span> <span class="ow">in</span> <span class="n">list1</span> <span class="k">for</span> <span class="n">e2</span> <span class="ow">in</span> <span class="n">list2</span> <span class="k">if</span> <span class="n">e1</span><span class="o">==</span><span class="n">e2</span><span class="p">]</span>    <span class="c1"># uses list comprehensions</span>

<span class="o">%</span><span class="k">timeit</span> set1 &amp; set2
<span class="o">%</span><span class="k">timeit</span> [e1 for e1 in list1 for e2 in list2 if e1==e2]
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<pre>13.2 µs ± 30.3 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
34.5 ms ± 278 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)
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<h1 id="Lazy-evaluation">Lazy evaluation<a class="anchor-link" href="#Lazy-evaluation">&#182;</a></h1><ul>
<li>a strategy implemented in some programming languages whereby certain objects are not produced until they are needed</li>
<li>often used in conjunction with functions that produce collections of objects</li>
<li>if you only need to iterate over the items in a collection, you don't need to produce that entire collection</li>
</ul>
<p>Python provides a variety of mechanisms to support lazy evaluation:</p>
<ul>
<li>generators: like functions, but maintain internal state and <code>yield</code> next value when called</li>
<li>dictionary views (keys and values)</li>
<li>range:   <code>for i in range(N)</code></li>
<li>zip:    <code>pairs = zip(seq1, seq2)</code></li>
<li>enumerate:    <code>for i, val in enumerate(seq)</code></li>
<li>open:    <code>with open(filename, 'r') as f</code></li>
</ul>

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