Capstone_Safest_Neighborhood_in_Vancouver.html

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 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;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
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        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;
  }
  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 {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
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    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  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 {
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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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div#notebook {
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    page-break-inside: avoid; 
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  div.output { 
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    page-break-inside: avoid; 
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}
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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Capstone-Project---The-Battle-of-the-Neighborhoods-(Week-2)">Capstone Project - The Battle of the Neighborhoods (Week 2)<a class="anchor-link" href="#Capstone-Project---The-Battle-of-the-Neighborhoods-(Week-2)">&#182;</a></h1><h3 id="Applied-Data-Science-Capstone-by-IBM/Coursera">Applied Data Science Capstone by IBM/Coursera<a class="anchor-link" href="#Applied-Data-Science-Capstone-by-IBM/Coursera">&#182;</a></h3>
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<h2 id="Table-of-contents">Table of contents<a class="anchor-link" href="#Table-of-contents">&#182;</a></h2><ul>
<li><a href="#introduction">Introduction: Business Problem</a></li>
<li><a href="#data">Data</a></li>
<li><a href="#methodology">Methodology</a></li>
<li><a href="#analysis">Analysis</a></li>
<li><a href="#results">Results and Discussion</a></li>
<li><a href="#conclusion">Conclusion</a></li>
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<h2 id="Introduction:-Business-Problem-">Introduction: Business Problem <a name="introduction" /><a class="anchor-link" href="#Introduction:-Business-Problem-">&#182;</a></h2>
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<p>The aim of this project is to find a safe and secure location for opening of commercial establishments in Vancouver, Canada. Specifically, this report will be targeted to stakeholders interested in opening any business place like <strong>Grocery Store</strong> in <strong>Vancouver City</strong>, Canada.</p>
<p>The first task would be to <strong>choose the safest borough</strong> by analysing crime data for opening a grocery store and <strong>short listing a neighbourhood</strong>, where grocery stores are not amongst the most commom venues, and yet <strong>as close to the city as possible</strong>.</p>
<p>We will make use of our data science tools to analyse data and focus on the safest borough and explore its neighborhoods and the 10 most common venues in each neighborhood so that the best neighborhood where grocery store is not amongst the most common venue can be selected.</p>

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<h2 id="Data-">Data <a name="data" /><a class="anchor-link" href="#Data-">&#182;</a></h2>
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<p>Based on definition of our problem, factors that will influence our decission are:</p>
<ul>
<li>finding the safest borough based on crime statistics</li>
<li>finding the most common venues</li>
<li>choosing the right neighbourhood within the borough</li>
</ul>
<p>We will be using the geographical coordinates of Vancouver to plot neighbourhoods in a borough that is safe and in the city's vicinity, and finally cluster our neighborhoods and present our findings.</p>
<p>Following data sources will be needed to extract/generate the required information:</p>
<ul>
<li><p><a href="#part1"><strong>Part 1</strong>: Using a real world data set from Kaggle containing the Vancouver Crimes from 2003 to 2019</a>:  A dataset consisting of the crime statistics of each Neighbourhoof in Vancouver along with type of crime, recorded year, month and hour.</p>
</li>
<li><p><a href="#part2"><strong>Part 2</strong>: Gathering additional information of the list of officially categorized boroughs in Vancouver from Wikipedia.</a>: Borough information will be used to map the existing data where each neighbourhood can be assigned with the right borough.</p>
</li>
<li><p><a href="#part3"><strong>Part 3</strong>: Creating a new consolidated dataset of the Neighborhoods, along with their boroughs, crime data and the respective Neighbourhood's co-ordinates.</a>: This data will be fetched using OpenCage Geocoder to find the safest borough and explore the neighbourhood by plotting it on maps using Folium and perform exploratory data analysis.</p>
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<li><p><a href="#part4"><strong>Part 4</strong>: Creating a new consolidated dataset of the Neighborhoods, boroughs, and the most common venues and the respective Neighbourhood along with co-ordinates.</a>: This data will be fetched using Four Square API to explore the neighbourhood venues and to apply machine learning algorithm to cluster the neighbourhoods and present the findings by plotting it on maps using Folium.</p>
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<h3 id="Part-1:-Using-a-real-world-data-set-from-Kaggle-containing-the-Vancouver-Crimes-from-2003-to-2019"><strong>Part 1:</strong> Using a real world data set from Kaggle containing the Vancouver Crimes from 2003 to 2019<a name="part1" /><a class="anchor-link" href="#Part-1:-Using-a-real-world-data-set-from-Kaggle-containing-the-Vancouver-Crimes-from-2003-to-2019">&#182;</a></h3><h4 id="Vancouver-Crime-Report">Vancouver Crime Report<a class="anchor-link" href="#Vancouver-Crime-Report">&#182;</a></h4><p>Properties of the Crime Report</p>
<ul>
<li>TYPE - Crime type</li>
<li>YEAR - Recorded year</li>
<li>MONTH - Recorded month</li>
<li>DAY - Recorded day</li>
<li>HOUR - Recorded hour</li>
<li>MINUTE - Recorded minute</li>
<li>HUNDRED_BLOCK - Recorded block</li>
<li>NEIGHBOURHOOD - Recorded neighborhood</li>
<li>X - GPS longtitude</li>
<li>Y - GPS latitude</li>
</ul>
<p>Data set URL: <a href="https://www.kaggle.com/agilesifaka/vancouver-crime-report/version/2">https://www.kaggle.com/agilesifaka/vancouver-crime-report/version/2</a></p>

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<h3 id="Importing-all-the-necessary-Libraries">Importing all the necessary Libraries<a class="anchor-link" href="#Importing-all-the-necessary-Libraries">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="c1">#Command to install OpenCage Geocoder for fetching Lat and Lng of Neighborhood</span>
<span class="o">!</span>pip install opencage
<span class="o">!</span>pip install folium

<span class="c1">#Importing OpenCage Geocoder</span>
<span class="kn">from</span> <span class="nn">opencage.geocoder</span> <span class="k">import</span> <span class="n">OpenCageGeocode</span>

<span class="c1"># use the inline backend to generate the plots within the browser</span>
<span class="o">%</span><span class="k">matplotlib</span> inline 

<span class="c1">#Importing Matplot lib and associated packages to perform Data Visualisation and Exploratory Data Analysis</span>
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="n">mpl</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span> <span class="c1"># optional: for ggplot-like style</span>

<span class="c1"># check for latest version of Matplotlib</span>
<span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;Matplotlib version: &#39;</span><span class="p">,</span> <span class="n">mpl</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span> <span class="c1"># &gt;= 2.0.0</span>

<span class="c1"># Matplotlib and associated plotting modules</span>
<span class="kn">import</span> <span class="nn">matplotlib.cm</span> <span class="k">as</span> <span class="nn">cm</span>
<span class="kn">import</span> <span class="nn">matplotlib.colors</span> <span class="k">as</span> <span class="nn">colors</span>

<span class="c1">#Importing folium to visualise Maps and plot based on Lat and Lng</span>
<span class="kn">import</span> <span class="nn">folium</span>

<span class="c1">#Requests to request web pages by making get requests to FourSquare REST Client</span>
<span class="kn">import</span> <span class="nn">requests</span>

<span class="c1">#To normalise data returned by FourSquare API</span>
<span class="kn">from</span> <span class="nn">pandas.io.json</span> <span class="k">import</span> <span class="n">json_normalize</span>

<span class="c1">#Importing KMeans from SciKit library to Classify neighborhoods into clusters</span>
<span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">KMeans</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Libraries imported&#39;</span><span class="p">)</span>
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<pre>/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
Requirement already satisfied: opencage in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (1.2.2)
Requirement already satisfied: backoff&gt;=1.10.0 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from opencage) (1.10.0)
Requirement already satisfied: Requests&gt;=2.2.0 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from opencage) (2.24.0)
Requirement already satisfied: pyopenssl&gt;=0.15.1 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from opencage) (19.1.0)
Requirement already satisfied: six&gt;=1.4.0 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from opencage) (1.15.0)
Requirement already satisfied: certifi&gt;=2017.4.17 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from Requests&gt;=2.2.0-&gt;opencage) (2020.12.5)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,&lt;1.26,&gt;=1.21.1 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from Requests&gt;=2.2.0-&gt;opencage) (1.25.9)
Requirement already satisfied: chardet&lt;4,&gt;=3.0.2 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from Requests&gt;=2.2.0-&gt;opencage) (3.0.4)
Requirement already satisfied: idna&lt;3,&gt;=2.5 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from Requests&gt;=2.2.0-&gt;opencage) (2.9)
Requirement already satisfied: cryptography&gt;=2.8 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from pyopenssl&gt;=0.15.1-&gt;opencage) (3.4.7)
Requirement already satisfied: cffi&gt;=1.12 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from cryptography&gt;=2.8-&gt;pyopenssl&gt;=0.15.1-&gt;opencage) (1.14.0)
Requirement already satisfied: pycparser in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from cffi&gt;=1.12-&gt;cryptography&gt;=2.8-&gt;pyopenssl&gt;=0.15.1-&gt;opencage) (2.20)
/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
Collecting folium
  Downloading folium-0.12.1-py2.py3-none-any.whl (94 kB)
     |████████████████████████████████| 94 kB 6.1 MB/s  eta 0:00:01
Requirement already satisfied: requests in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from folium) (2.24.0)
Requirement already satisfied: jinja2&gt;=2.9 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from folium) (2.11.2)
Collecting branca&gt;=0.3.0
  Downloading branca-0.4.2-py3-none-any.whl (24 kB)
Requirement already satisfied: numpy in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from folium) (1.18.5)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,&lt;1.26,&gt;=1.21.1 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests-&gt;folium) (1.25.9)
Requirement already satisfied: chardet&lt;4,&gt;=3.0.2 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests-&gt;folium) (3.0.4)
Requirement already satisfied: idna&lt;3,&gt;=2.5 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests-&gt;folium) (2.9)
Requirement already satisfied: certifi&gt;=2017.4.17 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests-&gt;folium) (2020.12.5)
Requirement already satisfied: MarkupSafe&gt;=0.23 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from jinja2&gt;=2.9-&gt;folium) (1.1.1)
Installing collected packages: branca, folium
Successfully installed branca-0.4.2 folium-0.12.1
Matplotlib version:  3.2.2
Libraries imported
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<h3 id="Reading-from-the-Dataset">Reading from the Dataset<a class="anchor-link" href="#Reading-from-the-Dataset">&#182;</a></h3><h6 id="Due-to-sheer-amount-of-data(~-600,000-rows),-it-was-not-possible-to-process-all-of-them-and-instead-for-this-project-we-will-be-considering-the-recent-crime-report-of-the-2018.">Due to sheer amount of data(~ 600,000 rows), it was not possible to process all of them and instead for this project we will be considering the recent crime report of the 2018.<a class="anchor-link" href="#Due-to-sheer-amount-of-data(~-600,000-rows),-it-was-not-possible-to-process-all-of-them-and-instead-for-this-project-we-will-be-considering-the-recent-crime-report-of-the-2018.">&#182;</a></h6>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/RamanujaSVL/Coursera_Capstone/master/vancouver_crime_records_2018.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>

<span class="c1">#Dropping X,Y which represents Lat, Lng data as Coordinates, the data seems to be corrupt</span>
<span class="n">vnc_crime_df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">,</span><span class="s1">&#39;MINUTE&#39;</span><span class="p">,</span> <span class="s1">&#39;HUNDRED_BLOCK&#39;</span><span class="p">,</span> <span class="s1">&#39;X&#39;</span><span class="p">,</span> <span class="s1">&#39;Y&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="c1">#vnc_crime_df.columns</span>

<span class="n">vnc_crime_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>YEAR</th>
      <th>MONTH</th>
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      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>3</td>
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      <td>West End</td>
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      <th>1</th>
      <td>Break and Enter Commercial</td>
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      <td>18</td>
      <td>West End</td>
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      <th>2</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>12</td>
      <td>12</td>
      <td>0</td>
      <td>West End</td>
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      <th>3</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>4</td>
      <td>9</td>
      <td>6</td>
      <td>Central Business District</td>
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      <th>4</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>10</td>
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<h4 id="Changing-the-name-of-columns-to-lowercase">Changing the name of columns to lowercase<a class="anchor-link" href="#Changing-the-name-of-columns-to-lowercase">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Type&#39;</span><span class="p">,</span> <span class="s1">&#39;Year&#39;</span><span class="p">,</span><span class="s1">&#39;Month&#39;</span><span class="p">,</span><span class="s1">&#39;Day&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">,</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span>
<span class="n">vnc_crime_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>Year</th>
      <th>Month</th>
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      <th>Neighbourhood</th>
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      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>3</td>
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      <td>6</td>
      <td>West End</td>
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      <th>1</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>6</td>
      <td>16</td>
      <td>18</td>
      <td>West End</td>
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      <th>2</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>12</td>
      <td>12</td>
      <td>0</td>
      <td>West End</td>
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      <th>3</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>4</td>
      <td>9</td>
      <td>6</td>
      <td>Central Business District</td>
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      <th>4</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>10</td>
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      <td>18</td>
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<h3 id="Total-Crimes-in-different-Neighborhoods">Total Crimes in different Neighborhoods<a class="anchor-link" href="#Total-Crimes-in-different-Neighborhoods">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_df</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Central Business District    10857
West End                      3031
Mount Pleasant                2396
Strathcona                    1987
Kitsilano                     1802
Fairview                      1795
Renfrew-Collingwood           1762
Grandview-Woodland            1761
Kensington-Cedar Cottage      1391
Hastings-Sunrise              1270
Sunset                         967
Riley Park                     866
Marpole                        828
Victoria-Fraserview            600
Killarney                      565
Oakridge                       499
Dunbar-Southlands              474
Kerrisdale                     417
Shaughnessy                    414
West Point Grey                372
Arbutus Ridge                  311
South Cambie                   292
Stanley Park                   154
Musqueam                        17
Name: Neighbourhood, dtype: int64</pre>
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<h3 id="Part-2:-Gathering-additional-information-about-the-Neighborhood-from-Wikipedia"><strong>Part 2:</strong> Gathering additional information about the Neighborhood from Wikipedia<a name="part2" /><a class="anchor-link" href="#Part-2:-Gathering-additional-information-about-the-Neighborhood-from-Wikipedia">&#182;</a></h3><h6 id="As-part-of-data-set-Borough-which-the-neighborhood-was-part-of-was-not-categorized,-so-we-will-create-a-dictionary-of-Neighborhood-and-based-on-data-in-the-following-Wikipedia-page.">As part of data set Borough which the neighborhood was part of was not categorized, so we will create a dictionary of Neighborhood and based on data in the following <a href="https://en.wikipedia.org/wiki/List_of_neighbourhoods_in_Vancouver">Wikipedia page</a>.<a class="anchor-link" href="#As-part-of-data-set-Borough-which-the-neighborhood-was-part-of-was-not-categorized,-so-we-will-create-a-dictionary-of-Neighborhood-and-based-on-data-in-the-following-Wikipedia-page.">&#182;</a></h6>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># define the dataframe columns</span>
<span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span> <span class="s1">&#39;Borough&#39;</span><span class="p">]</span> 

<span class="c1"># instantiate the dataframe</span>
<span class="n">vnc_neigh_bor</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">column_names</span><span class="p">)</span>

<span class="n">vnc_neigh_bor</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">vnc_crime_df</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>

<span class="n">neigh_bor_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Central Business District&#39;</span><span class="p">:</span><span class="s1">&#39;Central&#39;</span><span class="p">,</span> <span class="s1">&#39;West End&#39;</span><span class="p">:</span><span class="s1">&#39;Central&#39;</span><span class="p">,</span> <span class="s1">&#39;Stanley Park&#39;</span><span class="p">:</span><span class="s1">&#39;Central&#39;</span><span class="p">,</span> <span class="s1">&#39;Victoria-Fraserview&#39;</span><span class="p">:</span><span class="s1">&#39;South Vancouver&#39;</span><span class="p">,</span>
                  <span class="s1">&#39;Killarney&#39;</span><span class="p">:</span><span class="s1">&#39;South Vancouver&#39;</span><span class="p">,</span> <span class="s1">&#39;Musqueam&#39;</span><span class="p">:</span><span class="s1">&#39;South Vancouver&#39;</span><span class="p">,</span> <span class="s1">&#39;Mount Pleasant&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Strathcona&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span>
                  <span class="s1">&#39;Renfrew-Collingwood&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Grandview-Woodland&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Kensington-Cedar Cottage&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Hastings-Sunrise&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span>
                  <span class="s1">&#39;Sunset&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Riley Park&#39;</span><span class="p">:</span><span class="s1">&#39;East Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Kitsilano&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Fairview&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span>
                  <span class="s1">&#39;Marpole&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Oakridge&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Dunbar-Southlands&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Kerrisdale&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span>
                  <span class="s1">&#39;Shaughnessy&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;West Point Grey&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;Arbutus Ridge&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">,</span> <span class="s1">&#39;South Cambie&#39;</span><span class="p">:</span><span class="s1">&#39;West Side&#39;</span><span class="p">}</span>

<span class="k">for</span> <span class="n">row</span><span class="p">,</span> <span class="n">neigh</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">neigh_bor_dict</span><span class="p">,</span> <span class="n">vnc_neigh_bor</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]):</span>
  <span class="n">vnc_neigh_bor</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">vnc_neigh_bor</span><span class="o">.</span><span class="n">Neighbourhood</span> <span class="o">==</span> <span class="n">row</span><span class="p">,</span> <span class="s1">&#39;Borough&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">neigh_bor_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>

<span class="n">vnc_neigh_bor</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Neighbourhood Count&quot;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">vnc_neigh_bor</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]),</span><span class="s2">&quot;Borough Count&quot;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">vnc_neigh_bor</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>

<span class="n">vnc_neigh_bor</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>Total Neighbourhood Count 24 Borough Count 4
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>Borough</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>West End</td>
      <td>Central</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Central Business District</td>
      <td>Central</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Hastings-Sunrise</td>
      <td>East Side</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Grandview-Woodland</td>
      <td>East Side</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Mount Pleasant</td>
      <td>East Side</td>
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<h3 id="Merging-the-Crime-data-Table-to-include-Boroughs">Merging the Crime data Table to include Boroughs<a class="anchor-link" href="#Merging-the-Crime-data-Table-to-include-Boroughs">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_boroughs_crime</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">vnc_crime_df</span><span class="p">,</span><span class="n">vnc_neigh_bor</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">)</span>

<span class="n">vnc_boroughs_crime</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Type</th>
      <th>Year</th>
      <th>Month</th>
      <th>Day</th>
      <th>Hour</th>
      <th>Neighbourhood</th>
      <th>Borough</th>
    </tr>
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      <th>0</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>3</td>
      <td>2</td>
      <td>6</td>
      <td>West End</td>
      <td>Central</td>
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      <th>1</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>6</td>
      <td>16</td>
      <td>18</td>
      <td>West End</td>
      <td>Central</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>12</td>
      <td>12</td>
      <td>0</td>
      <td>West End</td>
      <td>Central</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>3</td>
      <td>2</td>
      <td>3</td>
      <td>West End</td>
      <td>Central</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Break and Enter Commercial</td>
      <td>2018</td>
      <td>3</td>
      <td>17</td>
      <td>11</td>
      <td>West End</td>
      <td>Central</td>
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<h5 id="Further-Cleaning-the-data-by-dropping-rows-with-invalid-data">Further Cleaning the data by dropping rows with invalid data<a class="anchor-link" href="#Further-Cleaning-the-data-by-dropping-rows-with-invalid-data">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_boroughs_crime</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_boroughs_crime</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Central            14042
East Side          12400
West Side           7204
South Vancouver     1182
Name: Borough, dtype: int64</pre>
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<h2 id="Methodology">Methodology<a name="methodology" /><a class="anchor-link" href="#Methodology">&#182;</a></h2><p>Categorized the methodologysection into two parts:</p>
<ul>
<li><a href="#eda"><strong>Exploratory Data Analysis</strong>:</a> Visualise the crime repots in different Vancouver boroughs to idenity the safest borough and normalise the neighborhoods of that borough. We will Use the resulting data and find 10 most common venues in each neighborhood.</li>
</ul>
<ul>
<li><a href="#mdl"><strong>Modelling</strong>:</a> To help stakeholders choose the right neighborhood within a borough we will be clustering similar neighborhoods using K - means clustering which is a form of unsupervised machine learning algorithm that clusters data based on predefined cluster size. We will use K-Means clustering to address this problem so as to group data based on existing venues which will help in the decision making process.</li>
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<h4 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a name="eda" /><a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h4>
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<h4 id="Pivoting-the-table-to-better-understand-the-data-by-crimes-per-borough">Pivoting the table to better understand the data by crimes per borough<a class="anchor-link" href="#Pivoting-the-table-to-better-understand-the-data-by-crimes-per-borough">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_cat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">vnc_boroughs_crime</span><span class="p">,</span>
                               <span class="n">values</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">],</span>
                               <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">],</span>
                               <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Type&#39;</span><span class="p">],</span>
                               <span class="n">aggfunc</span><span class="o">=</span><span class="nb">len</span><span class="p">,</span>
                               <span class="n">fill_value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                               <span class="n">margins</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span>
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<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="10" halign="left">Year</th>
    </tr>
    <tr>
      <th>Type</th>
      <th>Break and Enter Commercial</th>
      <th>Break and Enter Residential/Other</th>
      <th>Mischief</th>
      <th>Other Theft</th>
      <th>Theft from Vehicle</th>
      <th>Theft of Bicycle</th>
      <th>Theft of Vehicle</th>
      <th>Vehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>Vehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>All</th>
    </tr>
    <tr>
      <th>Borough</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Central</th>
      <td>787</td>
      <td>198</td>
      <td>2280</td>
      <td>2489</td>
      <td>6871</td>
      <td>857</td>
      <td>245</td>
      <td>1</td>
      <td>314</td>
      <td>14042</td>
    </tr>
    <tr>
      <th>East Side</th>
      <td>786</td>
      <td>1043</td>
      <td>2192</td>
      <td>1674</td>
      <td>4754</td>
      <td>678</td>
      <td>605</td>
      <td>8</td>
      <td>660</td>
      <td>12400</td>
    </tr>
    <tr>
      <th>South Vancouver</th>
      <td>49</td>
      <td>156</td>
      <td>187</td>
      <td>88</td>
      <td>483</td>
      <td>36</td>
      <td>71</td>
      <td>1</td>
      <td>111</td>
      <td>1182</td>
    </tr>
    <tr>
      <th>West Side</th>
      <td>403</td>
      <td>1000</td>
      <td>1062</td>
      <td>696</td>
      <td>2838</td>
      <td>588</td>
      <td>225</td>
      <td>3</td>
      <td>389</td>
      <td>7204</td>
    </tr>
    <tr>
      <th>All</th>
      <td>2025</td>
      <td>2397</td>
      <td>5721</td>
      <td>4947</td>
      <td>14946</td>
      <td>2159</td>
      <td>1146</td>
      <td>13</td>
      <td>1474</td>
      <td>34828</td>
    </tr>
  </tbody>
</table>
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<h5 id="Merging-the-Pivoted-Column-with-other-columns">Merging the Pivoted Column with other columns<a class="anchor-link" href="#Merging-the-Pivoted-Column-with-other-columns">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;YearAll&#39;</span><span class="p">:</span><span class="s1">&#39;Total&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># To ignore bottom All in Borough</span>
<span class="n">vnc_crime_cat</span> <span class="o">=</span> <span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Borough</th>
      <th>YearBreak and Enter Commercial</th>
      <th>YearBreak and Enter Residential/Other</th>
      <th>YearMischief</th>
      <th>YearOther Theft</th>
      <th>YearTheft from Vehicle</th>
      <th>YearTheft of Bicycle</th>
      <th>YearTheft of Vehicle</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>Total</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Central</td>
      <td>787</td>
      <td>198</td>
      <td>2280</td>
      <td>2489</td>
      <td>6871</td>
      <td>857</td>
      <td>245</td>
      <td>1</td>
      <td>314</td>
      <td>14042</td>
    </tr>
    <tr>
      <th>1</th>
      <td>East Side</td>
      <td>786</td>
      <td>1043</td>
      <td>2192</td>
      <td>1674</td>
      <td>4754</td>
      <td>678</td>
      <td>605</td>
      <td>8</td>
      <td>660</td>
      <td>12400</td>
    </tr>
    <tr>
      <th>2</th>
      <td>South Vancouver</td>
      <td>49</td>
      <td>156</td>
      <td>187</td>
      <td>88</td>
      <td>483</td>
      <td>36</td>
      <td>71</td>
      <td>1</td>
      <td>111</td>
      <td>1182</td>
    </tr>
    <tr>
      <th>3</th>
      <td>West Side</td>
      <td>403</td>
      <td>1000</td>
      <td>1062</td>
      <td>696</td>
      <td>2838</td>
      <td>588</td>
      <td>225</td>
      <td>3</td>
      <td>389</td>
      <td>7204</td>
    </tr>
  </tbody>
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<h4 id="Pivoting-the-table-to-better-understand-the-data-by-crimes-per-neighborhood">Pivoting the table to better understand the data by crimes per neighborhood<a class="anchor-link" href="#Pivoting-the-table-to-better-understand-the-data-by-crimes-per-neighborhood">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_neigh</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">vnc_boroughs_crime</span><span class="p">,</span>
                               <span class="n">values</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">],</span>
                               <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">],</span>
                               <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Type&#39;</span><span class="p">],</span>
                               <span class="n">aggfunc</span><span class="o">=</span><span class="nb">len</span><span class="p">,</span>
                               <span class="n">fill_value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                               <span class="n">margins</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_crime_neigh</span>
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<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="10" halign="left">Year</th>
    </tr>
    <tr>
      <th>Type</th>
      <th>Break and Enter Commercial</th>
      <th>Break and Enter Residential/Other</th>
      <th>Mischief</th>
      <th>Other Theft</th>
      <th>Theft from Vehicle</th>
      <th>Theft of Bicycle</th>
      <th>Theft of Vehicle</th>
      <th>Vehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>Vehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>All</th>
    </tr>
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      <th>Neighbourhood</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Arbutus Ridge</th>
      <td>12</td>
      <td>78</td>
      <td>49</td>
      <td>18</td>
      <td>111</td>
      <td>12</td>
      <td>12</td>
      <td>1</td>
      <td>18</td>
      <td>311</td>
    </tr>
    <tr>
      <th>Central Business District</th>
      <td>551</td>
      <td>124</td>
      <td>1812</td>
      <td>2034</td>
      <td>5301</td>
      <td>640</td>
      <td>165</td>
      <td>0</td>
      <td>230</td>
      <td>10857</td>
    </tr>
    <tr>
      <th>Dunbar-Southlands</th>
      <td>8</td>
      <td>106</td>
      <td>81</td>
      <td>31</td>
      <td>199</td>
      <td>16</td>
      <td>9</td>
      <td>1</td>
      <td>23</td>
      <td>474</td>
    </tr>
    <tr>
      <th>Fairview</th>
      <td>138</td>
      <td>73</td>
      <td>233</td>
      <td>297</td>
      <td>692</td>
      <td>245</td>
      <td>55</td>
      <td>0</td>
      <td>62</td>
      <td>1795</td>
    </tr>
    <tr>
      <th>Grandview-Woodland</th>
      <td>148</td>
      <td>162</td>
      <td>304</td>
      <td>215</td>
      <td>634</td>
      <td>110</td>
      <td>123</td>
      <td>0</td>
      <td>65</td>
      <td>1761</td>
    </tr>
    <tr>
      <th>Hastings-Sunrise</th>
      <td>48</td>
      <td>117</td>
      <td>195</td>
      <td>107</td>
      <td>607</td>
      <td>52</td>
      <td>74</td>
      <td>0</td>
      <td>70</td>
      <td>1270</td>
    </tr>
    <tr>
      <th>Kensington-Cedar Cottage</th>
      <td>62</td>
      <td>145</td>
      <td>255</td>
      <td>148</td>
      <td>541</td>
      <td>69</td>
      <td>71</td>
      <td>3</td>
      <td>97</td>
      <td>1391</td>
    </tr>
    <tr>
      <th>Kerrisdale</th>
      <td>24</td>
      <td>97</td>
      <td>49</td>
      <td>9</td>
      <td>172</td>
      <td>13</td>
      <td>11</td>
      <td>0</td>
      <td>42</td>
      <td>417</td>
    </tr>
    <tr>
      <th>Killarney</th>
      <td>34</td>
      <td>72</td>
      <td>90</td>
      <td>31</td>
      <td>240</td>
      <td>19</td>
      <td>33</td>
      <td>0</td>
      <td>46</td>
      <td>565</td>
    </tr>
    <tr>
      <th>Kitsilano</th>
      <td>106</td>
      <td>165</td>
      <td>320</td>
      <td>154</td>
      <td>755</td>
      <td>189</td>
      <td>51</td>
      <td>1</td>
      <td>61</td>
      <td>1802</td>
    </tr>
    <tr>
      <th>Marpole</th>
      <td>44</td>
      <td>125</td>
      <td>134</td>
      <td>75</td>
      <td>290</td>
      <td>34</td>
      <td>39</td>
      <td>0</td>
      <td>87</td>
      <td>828</td>
    </tr>
    <tr>
      <th>Mount Pleasant</th>
      <td>205</td>
      <td>124</td>
      <td>353</td>
      <td>493</td>
      <td>822</td>
      <td>232</td>
      <td>67</td>
      <td>0</td>
      <td>100</td>
      <td>2396</td>
    </tr>
    <tr>
      <th>Musqueam</th>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>2</td>
      <td>17</td>
    </tr>
    <tr>
      <th>Oakridge</th>
      <td>19</td>
      <td>123</td>
      <td>64</td>
      <td>63</td>
      <td>164</td>
      <td>18</td>
      <td>18</td>
      <td>0</td>
      <td>30</td>
      <td>499</td>
    </tr>
    <tr>
      <th>Renfrew-Collingwood</th>
      <td>91</td>
      <td>156</td>
      <td>243</td>
      <td>472</td>
      <td>569</td>
      <td>37</td>
      <td>92</td>
      <td>0</td>
      <td>102</td>
      <td>1762</td>
    </tr>
    <tr>
      <th>Riley Park</th>
      <td>35</td>
      <td>122</td>
      <td>140</td>
      <td>53</td>
      <td>378</td>
      <td>52</td>
      <td>39</td>
      <td>2</td>
      <td>45</td>
      <td>866</td>
    </tr>
    <tr>
      <th>Shaughnessy</th>
      <td>12</td>
      <td>120</td>
      <td>41</td>
      <td>0</td>
      <td>187</td>
      <td>10</td>
      <td>11</td>
      <td>0</td>
      <td>33</td>
      <td>414</td>
    </tr>
    <tr>
      <th>South Cambie</th>
      <td>22</td>
      <td>42</td>
      <td>41</td>
      <td>38</td>
      <td>111</td>
      <td>19</td>
      <td>8</td>
      <td>0</td>
      <td>11</td>
      <td>292</td>
    </tr>
    <tr>
      <th>Stanley Park</th>
      <td>6</td>
      <td>2</td>
      <td>8</td>
      <td>0</td>
      <td>109</td>
      <td>14</td>
      <td>3</td>
      <td>0</td>
      <td>12</td>
      <td>154</td>
    </tr>
    <tr>
      <th>Strathcona</th>
      <td>160</td>
      <td>124</td>
      <td>527</td>
      <td>81</td>
      <td>821</td>
      <td>108</td>
      <td>76</td>
      <td>2</td>
      <td>88</td>
      <td>1987</td>
    </tr>
    <tr>
      <th>Sunset</th>
      <td>37</td>
      <td>93</td>
      <td>175</td>
      <td>105</td>
      <td>382</td>
      <td>18</td>
      <td>63</td>
      <td>1</td>
      <td>93</td>
      <td>967</td>
    </tr>
    <tr>
      <th>Victoria-Fraserview</th>
      <td>15</td>
      <td>80</td>
      <td>94</td>
      <td>57</td>
      <td>239</td>
      <td>15</td>
      <td>36</td>
      <td>1</td>
      <td>63</td>
      <td>600</td>
    </tr>
    <tr>
      <th>West End</th>
      <td>230</td>
      <td>72</td>
      <td>460</td>
      <td>455</td>
      <td>1461</td>
      <td>203</td>
      <td>77</td>
      <td>1</td>
      <td>72</td>
      <td>3031</td>
    </tr>
    <tr>
      <th>West Point Grey</th>
      <td>18</td>
      <td>71</td>
      <td>50</td>
      <td>11</td>
      <td>157</td>
      <td>32</td>
      <td>11</td>
      <td>0</td>
      <td>22</td>
      <td>372</td>
    </tr>
    <tr>
      <th>All</th>
      <td>2025</td>
      <td>2397</td>
      <td>5721</td>
      <td>4947</td>
      <td>14946</td>
      <td>2159</td>
      <td>1146</td>
      <td>13</td>
      <td>1474</td>
      <td>34828</td>
    </tr>
  </tbody>
</table>
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<h5 id="Merging-the-Pivoted-Column-with-other-columns">Merging the Pivoted Column with other columns<a class="anchor-link" href="#Merging-the-Pivoted-Column-with-other-columns">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">)</span>
<span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;YearAll&#39;</span><span class="p">:</span><span class="s1">&#39;Total&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>YearBreak and Enter Commercial</th>
      <th>YearBreak and Enter Residential/Other</th>
      <th>YearMischief</th>
      <th>YearOther Theft</th>
      <th>YearTheft from Vehicle</th>
      <th>YearTheft of Bicycle</th>
      <th>YearTheft of Vehicle</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>Total</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Arbutus Ridge</td>
      <td>12</td>
      <td>78</td>
      <td>49</td>
      <td>18</td>
      <td>111</td>
      <td>12</td>
      <td>12</td>
      <td>1</td>
      <td>18</td>
      <td>311</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Central Business District</td>
      <td>551</td>
      <td>124</td>
      <td>1812</td>
      <td>2034</td>
      <td>5301</td>
      <td>640</td>
      <td>165</td>
      <td>0</td>
      <td>230</td>
      <td>10857</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Dunbar-Southlands</td>
      <td>8</td>
      <td>106</td>
      <td>81</td>
      <td>31</td>
      <td>199</td>
      <td>16</td>
      <td>9</td>
      <td>1</td>
      <td>23</td>
      <td>474</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Fairview</td>
      <td>138</td>
      <td>73</td>
      <td>233</td>
      <td>297</td>
      <td>692</td>
      <td>245</td>
      <td>55</td>
      <td>0</td>
      <td>62</td>
      <td>1795</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Grandview-Woodland</td>
      <td>148</td>
      <td>162</td>
      <td>304</td>
      <td>215</td>
      <td>634</td>
      <td>110</td>
      <td>123</td>
      <td>0</td>
      <td>65</td>
      <td>1761</td>
    </tr>
  </tbody>
</table>
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<h5 id="Pandas-describe()-is-used-to-view-some-basic-statistical-details-like-percentile,-mean,-std-etc.-of-a-data-frame-or-a-series-of-numeric-values.">Pandas describe() is used to view some basic statistical details like percentile, mean, std etc. of a data frame or a series of numeric values.<a class="anchor-link" href="#Pandas-describe()-is-used-to-view-some-basic-statistical-details-like-percentile,-mean,-std-etc.-of-a-data-frame-or-a-series-of-numeric-values.">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>YearBreak and Enter Commercial</th>
      <th>YearBreak and Enter Residential/Other</th>
      <th>YearMischief</th>
      <th>YearOther Theft</th>
      <th>YearTheft from Vehicle</th>
      <th>YearTheft of Bicycle</th>
      <th>YearTheft of Vehicle</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>Total</th>
    </tr>
  </thead>
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    <tr>
      <th>count</th>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>4.00000</td>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>4.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>506.250000</td>
      <td>599.250000</td>
      <td>1430.25000</td>
      <td>1236.750000</td>
      <td>3736.500000</td>
      <td>539.750000</td>
      <td>286.500000</td>
      <td>3.250000</td>
      <td>368.500000</td>
      <td>8707.000000</td>
    </tr>
    <tr>
      <th>std</th>
      <td>354.409721</td>
      <td>488.189427</td>
      <td>997.26572</td>
      <td>1060.087221</td>
      <td>2723.536977</td>
      <td>353.955153</td>
      <td>226.117226</td>
      <td>3.304038</td>
      <td>227.060198</td>
      <td>5801.870618</td>
    </tr>
    <tr>
      <th>min</th>
      <td>49.000000</td>
      <td>156.000000</td>
      <td>187.00000</td>
      <td>88.000000</td>
      <td>483.000000</td>
      <td>36.000000</td>
      <td>71.000000</td>
      <td>1.000000</td>
      <td>111.000000</td>
      <td>1182.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>314.500000</td>
      <td>187.500000</td>
      <td>843.25000</td>
      <td>544.000000</td>
      <td>2249.250000</td>
      <td>450.000000</td>
      <td>186.500000</td>
      <td>1.000000</td>
      <td>263.250000</td>
      <td>5698.500000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>594.500000</td>
      <td>599.000000</td>
      <td>1627.00000</td>
      <td>1185.000000</td>
      <td>3796.000000</td>
      <td>633.000000</td>
      <td>235.000000</td>
      <td>2.000000</td>
      <td>351.500000</td>
      <td>9802.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>786.250000</td>
      <td>1010.750000</td>
      <td>2214.00000</td>
      <td>1877.750000</td>
      <td>5283.250000</td>
      <td>722.750000</td>
      <td>335.000000</td>
      <td>4.250000</td>
      <td>456.750000</td>
      <td>12810.500000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>787.000000</td>
      <td>1043.000000</td>
      <td>2280.00000</td>
      <td>2489.000000</td>
      <td>6871.000000</td>
      <td>857.000000</td>
      <td>605.000000</td>
      <td>8.000000</td>
      <td>660.000000</td>
      <td>14042.000000</td>
    </tr>
  </tbody>
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<h4 id="Expolring-the-data-by-Visualising">Expolring the data by Visualising<a class="anchor-link" href="#Expolring-the-data-by-Visualising">&#182;</a></h4>
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<h5 id="Sorting-the-data-by-crimes-per-neighborhood">Sorting the data by crimes per neighborhood<a class="anchor-link" href="#Sorting-the-data-by-crimes-per-neighborhood">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;Total&#39;</span><span class="p">],</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span> <span class="p">)</span>

<span class="n">crime_neigh_top5</span> <span class="o">=</span> <span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">6</span><span class="p">]</span>
<span class="n">crime_neigh_top5</span>
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      <th></th>
      <th>Neighbourhood</th>
      <th>YearBreak and Enter Commercial</th>
      <th>YearBreak and Enter Residential/Other</th>
      <th>YearMischief</th>
      <th>YearOther Theft</th>
      <th>YearTheft from Vehicle</th>
      <th>YearTheft of Bicycle</th>
      <th>YearTheft of Vehicle</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>Total</th>
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    <tr>
      <th>1</th>
      <td>Central Business District</td>
      <td>551</td>
      <td>124</td>
      <td>1812</td>
      <td>2034</td>
      <td>5301</td>
      <td>640</td>
      <td>165</td>
      <td>0</td>
      <td>230</td>
      <td>10857</td>
    </tr>
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      <th>22</th>
      <td>West End</td>
      <td>230</td>
      <td>72</td>
      <td>460</td>
      <td>455</td>
      <td>1461</td>
      <td>203</td>
      <td>77</td>
      <td>1</td>
      <td>72</td>
      <td>3031</td>
    </tr>
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      <th>11</th>
      <td>Mount Pleasant</td>
      <td>205</td>
      <td>124</td>
      <td>353</td>
      <td>493</td>
      <td>822</td>
      <td>232</td>
      <td>67</td>
      <td>0</td>
      <td>100</td>
      <td>2396</td>
    </tr>
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      <th>19</th>
      <td>Strathcona</td>
      <td>160</td>
      <td>124</td>
      <td>527</td>
      <td>81</td>
      <td>821</td>
      <td>108</td>
      <td>76</td>
      <td>2</td>
      <td>88</td>
      <td>1987</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Kitsilano</td>
      <td>106</td>
      <td>165</td>
      <td>320</td>
      <td>154</td>
      <td>755</td>
      <td>189</td>
      <td>51</td>
      <td>1</td>
      <td>61</td>
      <td>1802</td>
    </tr>
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<h5 id="Five-Neighborhoods-with-highest-crime">Five Neighborhoods with highest crime<a class="anchor-link" href="#Five-Neighborhoods-with-highest-crime">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">per_neigh</span> <span class="o">=</span> <span class="n">crime_neigh_top5</span><span class="p">[[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span><span class="s1">&#39;Total&#39;</span><span class="p">]]</span>

<span class="n">per_neigh</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">per_neigh</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</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">6</span><span class="p">),</span> <span class="n">rot</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Crimes&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</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;Neighbourhoods in Vancouver with the Highest crimes&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">(),</span><span class="n">decimals</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span> 
                <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mf">2.</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> 
                <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> 
                <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">,</span>
                <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span>
               <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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>
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<h5 id="Five-Neighborhoods-with-lowest-crime">Five Neighborhoods with lowest crime<a class="anchor-link" href="#Five-Neighborhoods-with-lowest-crime">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">crime_neigh_low</span> <span class="o">=</span> <span class="n">vnc_crime_neigh</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="n">crime_neigh_low</span>
</pre></div>

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    <div class="prompt output_prompt">Out[24]:</div>


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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>YearBreak and Enter Commercial</th>
      <th>YearBreak and Enter Residential/Other</th>
      <th>YearMischief</th>
      <th>YearOther Theft</th>
      <th>YearTheft from Vehicle</th>
      <th>YearTheft of Bicycle</th>
      <th>YearTheft of Vehicle</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>YearVehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>Total</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>23</th>
      <td>West Point Grey</td>
      <td>18</td>
      <td>71</td>
      <td>50</td>
      <td>11</td>
      <td>157</td>
      <td>32</td>
      <td>11</td>
      <td>0</td>
      <td>22</td>
      <td>372</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Arbutus Ridge</td>
      <td>12</td>
      <td>78</td>
      <td>49</td>
      <td>18</td>
      <td>111</td>
      <td>12</td>
      <td>12</td>
      <td>1</td>
      <td>18</td>
      <td>311</td>
    </tr>
    <tr>
      <th>17</th>
      <td>South Cambie</td>
      <td>22</td>
      <td>42</td>
      <td>41</td>
      <td>38</td>
      <td>111</td>
      <td>19</td>
      <td>8</td>
      <td>0</td>
      <td>11</td>
      <td>292</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Stanley Park</td>
      <td>6</td>
      <td>2</td>
      <td>8</td>
      <td>0</td>
      <td>109</td>
      <td>14</td>
      <td>3</td>
      <td>0</td>
      <td>12</td>
      <td>154</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Musqueam</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>2</td>
      <td>17</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">per_neigh</span> <span class="o">=</span> <span class="n">crime_neigh_low</span><span class="p">[[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span><span class="s1">&#39;Total&#39;</span><span class="p">]]</span>

<span class="n">per_neigh</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">per_neigh</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</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">6</span><span class="p">),</span> <span class="n">rot</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Crimes&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</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;Neighbourhoods in Vancouver with the lowest crimes&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">(),</span><span class="n">decimals</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span> 
                <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mf">2.</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> 
                <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> 
                <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">,</span>
                <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span>
               <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h4 id="Borough-is-Vancouver-with-Highest-Crime">Borough is Vancouver with Highest Crime<a class="anchor-link" href="#Borough-is-Vancouver-with-Highest-Crime">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_cat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">vnc_boroughs_crime</span><span class="p">,</span>
                               <span class="n">values</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">],</span>
                               <span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">],</span>
                               <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Type&#39;</span><span class="p">],</span>
                               <span class="n">aggfunc</span><span class="o">=</span><span class="nb">len</span><span class="p">,</span>
                               <span class="n">fill_value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
                               <span class="n">margins</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span>
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<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="10" halign="left">Year</th>
    </tr>
    <tr>
      <th>Type</th>
      <th>Break and Enter Commercial</th>
      <th>Break and Enter Residential/Other</th>
      <th>Mischief</th>
      <th>Other Theft</th>
      <th>Theft from Vehicle</th>
      <th>Theft of Bicycle</th>
      <th>Theft of Vehicle</th>
      <th>Vehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>Vehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>All</th>
    </tr>
    <tr>
      <th>Borough</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Central</th>
      <td>787</td>
      <td>198</td>
      <td>2280</td>
      <td>2489</td>
      <td>6871</td>
      <td>857</td>
      <td>245</td>
      <td>1</td>
      <td>314</td>
      <td>14042</td>
    </tr>
    <tr>
      <th>East Side</th>
      <td>786</td>
      <td>1043</td>
      <td>2192</td>
      <td>1674</td>
      <td>4754</td>
      <td>678</td>
      <td>605</td>
      <td>8</td>
      <td>660</td>
      <td>12400</td>
    </tr>
    <tr>
      <th>South Vancouver</th>
      <td>49</td>
      <td>156</td>
      <td>187</td>
      <td>88</td>
      <td>483</td>
      <td>36</td>
      <td>71</td>
      <td>1</td>
      <td>111</td>
      <td>1182</td>
    </tr>
    <tr>
      <th>West Side</th>
      <td>403</td>
      <td>1000</td>
      <td>1062</td>
      <td>696</td>
      <td>2838</td>
      <td>588</td>
      <td>225</td>
      <td>3</td>
      <td>389</td>
      <td>7204</td>
    </tr>
    <tr>
      <th>All</th>
      <td>2025</td>
      <td>2397</td>
      <td>5721</td>
      <td>4947</td>
      <td>14946</td>
      <td>2159</td>
      <td>1146</td>
      <td>13</td>
      <td>1474</td>
      <td>34828</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;YearAll&#39;</span><span class="p">:</span><span class="s1">&#39;Total&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearBreak and Enter Commercial&#39;</span> <span class="p">:</span> <span class="s1">&#39;Break and Enter Commercial&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearBreak and Enter Residential/Other&#39;</span> <span class="p">:</span> <span class="s1">&#39;Break and Enter Residential&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearMischief&#39;</span> <span class="p">:</span> <span class="s1">&#39;Mischief&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearOther Theft&#39;</span> <span class="p">:</span> <span class="s1">&#39;Other&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearTheft from Vehicle&#39;</span> <span class="p">:</span> <span class="s1">&#39;Theft from Vehicle&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearTheft of Bicycle&#39;</span> <span class="p">:</span> <span class="s1">&#39;Theft of Bicycle&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearTheft of Vehicle&#39;</span> <span class="p">:</span> <span class="s1">&#39;Theft of Vehicle&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearVehicle Collision or Pedestrian Struck (with Fatality)&#39;</span> <span class="p">:</span> <span class="s1">&#39;Vehicle Collision or Pedestrian Struck (with Fatality)&#39;</span><span class="p">,</span>
                              <span class="s1">&#39;YearVehicle Collision or Pedestrian Struck (with Injury)&#39;</span> <span class="p">:</span> <span class="s1">&#39;Vehicle Collision or Pedestrian Struck (with Injury)&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># To ignore bottom All in Borough</span>
<span class="n">vnc_crime_cat</span> <span class="o">=</span> <span class="n">vnc_crime_cat</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
<span class="n">vnc_crime_cat</span>
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      <th></th>
      <th>Borough</th>
      <th>Break and Enter Commercial</th>
      <th>Break and Enter Residential</th>
      <th>Mischief</th>
      <th>Other</th>
      <th>Theft from Vehicle</th>
      <th>Theft of Bicycle</th>
      <th>Theft of Vehicle</th>
      <th>Vehicle Collision or Pedestrian Struck (with Fatality)</th>
      <th>Vehicle Collision or Pedestrian Struck (with Injury)</th>
      <th>Total</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Central</td>
      <td>787</td>
      <td>198</td>
      <td>2280</td>
      <td>2489</td>
      <td>6871</td>
      <td>857</td>
      <td>245</td>
      <td>1</td>
      <td>314</td>
      <td>14042</td>
    </tr>
    <tr>
      <th>1</th>
      <td>East Side</td>
      <td>786</td>
      <td>1043</td>
      <td>2192</td>
      <td>1674</td>
      <td>4754</td>
      <td>678</td>
      <td>605</td>
      <td>8</td>
      <td>660</td>
      <td>12400</td>
    </tr>
    <tr>
      <th>2</th>
      <td>South Vancouver</td>
      <td>49</td>
      <td>156</td>
      <td>187</td>
      <td>88</td>
      <td>483</td>
      <td>36</td>
      <td>71</td>
      <td>1</td>
      <td>111</td>
      <td>1182</td>
    </tr>
    <tr>
      <th>3</th>
      <td>West Side</td>
      <td>403</td>
      <td>1000</td>
      <td>1062</td>
      <td>696</td>
      <td>2838</td>
      <td>588</td>
      <td>225</td>
      <td>3</td>
      <td>389</td>
      <td>7204</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">per_borough</span> <span class="o">=</span> <span class="n">vnc_crime_cat</span><span class="p">[[</span><span class="s1">&#39;Borough&#39;</span><span class="p">,</span><span class="s1">&#39;Total&#39;</span><span class="p">]]</span>

<span class="n">per_borough</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Borough&#39;</span><span class="p">,</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">per_borough</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</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">6</span><span class="p">),</span> <span class="n">rot</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Crimes&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Borough&#39;</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;Boroughs in Vancouver with the Highest crimes&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">(),</span><span class="n">decimals</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span> 
                <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mf">2.</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> 
                <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> 
                <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">,</span>
                <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span>
               <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

    </div>
</div>
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<h3 id="Based-on-exploratory-data-analysis-it-is-clear-that-South-Vancouver-has-the-lowest-crimes">Based on exploratory data analysis it is clear that South Vancouver has the lowest crimes<a class="anchor-link" href="#Based-on-exploratory-data-analysis-it-is-clear-that-South-Vancouver-has-the-lowest-crimes">&#182;</a></h3><h5 id="Since-South-Vancouver-has-very-little-number-of-neighborhoods-and-opening-a-commercial-establishment-would-not-be-viable,-we-can-choose-the-next-borough-with-lowest-crime-which-is-West-Side.">Since South Vancouver has very little number of neighborhoods and opening a commercial establishment would not be viable, we can choose the next borough with lowest crime which is <strong>West Side</strong>.<a class="anchor-link" href="#Since-South-Vancouver-has-very-little-number-of-neighborhoods-and-opening-a-commercial-establishment-would-not-be-viable,-we-can-choose-the-next-borough-with-lowest-crime-which-is-West-Side.">&#182;</a></h5>
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<h4 id="Different-types-of-crimes-recorded-in-the-West-Side-Borough">Different types of crimes recorded in the West Side Borough<a class="anchor-link" href="#Different-types-of-crimes-recorded-in-the-West-Side-Borough">&#182;</a></h4><h4 id="West-side-was-chosen-because-crime-type-Break-and-enter-Commercial-is-also-low-amongst-other-crimes-types-which-makes-West-Side-ideal-destination-for-opening-of-commercial-establishments">West side was chosen because crime type Break and enter Commercial is also low amongst other crimes types which makes West Side ideal destination for opening of commercial establishments<a class="anchor-link" href="#West-side-was-chosen-because-crime-type-Break-and-enter-Commercial-is-also-low-amongst-other-crimes-types-which-makes-West-Side-ideal-destination-for-opening-of-commercial-establishments">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[29]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span> <span class="n">vnc_ws_df</span> <span class="o">=</span> <span class="n">vnc_crime_cat</span><span class="p">[</span><span class="n">vnc_crime_cat</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;West Side&#39;</span><span class="p">]</span>

 <span class="n">vnc_ws_df</span> <span class="o">=</span> <span class="n">vnc_ws_df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;Total&#39;</span><span class="p">],</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>

<span class="n">vnc_ws</span> <span class="o">=</span> <span class="n">vnc_ws_df</span><span class="p">[[</span><span class="s1">&#39;Borough&#39;</span><span class="p">,</span><span class="s1">&#39;Theft of Vehicle&#39;</span><span class="p">,</span> <span class="s1">&#39;Break and Enter Commercial&#39;</span><span class="p">,</span><span class="s1">&#39;Break and Enter Residential&#39;</span><span class="p">,</span><span class="s1">&#39;Mischief&#39;</span><span class="p">,</span><span class="s1">&#39;Other&#39;</span><span class="p">,</span>
                 <span class="s1">&#39;Theft from Vehicle&#39;</span><span class="p">,</span><span class="s1">&#39;Vehicle Collision or Pedestrian Struck (with Fatality)&#39;</span><span class="p">,</span><span class="s1">&#39;Theft of Bicycle&#39;</span><span class="p">,</span>
                 <span class="s1">&#39;Vehicle Collision or Pedestrian Struck (with Injury)&#39;</span><span class="p">]]</span>


<span class="n">vnc_ws</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Borough&#39;</span><span class="p">,</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">vnc_ws</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</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">6</span><span class="p">),</span> <span class="n">rot</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Crimes&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Borough&#39;</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;Different Kind of Crimes in West Side Borough&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">patches</span><span class="p">:</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">(),</span><span class="n">decimals</span><span class="o">=</span><span class="mi">3</span><span class="p">),</span> 
                <span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span><span class="o">+</span><span class="n">p</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span><span class="o">/</span><span class="mf">3.</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">get_height</span><span class="p">()),</span> 
                <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> 
                <span class="n">xytext</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> 
                <span class="n">textcoords</span><span class="o">=</span><span class="s1">&#39;offset points&#39;</span><span class="p">,</span>
                <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span>
               <span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mf">1.00</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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I8ePbKNd+3us6NHj1a3bt20bt06RUZGasKECRoxYoTefvttq8/nGgcHBwUGBiowMFBDhw7VkiVL1KNHD23dulXBwcE57nOz70pWVpZ69OihUaNGZdvm5eWV577u7u4W13zWr19f3333naZNm6ZFixblevycfiZy+t7d2OfG/XL6XHO6QZg1Py+2/D0CAIAtMYOJQu/ixYuaM2eOwsPDb/oPzJtp0KCBDh48KD8/P/n7+1v88fHxyXW/a2EiLi4u234VK1a8pRqcnJx05coVq/u7uLho1apVatasmcLCwu74sQ/Vq1fX+fPnLWaDEhISLO7Sm9t+u3btsrij5oEDB3ThwgVVr17d6uNfu7PnBx98oAsXLmTbnpGRUSA3M7H2M7W3t1dQUJDefPNN7dmzR6VLl852c5f8YGdnp9DQUPO1p2FhYeZtN7ZfCyzXvt83no+/v7/c3NzM+1eoUEEDBw7UN998ozfffFNz5swxb7vV7+f1qlatKknmWeIbVatWTTt27LBou/F1gwYN9Msvv6hixYrZzuF27s7r4OCgf//9V9LV73BCQoLFaoDLly8rKioqz++wv7+/ihQpoi1btli0b9261WI/X19fnT592mLs6491beb0+kenZGZmas+ePbd8XgAA3C0ETBQq6enpOnv2rM6cOaNDhw5p/vz5atSokS5fvmzxj+Db9eKLL+rKlSvq0KGDtm3bphMnTmj79u167bXXtHPnzlz38/f3V58+fdS/f38tXrxYx44d04EDBzR//nxNnjz5lmooX768duzYobi4OCUkJFg1K1GkSBF98803atOmjVq2bJntH7q3Ijw8XLVr11b37t0VFRWl/fv3q1u3bnJwyHvBw4svvqiLFy+qV69eiomJ0fbt29WjRw81b95cLVq0uKUaZs+eLUdHR9WvX1+ff/65Dh06pGPHjmnJkiVq0KDBTZdC2oI1n+nKlSs1ffp07dmzR3FxcVqxYoX++usviyWW+enacxx3795tETDDwsLM7dc/nuTNN98030hn//79+uOPP7Ru3Tr17dtXqampSklJ0QsvvKDIyEgdP35c+/bt07p16yzOp3z58tq0aZNOnz6d53Lg4OBgzZ07Vz///LP+/PNPbdy4UQMHDlSJEiUUGhqa4z5Dhw7V0qVLNXPmTB09elQLFizIdofjV199Vb/99pv5+3n8+HFt2rRJgwcPVmxsbJ7vV2pqqs6ePauzZ8/q8OHDGjt2rA4dOmSeKQ8LC1OjRo3UtWtX7dixQzExMXrmmWeUlpam559/PtdxXVxc9NJLL2n06NH6+uuvdfToUU2YMEErV67Uq6++au4XERGhuXPnateuXYqJiVGvXr0s/kMmICBAjz76qF544QVt2bJFhw4d0oABA3Tx4sU7Xv4PAEBBIWCiUNm2bZtKly6tsmXLqlmzZvroo4/UtWtXxcTEZHvcwe0oWbKkdu3aJW9vbz3++OOqXLmyunXrpj///FOlS5fOc9+PPvpIr7zyisaPH69q1aopPDxcn3766S0v2x03bpwuXLigypUry8fHJ8fHNOTEwcFBS5YsUZcuXdSmTRutX7/+lo57jclk0ooVK1S8eHEFBQWpXbt2atu2rerVq5fnfiVLltQPP/ygkydPqmHDhmrXrp1q1KihZcuW3XIN5cqV0969e/XYY49p7NixqlevngIDAzVv3jwNHz5cNWrUuK1zu1U3+0w9PDz03Xff6eGHH1alSpU0YsQIvf766+rTp0+B1BceHq7Lly/Lx8fH4prZatWqqUSJEkpPT7d4vEVoaKgiIyP166+/qkWLFqpVq5ZeeeUVFStWTI6OjnJwcFBycrL69u2rqlWrqnXr1ipZsqTFjOzUqVO1Z88elS9fPs9Z/TZt2uizzz5T27ZtVblyZfXu3VsBAQHasWNHrs++7Nixo6ZOnaopU6aoVq1a+uyzz7L9B03VqlW1c+dOpaSkqHXr1qpWrZr69++v1NRUlShRIs/36/PPP1fp0qVVunRpNWzYUKtWrdL8+fPVrVs3Sf/33a9SpYoeeeQRNWzYUGfPntWPP/540+d1jh8/Xv3799fLL7+s6tWra8mSJVqyZIlFwH/33XdVo0YNtW7dWm3atFFQUJDFtdyStGDBAtWoUUNt2rRRSEiI/Pz81LJlS4sl+QAA3MtMxs0u9AEAAHfFlStXVKVKFbVv315Tp0692+UAAHBT3OQHAIB7xNatWxUfH6+6devqn3/+0fTp03XixAn16tXrbpcGAIBVCJgAANwjrly5orffflvHjh2To6OjatSooU2bNqlmzZp3uzQAAKzCElkAAAAAgE1wkx8AAAAAgE0QMAEAAAAANkHABIACNnHiRDVs2FDu7u7y8fHRo48+qpiYGIs+KSkpGjRokB544AE5OzurcuXKmj59ukWf/v37q2LFinJ2dpaPj48ee+wx/fbbbxZ9jhw5og4dOsjb21vFihVTkyZNtG7dunw/RwAAcH+6b27yc/r06btdAoD/GG9vbyUkJNzyfuvXr1fXrl1Vu3ZtGYahd999V2FhYdq0aZM8PDwkSSNGjNC2bds0ffp0lStXTrt379aIESNkb2+vJ598UpLk7++vtm3bqkyZMvr77781depUhYWFaffu3XJ0dJQkPfzww3rwwQf1xRdfyMXFRYsXL9Zjjz2mTZs26aGHHrLZewHAdsqUKXO3SwCA23bf3OSHgAnA1m43YN7o0qVLqlKlij755BO1atVKkhQWFqa2bdtq2LBh5n5PPPGEqlSpovHjx+c4zqFDh9SyZUtt2bJF/v7+SkpKUs2aNfXVV1+pWbNmkqTMzEyVL19ec+bMUbt27e64dgC2R8AEUJixRBYA7rKUlBRlZWWpRIkS5raGDRvqxx9/1KlTpyRJ0dHROnjwoEJCQnIc499//9XSpUvl5+ensmXLSpI8PDwUEBCgZcuW6dKlS7py5YqWLFkiNzc3NWzYMN/PCwAA3H/umyWyAHCveuONN1S9enXVr1/f3PbWW29p1KhRatSokRwcHMxtLVu2tNh34cKFGj9+vP79919VrFhRS5cuVZEiRSRJJpNJX3zxhfr166fKlSvLzs5OJUqU0OLFi1WyZMmCO0EAAHDfIGACwF00duxYRUdHa/ny5bK3tze3z58/X9HR0VqwYIEeeOAB/fTTT3rrrbdUtmxZhYaGmvs9/vjjCgoKUnx8vObOnasBAwZo5cqVcnZ2lmEYevXVV+Xh4aHly5eraNGi+vzzz/Xss8/q+++/V+nSpe/GKQMAgP8wrsEEgNt0p9dgjhkzRqtWrdLXX38tf39/c3tqaqqqVq2qDz/8UK1btza3Dxs2TH/99ZeWLl2a43jp6emqVq2aJk2apCeffFLbtm3T008/rYMHD6p48eLmfs2aNVOnTp308ssv33btAPIP12ACKMyYwQSAu+CNN97QypUr9c0331iES+nqjXgyMjJkZ2d5mbydnZ2ysrJyHdMwDBmGofT0dElXg+q1/W4c5z75v0UAAFDACJgAUMBeffVVLVu2TJ988omKFy+u+Ph4SZKrq6tcXV1VrFgxNW3aVBMnTpSrq6seeOAB7dq1S8uWLdNrr70mSTp+/LjWrFmjFi1ayMvLS6dPn9asWbNUpEgRRURESJIaNGigEiVKaMiQIXr55ZfNS2Tj4uLMfQAAAGyJJbIAcJtud4msn59fju1DhgzR0KFDJUnx8fGaOHGitm7dqr///lt+fn7q2rWrBgwYIJPJpFOnTmnkyJH65ZdfdPHiRXl7e6tJkyZ6+eWXLWZEDxw4oMmTJ+vAgQPKzMxUQECAXn75ZQImcA9jiSyAwoyACQC3yVbPwQSA6xEwARRmPAcTAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBI8pAYC7YOnBHnft2J2rL75rxwYAAP9tzGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGyCgAkAAAAAsAkCJgAAAADAJgiYAAAAAACbIGACAAAAAGzCoSAOkpCQoFmzZunvv/+WyWRSRESE2rZtq6+++kobN26Uu7u7JOnpp59WvXr1JEnLly9XZGSk7Ozs1Lt3b9WpU0eSFBsbq1mzZik9PV1169ZV7969ZTKZCuI0AAAAAAB5KJCAaW9vrx49eqhChQpKTU3VqFGjVKtWLUnSI488ovbt21v0P3nypHbu3Klp06YpOTlZb731lmbOnCk7OzvNmzdPAwYMUEBAgCZOnKj9+/erbt26BXEaAAAAAIA8FMgSWQ8PD1WoUEGS5OzsLD8/PyUlJeXaPzo6WoGBgXJ0dJSvr69KlSqlY8eOKTk5WampqapUqZJMJpOCgoIUHR1dEKcAAAAAALiJApnBvF58fLyOHz8uf39//f7771q/fr22bt2qChUq6JlnnpGbm5uSkpIUEBBg3sfT01NJSUmyt7eXl5eXud3LyyvXoLphwwZt2LBBkjRp0iR5e3vn74kBuO84ODgUyt8thbFmAABQOBRowExLS9PUqVPVq1cvubi4qFWrVnryySclSUuXLtWiRYs0cOBAGYaR4/65teckIiJCERER5tcJCQl3VjwA3MDb27tQ/m4pjDUD95MyZcrc7RIA4LYV2F1kMzMzNXXqVLVo0UKNGzeWJJUoUUJ2dnays7NTeHi4/vjjD0lXZyYTExPN+yYlJcnT0zNbe2Jiojw9PQvqFAAAAAAAeSiQgGkYhubOnSs/Pz+1a9fO3J6cnGz+e1RUlMqWLStJatCggXbu3KmMjAzFx8frzJkz8vf3l4eHh5ydnXXkyBEZhqGtW7eqQYMGBXEKAAAAAICbKJAlsocPH9bWrVtVrlw5DR8+XNLVR5Ls2LFDJ06ckMlkko+Pj5599llJUtmyZdW0aVMNGTJEdnZ26tu3r+zsrmbhfv36afbs2UpPT1edOnW4gywAAAAA3CNMxq1c2FiInT59+m6XAOA/5k6uwVx6sIeNq7Fe5+qL79qxAdwc12ACKMwK7BpMAAAAAMB/GwETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYBAETAAAAAGATBEwAAAAAgE0QMAEAAAAANkHABAAAAADYhENBHCQhIUGzZs3S33//LZPJpIiICLVt21YpKSmaPn26zp8/Lx8fH73yyityc3OTJC1fvlyRkZGys7NT7969VadOHUlSbGysZs2apfT0dNWtW1e9e/eWyWQqiNMAAAAAAOShQGYw7e3t1aNHD02fPl3jx4/X+vXrdfLkSa1YsUI1a9bUe++9p5o1a2rFihWSpJMnT2rnzp2aNm2aXnvtNX3yySfKysqSJM2bN08DBgzQe++9p7Nnz2r//v0FcQoAAAAAgJsokIDp4eGhChUqSJKcnZ3l5+enpKQkRUdHKzg4WJIUHBys6OhoSVJ0dLQCAwPl6OgoX19flSpVSseOHVNycrJSU1NVqVIlmUwmBQUFmfcBAAAAAJTJawEAACAASURBVNxdBX4NZnx8vI4fPy5/f39duHBBHh4ekq6G0IsXL0qSkpKS5OXlZd7H09NTSUlJ2dq9vLyUlJRUsCcAAAAAAMhRgVyDeU1aWpqmTp2qXr16ycXFJdd+hmHcUntONmzYoA0bNkiSJk2aJG9v71srFgBuwsHBoVD+bimMNQMAgMKhwAJmZmampk6dqhYtWqhx48aSpOLFiys5OVkeHh5KTk6Wu7u7pKszk4mJieZ9k5KS5Onpma09MTFRnp6eOR4vIiJCERER5tcJCQn5cVoA7mPe3t6F8ndLYawZuJ+UKVPmbpcAALfttpbIpqenKzMz0+r+hmFo7ty58vPzU7t27cztDRo00JYtWyRJW7ZsUcOGDc3tO3fuVEZGhuLj43XmzBn5+/vLw8NDzs7OOnLkiAzD0NatW9WgQYPbOQUAAAAAgI1ZNYO5aNEiBQYGyt/fX3v37tXUqVNlMpn08ssvWxXwDh8+rK1bt6pcuXIaPny4JOnpp59Whw4dNH36dEVGRsrb21tDhgyRJJUtW1ZNmzbVkCFDZGdnp759+8rO7moW7tevn2bPnq309HTVqVNHdevWvd1zBwAAAADYkMmw4sLGZ599Vu+//76KFCmiV199Ve3bt5eLi4s+/fRTTZ06tSDqvGOnT5++2yUA+I+5kyWySw/2sHE11utcffFdOzaAm2OJLIDCzKoZzMuXL6tIkSL6559/dO7cOTVp0kQS1/EAAAAAAP6PVQGzTJky2rZtm86ePatatWpJki5evCgnJ6d8LQ4AAAAAUHhYdZOfvn37av369YqJiVHnzp0lSQcOHDCHTQAAAAAArLoG87+AazAB2BrXYALID1yDCaAws/o5mL/88ot27NihCxcuaNSoUfrjjz+UmpqqGjVq5Gd9AAAAAIBCwqolsmvXrtW8efNUunRp/fbbb5IkJycnffnll/laHAAAAACg8LAqYK5Zs0ajR49Whw4dzM+j9PPzY9kpAAAAAMDMqoCZmpoqb29vi7bMzEw5OFi9whYAAAAA8B9nVcCsWrWqVqxYYdG2du1aVa9ePV+KAgAAAAAUPlYFzD59+igqKkovvPCC0tLSNHjwYO3evVs9e/bM7/oAAAAAAIWEVWtcPTw8NHHiRB07dkwJCQny8vKSv7+/+XpMAAAAAACsvojSZDIpICBAAQEB+VkPAAAAAKCQsipgnjhxQp9++qlOnDihtLQ0i21ffPFFvhQGAAAAAChcrAqYM2fOVOPGjdW7d285OTnld00AAAAAgELIqoD5999/q3PnzjKZTPldDwAAAACgkLLqLj3BwcHavn17ftcCAAAAACjErJrB7NChg15//XUtX75cxYsXt9g2ZsyYfCkMAAAAAFC4WBUwp02bJl9fXzVq1IhrMAEAAAAAObL6LrLz58+Xg4PVTzUBAAAAANxnrLoGs2rVqjp58mR+1wIAAAAAKMSsmpL08fHR22+/rUaNGmW7BrNz5875UhgAAAAAoHCxKmCmp6erXr16yszMVGJiYn7XBAAAAAAohKwKmAMHDszvOgAAAAAAhVyuATM+Pl6+vr6SpHPnzuU6QMmSJW1fFQAAAACg0Mk1YA4bNkyLFi2SJL300ku5DrB06VLbVwUAAAAAKHRyDZjXwqVEiAQAAAAA3NxNH1OSlZWlQYMGKSMjoyDqAQAAAAAUUjcNmHZ2drKzs1N6enpB1AMAAAAAKKSsuots27ZtNWPGDHXs2FGenp4ymUzmbdzkBwAAAAAgWRkw58+fL0n65Zdfsm3j+kwAAAAAgGRlwCREAgAAAABuJs9rMNPT0xUXF5fjtri4OK7LBAAAAACY5RkwV65cqcjIyBy3bd68WatWrcqXogAAAAAAhU+eAXPnzp1q3759jtvatWunHTt25EtRAAAAAIDCJ8+AmZSUJE9Pzxy3eXp6KikpKV+KAgAAAAAUPnkGzKJFiyohISHHbQkJCSpSpEi+FAUAAAAAKHzyDJh169bVF198keO2L7/8UvXq1cuXogAAAAAAhU+ejynp0qWLXnvtNQ0fPlyNGjWSh4eHkpOTFRUVpdTUVL399tsFVScAAAAA4B6XZ8AsUaKEJk+erNWrV2v//v1KSUmRm5ub6tevr3bt2snNza2g6gQAAAAA3OPyDJiS5Obmpi5duqhLly4FUQ8AAAAAoJDK8xpMAAAAAACsRcAEAAAAANgEARMAAAAAYBO5BszXXnvN/Pevv/66QIoBAAAAABReuQbM06dPKz09XZK0evXqAisIAAAAAFA45XoX2YYNG2rw4MHy9fVVenq6xowZk2O/cePG5VtxAAAAAIDCI9eAOXDgQP3++++Kj4/XsWPHFBoaetsHmT17tvbu3avixYtr6tSpkqSvvvpKGzdulLu7uyTp6aefVr169SRJy5cvV2RkpOzs7NS7d2/VqVNHkhQbG6tZs2YpPT1ddevWVe/evWUymW67LgAAAACA7eT5HMwqVaqoSpUqyszMVEhIyG0fJCQkRA8//LBmzZpl0f7II4+offv2Fm0nT57Uzp07NW3aNCUnJ+utt97SzJkzZWdnp3nz5mnAgAEKCAjQxIkTtX//ftWtW/e26wIAAAAA2E6eAfOasLAwxcTEaOvWrUpOTpaHh4eCgoJUo0YNqw5SrVo1xcfHW9U3OjpagYGBcnR0lK+vr0qVKqVjx47Jx8dHqampqlSpkiQpKChI0dHRBEwAAAAAuEdY9ZiSjRs3asaMGSpRooQaNWokDw8PzZw5Uxs2bLijg69fv17Dhg3T7NmzlZKSIklKSkqSl5eXuY+np6eSkpKytXt5eSkpKemOjg8AAAAAsB2rZjBXrVql119/XQ899JC5LTAwUFOnTlVERMRtHbhVq1Z68sknJUlLly7VokWLNHDgQBmGkWP/3Npzs2HDBnMAnjRpkry9vW+rTgDIjYODQ6H83VIYawYAAIWDVQHzn3/+0QMPPGDRVqZMGfOs4+0oUaKE+e/h4eGaPHmypKszk4mJieZtSUlJ8vT0zNaemJgoT0/PXMePiIiwCL8JCQm3XSsA5MTb27tQ/m4pjDUD95MyZcrc7RIA4LZZtUS2SpUqWrRokS5fvixJSktL0+LFi83XQ96O5ORk89+joqJUtmxZSVKDBg20c+dOZWRkKD4+XmfOnJG/v788PDzk7OysI0eOyDAMbd26VQ0aNLjt4wMAAAAAbMuqGcz+/ftrxowZ6tWrl9zc3JSSkqJKlSpp8ODBVh1kxowZOnTokP755x8999xzeuqpp3Tw4EGdOHFCJpNJPj4+evbZZyVJZcuWVdOmTTVkyBDZ2dmpb9++srO7moP79eun2bNnKz09XXXq1OEGPwAAAABwDzEZt3BxY2JiovkustffcKcwOH369N0uAcB/zJ0skV16sIeNq7Fe5+qL79qxAdwcS2QBFGZWzWBe4+XlVeiCJQAAAACgYNxSwAQAAEDBMwxD58+fV0ZGxt0uBcB9ztHRUT4+PjKZTDluJ2ACAADc486fP6/MzEw5OTnd7VIA3OcyMjJ0/vx5+fr65rj9pneRzcrKUkxMjDIzM21eHAAAAG4uIyNDjo6Od7sMAJCjo2OeqyluGjDt7Ow0ZcoUOTgw2QkAAAAAyJ1Vz8GsWrWqjhw5kt+1AAAA4B6UlJSk0NBQhYaGqnr16qpVq5ZCQ0Pl7++v5s2b39JYCQkJevjhhxUWFqbdu3dr/vz5t1zPvHnz1KxZMz333HPmtkuXLqly5cq6ePGiRd9nnnlGK1euzHGcuLg4BQUF5bht0qRJ2rJlS6417NixQ926dbvl2oH/OqumJX18fDRx4kQ1aNBAXl5eFhd0du7cOd+KAwAAQHZpvdrYdLyiC9fmud3T01ObNm2SJE2ZMkWurq564YUXFBcXp+7du9/SsbZt2yZ/f3998MEHiouL04gRI9SnT59bGmPBggX64osv9OCDD5rbXF1dFRISojVr1qhLly6SpIsXLyoqKkpz5869pfEladSoUbe8DwArZzDT09PVsGFDmUwmJSUlKTEx0fwHAAAA968rV65oyJAhatGihTp16qTU1FRJ0vHjx9W5c2dFRETo0Ucf1dGjR/Xrr7/qzTff1MaNGxUaGqq33npLJ06cUGhoqMaOHZtt7Dlz5igoKEhBQUH68MMPJUnDhg3Tn3/+qWeeeSZbcOzYsaNWrFhhfr1mzRqFhobKxcVFH3zwgVq1aqXg4GBNnjz5pvUPGjRI3333nSRp3759atu2rUJCQtS6dWulpKRYHPfSpUsaPHiwWrVqpbCwMK1dm3dgB/7LrJrBHDhwYH7XAQAAgEIoNjZWc+fO1bRp09SvXz+tXr1anTp10rBhw/TOO++oQoUK2rNnj0aOHKlvv/1WI0eO1P79+zVp0iTFxcXp8OHD5tnR6x04cEBffvml1q5dK8Mw1KZNGwUGBurdd9/Vpk2b9O2332Z7PntYWJiGDBmipKQkeXp6avny5erXr582bdqk48ePa/369TIMQz169NCuXbvk5+eXa/3XpKenq3///po3b57q1q2rf/75R0WLFrU47owZM9S8eXPNnDlTFy5cUOvWrRUUFCRXV9f8edOBe5jVd+45efKkdu/erQsXLqhv3746ffq0MjIyLJYmAAAA4P5Srlw51axZU5JUq1Yt/fXXX0pJSVF0dLT69u1r7peenn5L4/70009q06aNOaQ98sgj2r17t/lYOXFyclLr1q313XffqV27doqJiVFISIjefvttbd68WWFhYZKuzjjGxsbKz88vx/qvd+zYMZUsWVJ169aVJBUrVizbcTdv3qz169dr9uzZkqTLly/r1KlTqlSp0i2dM/BfYFXA3LVrlz7++GM1btxYO3bsUN++fZWamqrPP/9co0ePzu8aAQAAcI8qUqSI+e/29vZKS0uTYRhyd3fPcWbSWoZh3NZ+HTt21PTp02UYhh5++GE5OjrKMAy99NJL6tmzp0XfuLi4HOu/sY7cHih/fZ/58+fL39//tmoG/kusugbzq6++0ujRo/Xss8/Kzu7qLg8++KBOnDiRn7UBAACgECpWrJjKlSunVatWSboawGJiYrL1c3Nzy3Y94zVNmzbV2rVr9e+//+rSpUtas2aNmjRpctNjN2/eXLGxsVqwYIEef/xxSVJoaKi++OIL87HOnDmj8+fPW3UuAQEBOnv2rPbt2ydJSklJyfZ8+NDQUH388cfmUPzrr79aNTbwX2RVwLxw4UK2pbAmk+mm/5sDAACA+9OcOXP02WefKSQkRC1atNC6deuy9fH09FSjRo0UFBSU7SY/tWrVUpcuXfTwww+rTZs26tatW57LY6+xs7NTu3btlJSUpKZNm0q6GgAff/xxPfLIIwoODlafPn1yDbY3cnJy0rx58/Tqq68qJCREnTp1yjbLOWTIEGVkZCgkJERBQUGaNGmSVWMD/0Umw4r1B2+//bZatGih4OBg9e7dWwsWLNDWrVu1c+fOQnML59OnT9/tEgD8x3h7eyshIeG29l16sIeNq7Fe5+qL79qxAdxcmTJlsrWdOnVKTk5Od6EaAMguPT1dfn5+OW6z6hrM3r176+2331ZkZKQuX76s8ePH6/Tp03r99ddtWigAAAAAoPCyKmD6+flpxowZ2rNnj+rXry8vLy/Vr18/2y2aAQAAAAD3L6sfU1KkSBFVqVLF/FwhwiUAAAAA4HpWBcyEhAS99957Onr0qFxdXXXp0iX5+/vrpZdeko+PT37XCAAAAAAoBKy6i+ysWbNUoUIFLViwQB9//LEWLFigihUratasWfldHwAAAACgkLAqYMbGxqp79+7mZbFFixZV9+7dFRsbm6/FAQAAAAAKD6sCZkBAgI4dO2bR9scff6hSpUr5UhQAAADuLaVKlVJoaKhCQkIUHh6uqKgom4wbFxenoKAgm4x1q8eIi4tTuXLlFBoaav6zdOnSPMdas2aNDh8+fMc17d27V+3bt1fTpk0VGBioV155Rf/+++8dj1sQJk2apC1btuTZZ9CgQfruu+8KqCLcS3K9BvP6H66SJUtq4sSJqlevnry8vJSYmKh9+/apefPmBVIkAAAA/k/bhb/adLw1vWretE/RokW1adMmSVJkZKTGjx+vlStXWvS5cuWK7O3tbVpbfnvooYfM52WNtWvXqlWrVqpcubLV+2RmZsrB4f/+2R0fH69+/frpww8/VMOGDWUYhlavXq2UlBS5uLjcUv35xTAMGYYhO7vs81GjRo26CxWhsMh1BjMxMdH8JyMjQ40bN5ajo6MuXrwoR0dHNWrUSOnp6QVZKwAAAO4BKSkpKl68uCRpx44d6tixo5577jkFBwfrypUrGjt2rFq1aqXg4GB9+umn5n2eeOIJhYeHKzg4WGvXrs027okTJxQWFqZ9+/ZlO15O+8bFxalZs2YaMmSIWrRooU6dOik1NVWSdODAAYWEhKhNmzaaP3/+LZ/jQw89pAkTJpjHiI+PV1RUlNavX69x48YpNDRUx48f1/Hjx9W5c2dFRETo0Ucf1dGjRyVdncEbPXq0OnbsqDfffNNi7Pnz5+upp55Sw4YNJUkmk0mPPvqofH19lZycrGeeeUbBwcFq06aNDh48KEmaMmWKXnzxRXXq1En169fX6tWrNW7cOAUHB6tz587KyMiQJNWvX1/jx49XmzZt1LJlS/3yyy/mYy1cuNBcwwcffGD+jCZPnmzxfo4YMULh4eE6deqU3n//fQUHByskJERvvfWW+dyuzU6+++67atWqlYKCgjR06FAZhnHL7zX+W3KdwRw4cGBB1gEAAIB7WFpamkJDQ3X58mWdO3dO3377rXnbvn37tGXLFj344INatGiR3N3d9cMPP+jy5ctq166dQkJC5Ofnp4ULF6pYsWJKTExUmzZt9PDDD5vHOHbsmJ599lnNnDlTNWtazqgWLVo0131jY2M1d+5cTZs2Tf369dPq1avVqVMnvfTSS5o4caICAwM1duzYXM/rxIkTCg0NNb+eOHGimjRpon///Vf169fXq6++qnHjxmnJkiUaMmSIWrdurVatWunRRx+VJD3xxBN65513VKFCBe3Zs0cjR440vzexsbH65ptvss3q/v777+rcuXOO9UyZMkU1a9bUokWLtG3bNr344ovmGdYTJ05o+fLlOnz4sB555BHNnz9fY8aMUc+ePfXjjz+qbdu2kqQyZcpo7dq1Gj16tAYNGqTvv/9eaWlpCgoKUq9evbRp0yYdP35c69evl2EY6tGjh3bt2iU/Pz8dO3ZMM2fO1JQpU7Rx40atXbtWa9eulYuLi5KTk7PV27dvXw0bNkzS1fzwww8/qHXr1rm+3/jvs/o5mJcvX9bZs2eVlpZm0X4rywMAAABQOF2/RDY6Olovvviitm7dKkmqW7euHnzwQUnS5s2bdejQIfMM1z///KPY2FiVKVNG48eP165du2RnZ6ezZ88qPj5e0tVH4j3zzDOaP3++qlSpku3YhmHkum+5cuXMgbRWrVr666+/dPHiRV28eFGBgYGSpE6dOikyMjLH88ptiayTk5NatWolSapdu3aO1xympKQoOjpaffv2Nbddv8Lv0UcfveUlwz/99JN5xrVFixZKTk7WxYsXJUnh4eFydHRUtWrVdOXKFYWFhUmSqlatqr/++ss8xrXwXbVqVV26dElubm5yc3NTkSJFdOHCBW3evFmbN28273/p0iXFxsbKz89PZcuWVYMGDSRJW7Zs0dNPP21etuvh4ZGt3u3bt2vWrFlKTU1VcnKyqlSpQsC8z1kVMLds2aL58+fLwcFBTk5OFtvmzJmTL4UBAADg3tSwYUMlJiYqISFBkiyuGzQMQxMmTDCHl2u+/PJLJSYmasOGDXJ0dFT9+vV1+fJlSZK7u7vKlCmjqKioHAPmsmXLct23SJEi5n729vZKS0uTYRgymUx3dI4ODg7mMezt7ZWZmZmtj2EYcnd3z/UaTldX1xzbq1SpogMHDqhNmzY5jnmja3Vc+3e4nZ2dRX12dnYW9V3f7/p/u1/rZxiGXnrpJfXs2dPiOHFxcdk+y7zex7S0NI0cOVI//vij/Pz8NGXKlGyTUbj/WHUX2SVLlmjo0KH65JNPNGfOHIs/AAAAuL8cPXpUWVlZ8vT0zLYtNDRUCxcuNF8T+Mcff+jSpUu6ePGivL295ejoqO3bt1vMuDk5OenTTz/VV199pWXLlmUbM699c1K8eHEVK1ZMu3fvlqQcx7xdbm5uSklJkSQVK1ZM5cqV06pVqyRdDWQxMTE3HaNPnz766quvtGfPHnPb119/rXPnzqlp06bmenfs2CFPT08VK1bMZvVLVz+jL774wnweZ86c0fnz53Ps9/nnn5vvbnvjEtlrId/T01MpKSlavXq1TetE4WTVDKaDg4OqVauW37UAuM/s3r1bc+fO1a+//qqzZ89q2rRpFtekGIahadOm6bPPPtOFCxdUt25djR8/PtvS/H379mny5Mnas2ePTCaTqlSpooULF8rT01N//fWXZsyYoZ07dyo+Pl6+vr5q3769Xn75ZTk7Oxf0KQNAoXXtGkzp6u/n999/P8fln927d9dff/2liIgIGYYhLy8vffrpp3riiSfUvXt3tWzZUjVq1FBAQIDFfq6urvrss8/UqVMnubi4WMzu3WzfnLz33nsaPHiwnJ2dLa6xvNGN12B27dpV/fv3z7V/hw4dNHToUM2bN888+TJixAhNmzZNmZmZ6tChg2rUqJFnbb6+vvrwww81duxYJSQkyM7OTk2aNNEjjzyi4cOHa/DgwQoODpaLi4vef//9m57rrQoNDdXRo0f1yCOPSLo6Az179uxsn2dYWJhiYmLUqlUrOTo6KiIiQq+99pp5e/HixdWjRw8FBwerbNmyqlOnjs1rReFjMqy41dPmzZsVGxurJ598Uu7u7gVRl82dPn36bpcA4AYbN25UVFSUatasqcGDB2vChAkWAXPWrFmaOXOmpk+frooVK2r69OmKjo7W1q1b5ebmJunqc8S6deum5557Tq1bt5ajo6MOHz6s5s2bm5ctrVy5Uh06dFD58uV19OhRjRw5UuHh4ZoyZcod1e/t7W1eHnarlh7scUfHvhOdqy++a8cGcHNlypTJ1nbq1KlslykBwN2Snp4uPz+/HLdZFTCPHDmiGTNmKDExMdu2mz2M9l5BwATubQEBAXr77bfNAdMwDNWrV0+9evXS4MGDJUmpqamqXbu2Ro8erR49rga09u3bKzAw8JaeybVw4UK988475lu/3y4CJoD8QMAEcK/LK2BatUT2/fffV1BQkAIDA/nlBqBAxMXFKT4+XsHBweY2Z2dnNW7cWD///LN69OihhIQE7dmzRx07dlSHDh10/PhxVahQwfw8tNykpKSoRIkSBXEaAAAA9xWrAmZKSoo6d+58x3fjAgBrXbv9vI+Pj0W7j4+Pzp49K0n6888/JV19yPPo0aNVo0YNfffdd+rWrZvWrl2r6tWrZxv31KlTmjt3rgYNGpTPZwAAAHD/seousiEhIebnHAHA3XT9LdOzsrIkXb2hRJcuXVSjRg3973//U506dbR4cfZloOfPn1fXrl0VFBSkZ599tkDrBgAAuB9YNYN57NgxrVu3Tt9++222ZWXjxo3Ll8IA3N98fX0lXQ2F16/xT0hIkLe3tySpZMmSkqRKlSpZ7BsQEKBTp05ZtMXHx+upp55S5cqV9d5777EiAwAAIB9YNYMZHh6uAQMGqGPHjgoNDbX4A6Bw2717t3r16qX69evLz88v2427DMPQ1KlTVa9ePVWsWFFPPvmkDh8+bNHn8uXLev3111WjRg35+/urV69e2W6s9ffff2vQoEGqUqWKqlSpokGDBunChQu51lWuXDn5+vparJ5IS0tTVFSUGjRoIEkqW7asSpUqpT/++MNi39jYWD3wwAPm1+fOndOTTz6pgIAAzZ49Ww4OVv3fGgAAAG6R1Utkc/sDoHC7dOmSKleurHHjxqlo0aLZts+ePVsffvih3nrrLX3//ffy8vLS008/bX44sySNGTNGa9as0ezZs7V8+XKlpKSoZ8+eunLlirnPiy++qJiYGC1evFhLlixRTEyMBg4cqJiYGMXExCgrK0unT59WTEyMTp06JZPJpH79+mnWrFlas2aNfv/9d73yyitydXVVx44dJUkmk0nPPfec5s+fr++++07Hjx/Xe++9p71796p79+6SpLNnz+qJJ56Qr6+vxo4dq6SkJMXHxys+Pt6iPgBA3kqVKqXQ0FCFhIQoPDxcUVFRNhk3Li5OQUFBNhnrVo8RFxencuXKWUye3OwJCWvWrMn2H623aseOHapYsaLCwsIUGBioMWPG3NY4CxcuzLHeO31PP/zwQ/0/9u47Ksorf/z4G1CwG4GoK0pcRTEqiEEUG8MAIlixEGvErtGAu5BYs7HXEImsBaIi2IIbFSyrYkTsNRiNZWMDAmIQAUVRkeL8/uDH83WkCBHFxM/rHM5hbr/PMMzcufe59/Hjx8rjQYMGFfulMIC1tXWhJ06Id0+JvsY/ePBgkXEODg5l1hghxJvn6OiIo6MjAP/85z+14jQaDWvWrGHixInKYczffvstrVq1IiwsjE8++YQHDx4QGhrK0qVLlTezZcuW0a5dO44ePYq9vT3Xr18nKiqK8PBwbGxsAFi8eDF9+vTh0KFDSn2+vr74+vri7u7Ot99+y4QJE8jMzGTGjBmkp6fTunVrNm/erJyBCTBmzBiys7OZM2cO9+7dw9zcnA0bNigb/Bw+fJjY2FhiY2Np27atVv9OnTpFgwYNyvaCCiHEG7B9490yLa/v0PdfmqZSpUpERUUBeZ8N58+fz44dO7TS5ObmoqenV6Zte90aNmyo9Ksk9u7di7OzM+bm5iXOk5OTU2D1jK2tLZs2beLJkyc4OjrSrVs32rVrV+IyAYYPH16q9CX13Xff0b9/f6pUqQLA999//1rqMkJBlgAAIABJREFUEX9NJRpgHj16VOvx/fv3SUpKolmzZjLAFOIvrCRHhfzyyy9kZ2drpTExMaFJkyb89NNP2NvbEx0dTdWqVZWlrQA2NjZUqVJF6+zLF+no6ODj44OPj0+x7ZwwYQITJkwoNG7AgAFFli+EEOKPycjIoGbNmkDebJyvry916tTh0qVLHD58mLlz53LixAmePn3KyJEj8fDwUFa33L9/n5ycHKZOnYqrq6tWuXFxcYwcOZJvvvmG1q1ba9VXWN74+HgGDRpEu3btOHv2LHXr1mX9+vVUrlyZCxcuMGnSJOV9q7QaNmzI2LFj2b9/P5UrVyYkJIS4uDgiIiI4efIkS5cuJSgoCICpU6eSmppK5cqVWbp0KU2aNMHT05P33nuPS5cuYWFhwZw5cwqtp3LlyrRs2VLZIT0qKoolS5aQlZVFw4YNWbZsGdWqVWPu3LlERESgp6eHvb09s2fPZsmSJVStWpWJEycW2d/c3NxCn4/jx4/z9ddfY2hoyK+//oqlpSWrVq1izZo1JCUl0bdvXwwNDQkLC8Pa2pr9+/djZGTEsGHDuH37Nk+fPmXMmDEMGzas1NdW/LWVaIBZ2LT9wYMHC2yiIYT4aynJUSF3795FT08PQ0NDrTTGxsZK/uTkZIyMjLQ21tHR0dFKI4QQ4u2WmZmJWq3m6dOn3Llzh+3btytxP//8M4cPH+aDDz5g/fr11KhRg/379/P06VN69OiBvb09JiYmBAcHU716dVJTU3F1dcXFxUUp48aNG4wdO5Zly5ZhYWGhVXelSpWKzBsTE0NAQABLly5l9OjR7N69G3d3d7y8vFi4cCEdOnRg1qxZRfYrLi5Oa1+RhQsXYmtry+PHj7G2tmb69OnMnj2bjRs34u3tTdeuXXF2dqZnz54A9OvXj6+//ppGjRoRHR3NlClTlGsTExPD1q1bi53VvX//PjExMdja2pKamoqfnx9bt26latWq+Pv7ExAQwKhRo9izZw8nTpxAR0en0OWqRfV306ZNhT4fABcvXuTo0aPUrVuX7t27c/r0acaMGUNAQADbt2/HyMioQD3Lli2jVq1aPHnyhK5du9KjR48CnwHEu+0P73Rhb2/PqFGj+OSTT8qyPUKIP4HnjwopaZrC0pekHCGEEG+H55fInj17ls8++0zZiK1169Z88MEHABw6dIgrV66wa9cuAB4+fEhMTAz16tVj/vz5nDx5El1dXZKSkpQvGVNSUhg2bBhBQUE0a9asQN0ajabIvKampsqA1NLSkoSEBB48eMCDBw/o0KEDAO7u7kXe8lXUEll9fX2cnZ0BaNWqFYcPHy6QJiMjg7NnzzJq1CglLCsrS/m9Z8+eRQ4uT506hUql4ubNm3h6elKnTh3279/PtWvX6NGjBwDZ2dm0adOG6tWrY2BgwD//+U+cnJyUduUrrr9FPR/6+vq0bt2aevXqAdCyZUsSEhKwtbUttL35Vq9ezZ49e4C8s6VjYmJkgCm0lGiAmX/WXL6srCyOHDlC1apVX0ujhBBvh5IcFfL++++Tm5tLWlqa1jedqampyptU7dq1SUlJ0RpQajQaUlNTC8yOCiGEePvZ2NiQmppKSkoKgHKvHuT9f1+wYEGB26hCQ0NJTU3lwIEDVKxYEWtra54+fQpAjRo1qFevHmfOnCl0gLlt27Yi8xoYGCjp9PT0yMzMLJMvMCtUqKCUoaenR05OToE0Go2GGjVqFHkPZ3GflfPvwbx58yY9e/akW7duaDQaVCoVgYGBBdJHRERw9OhRwsLCCAoK0ppBLq6/RT0fx48fL3DtXrb53fHjxzly5Ah79uyhSpUquLm5Kc+DEPlKtIvsoEGDtH48PDwICwtj9OjRr7t9QohyVJKjQiwtLalYsaJWmtu3b3P9+nUljbW1NY8ePeKnn35S0vz000/K8iMhhBB/LtevX+fZs2eFzlyp1WqCg4PJzs4G4ObNmzx69IgHDx5gbGxMxYoVOXbsGAkJCUoefX19QkJC+M9//sO2bdsKlFlc3sLUrFmT6tWrc+rUKYBCy/yjqlWrpuykXr16dUxNTdm5cyeQN5i7dOlSqcpr3LgxXl5eLF++HGtra86cOUNMTAwAjx8/5ubNm2RkZPDgwQOcnJyYN29egTqK629Rz0dJ+/i8Bw8e8N5771GlShWuX79OdHR0qfoq3g0lmsFcvny51mMDAwNq1KjxWhokhHizHj16RGxsLIDWUSG1atXCxMSE0aNH4+/vj5mZGY0aNWLZsmVaR4XUqFGDgQMHMm/ePIyMjDA0NGTWrFl8+OGHdO7cGYAmTZqgVquZOnUqS5YsQaPRMHXqVJycnDAzMyu3vgshhCi5/HswIW8g9e9//7vQ5Z9Dhw4lISEBJycnNBoNRkZGhISE0K9fP4YOHUqXLl1o2bIlTZo00cpXtWpVNm3ahLu7O1WqVNHaAOhleQvj7++vbHpT3NntL96DOXjwYMaMGVNkejc3N3x8fFi9ejVr165l1apVTJ48maVLl5KTk4ObmxstW7Z8afue5+HhwcqVK3n06BH+/v6MHz9emRmcNm0a1apVY9iwYWRmZgIUumFQUf0t6vkozieffMKgQYOoU6cOYWFhSriDgwMhISGoVCrMzMzkS2JRKB2NRqMp70a8CS8e+i6EyHPixAnc3d0LhOcfFaLRaFi6dCkbN25UjgqZP3++1hKmzMxM5s2bR1hYGJmZmXTq1IkFCxZoLau9d+8eX331Ffv37wfA2dmZefPmvfRN7nXy8vJ6pfzGxsbK8rDS2nK5/O5fH9BiQ7nVLYR4ufx74p6XmJiIvr5+ObRGCCEKysrK0vqc97xiB5izZ88utmAdHR2++uqrV2vdGyIDTCHeTv7+/uVWtwwwhRBvIxlgCiHedsUNMItdIpu/vO1FaWlp7N27V27qFUIIIYQQQgihKHaA+eJuUw8fPiQsLIzIyEg6dOhA//79S1TJypUrOXfuHDVr1uSbb74B8rZ19vPz4+7du7z//vv885//pFq1agCEhYVx8OBBdHV1GTFiBFZWVkDeWUIrVqwgKyuL1q1bM2LECDniQAghhBBCCCHeEiXaRfbx48eEhobi5eVFeno6ixcvZty4cYUevloYe3t7pk+frhUWHh6OhYUF/v7+WFhYEB4eDsCtW7c4ceIES5cuZcaMGaxdu1Y5JmX16tWMGzcOf39/kpKSOH/+fGn6KoQQQgghhBDiNSp2gJmVlUVYWBienp4kJiYyZ84cPD09qVu3bqkqad68uTI7me/s2bOoVCoAVCoVZ8+eVcI7dOhAxYoVqV27NnXr1uXGjRvcu3ePJ0+e0LRpU3R0dLCzs1PyCCGEEEIIIYQof8UukZ04cSLPnj2jV69eNG7cmPT0dNLT07XSlHYb5nzp6enUqlULgFq1avHgwQMg7/7O57eeNjQ0JC0tDT09Pa0ZUyMjI9LS0oos/8CBAxw4cACARYsWKYfCCyEKWrfiRnk3oVy86v+FChUq/Cn/t/wZ2yyEEEKIP4diB5j5u5XlHyvwIh0dnQJnZL6qoja1Le1pKk5OTjg5OSmP/+hOj0KIv65X/b/wKrvIlqc/Y5uFeJcUtovs26B27dr079+flStXApCTk4OFhQUfffQRmzZtYt++fVy7dq3UO3RbW1uzf//+ArdelaS8p0+fMnjwYNLS0pg0aRJubm6l75gQokwVO8BcsWLFa6u4Zs2a3Lt3j1q1anHv3j1q1KgB5M1MpqamKunS0tIwNDQsEJ6amoqhoeFra58QQgghxNsqf9PEsuLj4/PSNFWqVOHXX3/lyZMnVK5cmcOHD2vdNuXi4oKLi0uZtakk5V28eJGcnByioqLKrF4hxKsp0SY/r0ObNm04fPgwAIcPH8bGxkYJP3HiBNnZ2SQnJ/P7779jZmZGrVq1qFy5MteuXUOj0XDkyBHatGlTXs0XQgghhHjnODo6Krcgbd++nT59+ihxoaGhTJ06FYCdO3diZ2eHvb09vXr1AiA3N5eZM2eiUqlQqVSsWbNGybtmzRocHR1RqVRcv369QHkpKSmMGDECZ2dnnJ2dOX36NHfv3mXChAlcunQJtVpNbGzsG7kGQojiFTuDWVa+/fZbrly5wsOHDxk/fjwff/wxbm5u+Pn5cfDgQYyNjfH29gagQYMGtG/fHm9vb3R1dRk1ahS6unnj4NGjR7Ny5UqysrKwsrKidevWb6L5QgghhBACcHNz45tvvqFLly5cuXKFwYMHc/r06QLpvvnmG7Zs2cLf/vY3Zf+O9evXEx8fT2RkJBUqVODevXtKeiMjIyIjIwkKCmLlypX4+flplffll18ybtw4bG1tuXXrFgMGDOD48eP4+fmxcuVKNm3a9Ho7LoQosTcywPzHP/5RaPhXX31VaHjfvn3p27dvgfDGjRuX+ZIQIYQQQghRMi1atCAhIYGwsDCtvS5eZGNjg6enJ71796Z79+4AHDlyBA8PDypUyPv4mb/ZI6CkadWqFf/9738LlHfkyBGuXr2qPH748CEZGRll0ichRNl6IwNMIYQQQgjx19C1a1dmzZpFWFiY1izk83x9fYmOjubHH3/EwcGBgwcPotFo0NHRKTR9/saSenp65ObmFoh/9uwZe/bsoXLlymXXESHEa1Fu92AKIYQQQog/n8GDB+Pj40Pz5s2LTBMbG4u1tTVTp07F0NCQxMRE7O3tCQkJIScnB6DIwWlh7O3tWbt2rfL44sWLf7wDQojXSgaYQgghhBCixOrVq8fYsWOLTTN79mxUKhV2dna0b9+eli1bMnToUExMTLC3t8fe3p7t27eXuM758+dz4cIFVCoVnTp1IiQk5FW7IYR4TXQ0pT1g8k/q9u3b5d0EId5au7bcL7e6Y++sL7e6S3tW24te5RzMLZc/eaW6X8WAFhvKrW4hxMsVdg5mYmKisoxUCCHKW1ZWFiYmJoXGyQymEEIIIYQQQogyIQNMIYQQQgghhBBlQgaYQgghhBBCCCHKhAwwhRBCCCGEEEKUCRlgCiGEEEIIIYQoEzLAFEIIIYQQQghRJmSAKYQQQgghXur27dsMGzaMdu3aYWNjw4wZM8jKyuLixYscOHBASbdkyRJWrFhRji0VQpSnCuXdACGEEEIIUTq1/vd5mZZ370PfYuM1Gg0jRoxg+PDhrF+/ntzcXHx8fFiwYAHNmjXj/PnzODk5lUlbcnNz0dPTK5OyhBBvnsxgCiHE/3fnzh0mTZqEhYUFjRo1wt7enpMnTyrxd+/e5R//+AcfffQRjRs3pkePHsTExBQo5+eff2bgwIE0adKEpk2b0qtXL9LS0t5kV4QQokwdPXoUAwMDBg0aBICenh5z585l06ZNzJkzhx07dqBWqwkPDwfg2rVruLm50aZNG1avXq2U88MPP9C1a1fUajU+Pj7k5uYC0LBhQxYtWoSLiwtnz5598x0UQpQZGWAKIQSQnp6Om5sbGo2G9evXc+jQIebOnYuxsTGQ9+39yJEjiY2NZe3atURERGBqasrAgQN5/PixUs65c+cYPHgw7du3Z9euXezdu5fx48dToYIsGBFC/HldvXqVVq1aaYVVr16dBg0a8M9//pPevXsTFRWFm5sbANevX2fLli1ERETg6+tLdnY2165dY8eOHezevZuoqCj09PTYunUrAI8fP+bDDz9k37592NravvH+CSHKjnziEUIIYOXKldSuXRt/f38lzNTUVPk9JiaGc+fOsX//flq0aAHA8uXLqV+/PuHh4QwePBiAWbNm4eHhwaRJk5S8jRs3fkO9EEKI10Oj0RQZrqOjUyC8S5cuGBgYYGBggLGxMXfv3uXo0aNcuHABZ2dnADIzM5Uv8fT09OjRo8fr64AQ4o2RGUwhhAAiIiJo3bo148ePx9LSki5durBu3TrlQ1VWVhYABgYGSh5dXV309fU5c+YMACkpKURHR1OnTh3c3Nxo1aoVffr04ejRo2++Q0IIUYbMzc25cOGCVtjDhw+5ffs2uroFP07q6+srv+vp6ZGTk4NGo2HAgAFERUURFRXFyZMnmTx5MpD3v1XuuxTir0EGmEIIAcTHx7N+/Xo++OADNm/ezOjRo1mwYAHBwcEAmJmZUb9+fRYvXsy9e/fIysrC19eX33//neTkZAB+++03AHx9fRk4cCCbNm2ibdu2DBkyhMuXL5dX14QQ4pXZ2dnx5MkTtmzZAuRtxDNz5kwGDBjA+++/T0ZGxkvL6Ny5M7t27eLu3bsA3Lt3j4SEhNfabiHEmycDTCGEAJ49e0bLli2ZNm0aLVu2ZMCAAYwcOVIZYFasWJHVq1cTFxdHy5YtMTMz49ChQzg4OCjfuj979gyAoUOHMnDgQKU8KysrNmzYUF5dE0KIV6ajo0NwcDC7du2iXbt22NraYmBgwIwZM+jUqRPXrl3T2uSnMObm5kybNo2PP/4YlUqFu7s7d+7ceYO9EEK8CXIPphBCALVr16Zp06ZaYU2aNGHt2rXKY0tLS3788UcePHhAdnY25ubm2NraYmlpCUCdOnUACi0nMTHxNfdACPEuedmxIq+DiYkJGzduLBBuYGDA/v37i8x35MgR5Xc3NzdlI6DnxcXFlUkbhRDlT2YwhRACsLGx4ebNm1phMTEx1K9fv0DaGjVqYGRkxPXr17lw4QJdu3YFoEGDBtStW7fE5QghhBBC/NXIAFMIIYAxY8Zw7tw5li1bRmxsLLt27SIoKIjhw4craXbt2sXx48f57bffiIiIoHv37ri4uKBSqYC8JWTjx48nKCiIXbt2ERsbi7+/P+fOnWPo0KHl1DMhhBBCiDdHlsgKIQRgZWXF2rVrWbRoEcuWLaNevXp88cUXeHh4KGmSk5OZPXs2KSkp1K5dm2HDhjF27FitcsaMGUN2djZz5szh3r17mJubs2HDBuVoEyGEEEKIvzIdTVEHG/3F3L59u7ybIMRba9eW++VWd+yd9eVWt5eX1yvlNzY2JiUl5Q/l3XL5k1eq+1UMaCEbDgnxNqtXr16BsMTERK2jP4QQojxlZWVhYmJSaJwskRVCCCGEEEIIUSZkgCmEEKJcfPPNN5iYmGj9WFlZKfGPHj3iyy+/xNramsaNG9O5c2e+++47rTKSk5Px9PTEysoKMzMznJyc2L59+5vuihBCCCH+PxlgCiGEKDeNGzfm559/Vn4iIyOVuNmzZxMZGYm/vz+HDh3Cy8uLhQsXsnXrViXNpEmTuHHjBkFBQURGRtK/f3+8vLw4depUeXRHiL+stLQ01Go1arWaFi1aYGlpiVqtxszMjE6dOpWqrJSUFFxcXHBwcODUqVMEBQUVmXb16tV07NiR8ePHv2oXirRkyRLmzZunFXbx4kU6duxYZB5PT0927dpVIDwpKYmRI0cWW5+bmxvnz5//Y40V4k9ANvkRQghRbipUqEDt2rULjfvpp5/o16+f8iGvQYMGhIaG8vPPP9O/f38lzbx58/joo48AlF18z58/j62t7ZvphBDlYOP5gWVa3lCr0GLjDQ0NiYqKAvIGZFWrVmXixInEx8eXepfso0ePYmZmxvLly4mPj2fy5MlFDsrWrVvH999/zwcffKAVnpOTQ4UKZfMxtm/fvgwcOJAvv/xSCQsPD6dv376lLqtu3brFDpiFeBfIDKYQQohy89tvv2FtbY2trS2ffvopv/32mxJnY2PDjz/+SGJiIgBnz57l8uXL2NvbK2natm3Lrl27SEtL49mzZ0RERJCamlrqGRUhxB+Xm5uLt7c3nTt3xt3dnSdPngAQGxvLgAEDcHJyomfPnly/fp2LFy8yZ84cIiMjUavVzJ07l7i4ONRqNbNmzdIq9/PPP+e3335j2LBhBAQEsGTJEnx8fHB3d+ezzz4jISGBfv36oVKp6NevH7du3QLyZhe/+OIL+vTpQ5s2bThx4gSTJk2iY8eOeHp6Fmi/mZkZNWvWJDo6WgnbsWMHffr0KbQP+U6ePEm3bt1o06aNMpsZHx+PnZ2dcl1mzpyJSqVCpVKxZs2aAnVHRUXh6uqKo6Mjo0aNIiMj49WeDCHeAjKDKYR4Z9W+Me3VCrgBhc+9iZJo3bo1fn5+mJmZkZKSgr+/P7179+bgwYMYGhoyd+5cpk6dStu2bZWZirlz59KlSxeljICAACZMmICFhQUVKlRAX1+flStX0rJly/LqlhDvnJiYGAICAli6dCmjR49m9+7duLu78/nnn/P111/TqFEjoqOjmTJlCtu3b2fKlCmcP3+eRYsWER8fz9WrV5XZ0ef5+voSFRXF9u3bMTIyYsmSJVy4cIFdu3ZRuXJlhg4diru7OwMHDmTz5s1Mnz6d9evzdiZPT09n+/bt7Nu3j6FDh7J79278/Pxwdnbm4sWLWFhYaNXVp08fwsPDsba25qeffsLQ0JBGjRrRr1+/QvsAcOfOHXbv3s3169f55JNP6Nmzp1aZ69evJz4+nsjISCpUqMC9e/e04lNTU/Hz82Pr1q1UrVoVf39/AgIC+Pzzz8vy6RHijZMBphBCiHLh4OCg9dja2pr27dvzww8/MG7cOIKCgjh79izr1q2jfv36nD59mrlz59KgQQPUajWQt1QvLS2N0NBQDA0NiYiIYNKkSWzbtk3OHhXiDTE1NVUGbJaWliQkJJCRkcHZs2cZNWqUki4rK+uV6+ratSuVK1cG8pbIr1u3DgB3d3fmzJmjpHN2dkZHR4cPP/yQ999/n+bNmwNgbm5OQkJCoQPM7t27M3v2bMLDw+nTp89L++Dq6oquri7m5ubcvXu3QFuPHDmCh4eH8gVZrVq1tOKjo6O5du0aPXr0ACA7O5s2bdr84WsjxNtCBphCCCHeClWrVqVp06bExsby5MkTFi1aRGBgIM7OzgA0b96cy5cvExAQgFqtJi4ujqCgIPbv368MJlu0aMHp06dZt24dvr6+5dkdId4ZBgYGyu96enpkZmai0WioUaNGoTOTr6JKlSpFxuno6BRok66urlb7dHV1yc3NLZDXxMSEBg0acOLECXbv3s2ePXte2ofnyy3sWHmNRqPVpsLiVSoVgYGBRaYR4s9I7sEUQgjxVsjMzOTmzZvUqVOHnJwcsrOz0dXVfpvS1dXl2bNnAMp9Xnp6elpp9PT0lDRCiPJRvXp1TE1N2blzJ5A3mLp06VKBdNWqVfvD9x3a2NgQFhYGwLZt22jbtu0fbzB5s5j/+te/aNiwIfXq1StxH4pib29PSEgIOTk5AAWWyFpbW3PmzBliYmIAePz4MTdv3nylPgjxNpABphBCiHIxZ84cTp48SXx8POfOnWPs2LE8fvwYd3d3qlevTvv27Vm4cCEnTpwgPj6eLVu2sG3bNlxdXYG8jTkaNmzI9OnT+fnnn4mLiyMgIIAjR47g4uJSzr0TQqxatYpNmzZhb29P586d2bdvX4E0hoaGtG3bFjs7uwKb/LzM/PnzCQ0NRaVS8cMPPzB//vxXam+vXr24evUqbm5upepDUYYOHYqJiQn29vbY29sXOKPX2NgYf39/xo8fj0qlwtXVVWsTISH+rHQ0hc3p/wXdvn27vJsgxFtr15b75VZ37J315Vb3vG6/l1vd/356q9zqHtBiQ7nV/bxPP/2U06dPk5aWhpGRER999BFffPEFTZs2BSA5OZmFCxdy5MgR7t+/j4mJCYMHD2bcuHHKsrOYmBgWLlzImTNnePToEQ0bNmTs2LF8/PHH5dk1IV5JvXr1CoQlJiair69fDq0RQoiCsrKyMDExKTRO7sEUQghRLlatWlVsfO3atfHz8ys2TaNGjVi9enVZNksIIYQQr0CWyAohhBBCCCGEKBMywBRCCCGEEEIIUSZkgCmEEEIIIYQQokzIAFMIIYQQQgghRJmQTX6EEEK8MbljepVb3Xqrd5Zb3UIIIcS7QmYwhRBCCCFEsdzc3Dh48KBWWGBgIJMnTy4yj7W1NampqQXC9+3bh7+/f7H1NWzYsFTty8jIwMfHBxsbGzp37kyvXr2Ijo4uUR3x8fHY2dkBcP78eaZPn15knqSkJEaOHFmqtpWlJUuWYGlpiVqtxs7OrlTnch4/fpwhQ4aUus709HSCgoKKTdOtW7dSl1uYGzdu4ObmhlqtpmPHjvj4+ABw8eJFDhw4UCZ1QN51XLFixUvTBQYGsmXLlhKVGRwcrKQNDQ0lKSlJiSvqtfC848eP07hxY9RqNWq1mn79+hWZtqTX4/nn/PnX3Z49e7h69epL848dO5aYmJiXpnuRzGAKIYQQQvzJvH/2XJmWd9fmo2Lj+/TpQ3h4OA4ODkpYeHg4M2fOLHVdLi4uuLi4lDpfcby9vTE1NeX06dPo6uoSFxfH9evXS12OlZUVVlZWRcbXrVv3pYOtspSbm4uenp5W2Lhx45g4cSLXrl2jV69eXLlyBV3d1zdnlJ6eTnBwcKED6/z27dmzp0zqmj59OuPGjcPV1RWAK1euAHD58mXOnz+Pk5NTgTw5OTlUqFD2Q5qcnBw2b95MZGRkidIPHz5c+T00NJRmzZpRt27dUtVpa2vLpk2bXpquuOtRlOdfd3v37sXZ2Rlzc/Ni8wwfPpzly5ezdOnSEtcDMoMphBBCCCFeomfPnvz44488ffoUyJv1S0pKol27dkRFReHq6oqjoyOjRo0iIyNDybdmzRocHR1RqVTKgC80NJSpU6cCkJycjIeHB/b29tjb23PmzJkCdS9fvhxnZ2dUKhWLFy8uEB8bG8u5c+eYNm2aMtBq2LAhXbp0AfLO3LWzs8POzo7AwMBi+/n8jM+JEyeU2SQHBwcyMjK0ZjszMzPx8vJCpVLh4ODAsWPHlP4NHz6cAQMG0K5dO2bPnl1oXUeOHMHBwQGVSsWkSZOUa2ttbY2vry89evRg586il/Y3bdoUPT09UlNTi3wODh48SIcOHejRowf//e9/lbyPHj1i0qRJODs74+DgwN69ewH49ddf6dq1K2q1GpVKRUxMDPPmzSMuLg61Ws2HwoWKAAAgAElEQVSsWbM4fvw4ffr0Yfz48ahUKuV6Q95Mcr9+/ZTnPL/c+Ph4OnbsiLe3N507d8bd3Z0nT54U6NOdO3eoV6+e8rh58+ZkZWWxePFiduzYgVqtJjw8nCVLluDj44O7uzufffaZ1t8UwJAhQzh+/LhyDRwdHbG3ty90VnDDhg0MHDiwQHuOHj2KpaUlFSpU4O7du8pg7tKlS9SuXZtbt24BYGNjw+PHj5VZ0V27dnH+/Hk+/fRT1Gq1Um5hr4WXOXfuHN26dcPBwYFu3bpx48aNQq9HYelelH+Nzpw5Q0REBLNnz0atVhMbG4ujo6OSLiYmRumrra0tR44cIScnp0TtzScDTCGEEEIIUSxDQ0Nat26tLJMNDw+nd+/epKWl4efnx9atW4mMjKRVq1YEBAQo+YyMjIiMjMTDw4OVK1cWKHfGjBl06NCBQ4cOERkZSbNmzbTio6KiiI2NJSIigqioKH755RdOnjyplebq1au0aNGiwEwfwIULFwgNDWXv3r3s2bOHjRs3cvHixRL1eeXKlSxatIioqCh27txJpUqVtOLzZzIPHz5MYGAgnp6eZGZmAnmDkNWrV3P48GF27NhBYmKiVt78wWl+mpycHIKDg5V4AwMDdu/eTZ8+fYpsX3R0NLq6uujo6BT6HGRmZuLt7c3GjRvZtWsXycnJSt5vv/2WTp06sX//fsLCwpg9ezaPHj0iJCSEMWPGEBUVxY8//sjf/vY3vvzySxo2bEhUVBSzZs0C4Oeff2batGnKoDpfpUqVCA4OJjIyku3btzNz5kw0Gg2QN3AZMWIER48epWbNmuzevbtAn8aPH0/fvn0ZOHAgAQEBpKeno6+vz5QpU+jduzdRUVG4ubkBec/t+vXrtf7eXpSSkoK3tzdBQUEcOnSINWvWaMWvXbuW/fv3ExISQuXKlbXizpw5Q6tWrQB4//33efr0KQ8fPuT06dNYWVlx6tQpEhISMDY2pkqVKkq+nj17YmVlxapVq4iKilLKfdlrAeDUqVPKlxp+fn40adKEnTt3cvDgQaZMmcL8+fMLvR6FpStK27Zt6dq1KzNnziQqKoq///3v1KhRQ3ldfP/99wwcOBAAXV1dGjZsyOXLl4ssrzCyRFaIPwF/f38WL17M8OHDlX8aGo2GpUuXsmnTJtLT02ndujXz58/XWu7wxRdfcPz4ce7cuUOVKlVo06YN06dPp0mTJuXVFSGEEH9S+ctkXV1dCQsLY9myZURHR3Pt2jV69OgBQHZ2Nm3atFHydO/eHYBWrVppzaDlO3bsGMuXLwdAT0+PGjVqaMUfOnSIQ4cOKUtzHz16RExMDO3bty9Rm0+fPo2rqytVq1ZV2nPq1CksLCxemrdt27bMnDmTfv360b17d6pVq1ag7NGjRwPQpEkT6tevz82bNwGws7NT+tK0aVMSEhIwMTFR8t64cQNTU1MaN24MwIABAwgKCmLcuHEAyiCqMIGBgWzdupVq1aqxevVqzp07V+hzcP36dUxNTWnUqBEA/fv3Z8OGDUDedY2IiFAGOk+fPiUxMZE2bdrw7bffcvv2bXr06KHkfVHr1q354IMPCoRrNBrmz5/PyZMn0dXVJSkpSRnYmpqaKtfd0tKShISEAvkHDRqEWq3m4MGD7Nu3j/Xr1xMVFVVoG7p27VpgUPii6OhobG1tlbbWqlVLifvhhx+oV68eISEhVKxYsUDe5ORkmjZtqjy2sbHhzJkznDx5kkmTJnHw4EE0Gg22trbFtiHfy14LUHCJbGJiIp999hmxsbHo6OiQnZ1daL4HDx6UKF1RhgwZQmhoKM2bNyc8PJyIiAglztjYmKSkJGWwXRIywBTiLRcdHc3mzZv58MMPtcJXrlxJYGAgfn5+NG7cGD8/PwYNGsSRI0eUN0FLS0v69+9PvXr1uH//Pt988w0DBw7k1KlThf4zFUIIIYri6urKzJkz+eWXX8jMzMTS0pLff/8dlUpV5NJTfX19IG/wmJubW+o6NRoNXl5eeHh4FJnG3Nycy5cv8+zZswL3IubPnv0RXl5eODk5ceDAAVxdXdm6dSsGBgYlKju/31B431/WrudnxF6Ufw9mvoiIiEKfg4sXL6Kjo1NoGRqNhqCgIMzMzLTCmzZtykcffcSBAwf4+OOP8fPzK3QgWVT7tm3bRmpqKgcOHKBixYpYW1srS3+fv3Z6enrKbO+L6taty+DBgxk8eDB2dnb8+uuvhaZ7vg16eno8e/ZMeZxftkajKfIaNGvWjMuXL3P79u1C+1ipUiWl7QDt2rXj1KlT3Lp1C1dXV5YvX46Ojg7Ozs6Flv+iP/JaWLRoEZ06dSIkJIT4+PgiZ7RLmq4oPXr0wNfXl06dOtGqVSsMDQ2VuKdPnxaYvX+Zcl8iO3HiRHx8fPjiiy+UtdMZGRnMnTsXLy8v5s6dq7WWPywsDE9PTyZNmsT58+fLq9lCvBEPHjzA09MTX19f3nvvPSVco9GwZs0aJk6cSPfu3WnWrBnffvstGRkZhIWFKek++eQT2rVrR4MGDbCwsGDy5MkkJSXx22+/lUd3hHhrBAcH4+TkhLm5Oebm5vTs2VNrR75Hjx7x5ZdfYm1tTePGjencuTPfffedVhlxcXGMGjUKCwsLzM3NGTduHHfv3n3TXRHijalWrRodOnRg0qRJygdYa2trzpw5o+w0+fjxY2UWryQ6d+6sLA3Nzc3l4cOHWvFqtZrvv/9e+Sz4+++/F3id/f3vf8fKyoolS5ZoLcfcu3cv7du3Z+/evTx+/JhHjx6xZ8+eEs84xcbG0rx5c7y8vGjVqlWB++bat2/Ptm3bALh58yaJiYkFBmxFadKkCQkJCcp1++GHH+jQoUOJ8r6oqOegSZMmxMfHExsbC6D1+UCtVrNmzRrleuUvj4yLi6Nhw4aMGTMGFxcXrly5QrVq1bQ+ixfnwYMHGBsbU7FiRY4dO1boLGVxDh48qMy+3blzh7S0NOrWrUvVqlWLbUODBg24dOkSz549IzExkZ9//hmANm3acPLkSeVzz71795Q8FhYWfP311wwbNkxrx9d8TZo0Ua4d5D3fW7du5e9//zu6urq89957REZG0rZt2wJ5S3PNivPgwQNlo6DQ0FAl/MXrUVS6orzYvkqVKqFWq5k8eTKDBg3SShsTE1Ng6frLlPsAE2DmzJl8/fXXLFq0CMhb129hYYG/vz8WFhaEh4cDcOvWLU6cOMHSpUuZMWMGa9eu1fq2Qoi/msmTJ9O9e3c6deqkFR4fH09ycrJycz1A5cqVadeuHT/99FOhZT1+/JgtW7ZgYmJCgwYNXmu7hXjb/e1vf2P69Ons27ePPXv20LFjR0aNGqXsWDh79mwiIyPx9/fn0KFDeHl5sXDhQrZu3QrkvZ4GDx6MRqNhy5YthIeHk52dzfDhw+V9Sfyl9enTh8uXLysDTGNjY/z9/ZUNX1xdXUu1e+u8efM4fvw4KpUKJyenArNVarWavn370r17d1QqFSNHjiz0g7ufnx/Jycm0bdsWlUqFt7c3devWxdLSkoEDB+Li4oKrqytDhgwp0fJYgO+++w47Ozvs7e2pXLmy1kYoACNGjCA3NxeVSsWYMWPw9/fXmqUrTqVKlVi2bBmjR49GpVKhq6tb7CxtcYp6DipVqsQ333zDkCFD6NGjB/Xr11fyeHt7k52djb29PXZ2dspn8B07dmBnZ4dareb69et8/PHHGBoa0rZtW+zs7JR7MIvSr18/zp8/T5cuXdi2bVupb8mJiopSrvmAAQOYOXMmderUoVOnTly7dk3Z1OZF7dq1w9TUFJVKxaxZs7C0tFSuzTfffMOIESOwt7dnzJgxWvlsbW2ZOXMmgwcPLnCMiKOjo9b9vqampgDK8ux27dpRo0YNrQmAfAMGDOCLL77Q2uTnj/jss8+YP38+3bt313pvefF6FJWuKG5ubqxYsQIHBwdlEN2vXz90dHSwt7dX0iUnJ1OpUiXq1KlTqnbraF5l7UAZmDhxIgsXLtRacz9p0iRmzZpFrVq1uHfvHrNmzWLZsmXKNy/5/9Tmz5+Pu7u71vrooty+ffv1dECI12TTpk1s2LCBnTt3oq+vT//+/TE3N2f+/PmcPXsWNzc3zpw5o3VPh7e3N0lJSWzevFkJCw4OZv78+Tx+/JjGjRsTEhLC3//+d626dm25/8b69aLYO+vLre553X4vt7r//fRWudU9oMWGcqs7d0yvcqtbb3XRuzECtGjRgqlTp/LJJ58oO/F9/vnnSny/fv1o1qwZ8+fP5/DhwwwZMoRLly4pHy4ePHhA8+bN2bx5s7LLpBB/xPO7aOZLTEzUWnYphHj9PDw8mDlzZpH3ov6VrFixgocPH2rtxhsQEED16tULPT81KytL6zPo896KezDzNy3p0qULTk5OpKenKzfh1qpViwcPHgCQlpam9U2IoaEhaWlphZZ54MABZbnTokWLMDY2fp1dEKJMXb16lSVLlhAZGal80KhYsSKVKlXC2NhY+UBraGio9bdtYGCAvr6+VtiYMWPo3bs3SUlJ+Pn5MXHiRA4dOvTC/RPlN8AUb155/j+8U241F93v3Nxctm3bxqNHj+jSpQvGxsZ07tyZqKgoJk6cSIMGDTh58iRXrlxh8uTJGBsbY2BggI6ODiYmJsomE9WrV0dXV5fLly/Tt2/fN9k1IYQQr8G//vUv7ty585cfYHp4eBAXF8f27du1wmvWrIm7u3upyyv3AebcuXMxNDQkPT2defPmFfqtXb7STLY6OTlpHT6akpLySu0U4k06cOAAKSkpfPTR/x18nZuby9GjR1m9erWyTfzVq1e1dlC7desWhoaGBf7ea9WqRa1atVi+fDnNmzdn/fr19O/f/810Rrx13tX/hy/2+3//+x+9evXi6dOnVK1alTVr1lC3bl1SUlKYMWMGU6dOxczMTDnAe+7cubRr146UlBSaNGlC1apV+cc//sGMGTMAWLBgAbm5ucTGxr6z11iUjeI+Cwkh3hwzM7MS31f7ZxYSElJo+Iv3Y5ZUud+Dmb9LUc2aNbGxseHGjRvUrFlTuQn33r17yvJZIyMjrfXRaWlpWrscCfFX4eLiQmRkJPv371d+WrVqRe/evdm/fz+NGzemdu3aHDlyRMmTmZnJmTNntLaHf5FGo0Gj0ZCVlfUmuiHEW61x48bs37+fXbt2MWzYMP7xj38o938FBQVx9uxZ1q1bx969e5k1axZz585Vtss3MjIiMDCQqKgomjZtSrNmzUhPT8fCwqLQs/iEEEKId0W5zmBmZmai0WioXLkymZmZ/PLLL/Tv3582bdpw+PBh3NzcOHz4MDY2NkDeTlD+/v706NGDe/fu8fvvv78T3yqId0/NmjWpWbOmVliVKlV47733lJ28Ro8ejb+/P2ZmZjRq1Ihly5ZRtWpV5R7l2NhY9uzZQ+fOnTEyMuL27dusWLECAwMDrdl9Id5V+vr6yv3IrVq14vz586xevZp58+axaNEiAgMDle3nmzdvzuXLlwkICECtVgOgUqk4ceIEaWlp6OnpUbNmTaysrJSNIIQQQoh3UbkOMNPT0/H19QXylv916tQJKysr5Uy/gwcPYmxsjLe3N5C3BXH79u3x9vZGV1eXUaNGFTjvSIh3xYQJE8jMzGTGjBmkp6fTunVrNm/erJyBqa+vz8mTJwkMDFS2Dbe1tWXnzp3Url27nFsvxNvn2bNnZGVlkZOTQ3Z2doH3F11d3UJ358tfSXPs2DFSUlLo0qXLG2mvEEII8TYq1wFmnTp1+PrrrwuEV69ena+++qrQPH379pXNE8Q7Kf94hHw6Ojr4+Pjg4+NTaHoTExM2btz4JpomxJ/OggULcHR0pF69emRkZBAeHs7JkydZv3491atXp3379ixcuJCqVatSv359Tp48ybZt25T7LQG2bNlC48aNMTY2Jjo6mq+++ooxY8bIyhohhBDvtHLf5EcIIYR405KTk/H09OTu3btUr16dDz/8kI0bNyrnf61cuZKFCxfi6enJ/fv3MTEx4YsvvmDEiBFKGTdv3mThwoXcv3+f+vXr4+XlxdixY8upR0K8XmlpafTr1w/Ie/3o6elhZGREQkICdevW5dixYyUuKyUlhaFDh5KVlcWCBQu4cuUKI0eOLFV7Vq9eTXBwMBYWFgQEBCjhx48fZ9iwYZiamvLs2TOMjY0JCAjg/fffZ9++fVy7dg0vL69S1VUUT09PnJ2d6dmzZ5mUJ8RfhQwwhRBCvHO+/fbbYuNr166Nn59fsWmmT5/O9OnTy7JZQpRY5nDXMi2vUvDeYuMNDQ2VTa6WLFlC1apVmThxIvHx8QwdOrRUdR09ehQzMzOWL19OfHw8kydPLvUAc926dXz//fd88MEHBeJsbW3ZtGkTAPPmzSMoKIgpU6bg4uKCi4tLqeoRQpSe3MAohBBCCCH+sNzcXLy9vencuTPu7u48efIEyNtsbsCAATg5OdGzZ0+uX7/OxYsXmTNnDpGRkajVaubOnUtcXBxqtZpZs2YVKHvVqlXY2dlhZ2dHYGAgAJ9//jm//fYbw4YN05q9fJFGoyEjI0M5Ozo0NFQ5RD45ORkPDw/s7e2xt7fnzJkzLFq0iO+++07Jv2DBAlavXg3Av//9b1QqFfb29sydO7dAXRcuXKB37944OTnx8ccfc+dOeZ76K0T5khlMIYQQQgjxh8XExBAQEMDSpUsZPXo0u3fvxt3dnc8//5yvv/6aRo0aER0dzZQpU9i+fTtTpkzh/PnzLFq0iPj4eK5evarMjj7vwoULhIaGsnfvXjQaDa6urnTo0AFfX1+ioqLYvn07RkZGBfKdOnUKtVrNvXv3qFKlita90/lmzJhBhw4dCAkJITc3l0ePHlG3bl1GjBjB2LFjefbsGWFhYURERBAZGcnevXvZu3cvVapUUY7Sy5ednc20adNYv349xsbGhIeHs2DBApYtW1Z2F1mIPxEZYAohhBBCiD/M1NQUCwsLACwtLUlISCAjI4OzZ88yatQoJV1pz2A+ffo0rq6uVK1aFYDu3btz6tQppa6iPL9E1t/fn9mzZyunFuQ7duwYy5cvB0BPT48aNWpQo0YNatWqxcWLF7l79y4WFhYYGhpy+PBhBg0aRJUqVQCoVauWVlk3btzg119/xd3dHcjbkVp2axfvMhlgCvGW6L3p13Kre3SFuuVWtxBCiD83AwMD5Xc9PT3lnPMaNWoUOjNZUhqN5pXb5uLiUqr7O4cOHUpoaCjJyckMHjxYaYeOjk6x7TQ3N2fv3uLvYxXiXSEDTCGEEO+E8vwSZ8eQZuVWtxDloXr16piamrJz50569eqFRqPh8uXLtGzZUitdtWrVyMjIKLSM9u3b4+npiZeXFxqNhj179rBixYpSteP06dM0bNiwQHjnzp0JDg5m3Lhx5Obm8vjxY6pXr063bt1YvHgx2dnZyv2darUaX19f+vbtqyyRfX4W08zMjNTUVM6ePYuNjQ3Z2dncvHmTZs3kdS/eTTLAFEIIIYQQZW7VqlVMnjyZpUuXkpOTg5ubW4EBpqGhIW3btsXOzg4HBwetjX4sLS0ZOHCgsvPrkCFDXro8Fv7vHsz8WdTCdoSeN28en3/+OZs3b0ZXV5clS5ZgY2ODvr4+HTt2pGbNmujp6QHg4ODApUuXcHZ2pmLFijg5OWnd16mvr8/atWuZMWMGDx48IDc3l7Fjx8oAU7yzdDRlsf7gT+D27dvl3QQhivWuLpGNvbO+3Oqe1+33cqv7309vlVvdA1psKLe6c8f0Kre6+9ovKbe6ZQZTlEa9evUKhCUmJqKvr18OrXm3PHv2DEdHR9auXUujRo3KuzlCvLWysrIwMTEpNE6OKRGiCP/+97/p1q0b5ubmWFhY4OHhwa+//t8gMDs7m/nz5+Pk5ISZmRmtW7dm4sSJJCYmapXTv39/TExMtH4+/fTTN90dIYQQQhTj6tWrtG3bls6dO8vgUohXIEtkhSjCyZMn8fDwoFWrVmg0Gnx9fRk4cCBRUVHUqlWLJ0+ecPHiRTw9PWnRogUPHz5kzpw5DBkyhAMHDlChwv+9vAYMGKCcvQVQqVKl8uiSEEIIIYpgbm7OTz/9VN7NEOJPTwaYQhRh8+bNWo/9/f1p1qwZZ8+exdnZmRo1ahAaGqqVZvHixajVaq5fv86HH36ohFeuXFm2LBdCCCGEEH95skRWiBLKyMjg2bNnvPfee0WmefjwIQA1a9bUCt+xYwctW7ZErVYzZ86cInfME0IIIYQQ4s9MZjCFKKGvvvqKFi1aYG1tXWh8VlYWc+bMoUuXLlobNLi5uVG/fn3q1KnDtWvXWLhwIVeuXCkw+ymEEEIIIcSfnQwwhSiBWbNmcfbsWcLCwpRty5+Xk5ODp6cnDx48YN26dVpxQ4cOVX7/8MMPMTU1pUePHly8eLFE260LIYQQQgjxZyFLZIV4iZkzZ7Jjxw7+85//8MEHHxSIz8nJYcKECfzvf/9jy5YtGBoaFlteq1at0NPTIyYm5nU1WQghhChTbm5uHDx4UCssMDCQyZMnF5nH2tqa1NTUAuH79u3D39+/2PoaNmxYqvZlZGTg4+ODjY0NnTt3plevXkRHR5eojvj4eOzs7AA4f/4806dPLzJPUlISI0eOLFXbytKSJUuwtLRErVZjZ2fHvn37Spz3+PHjDBkypNR1pqenExQUVGyabt26lbrcwty4cQM3NzfUajUdO3bEx8cHgIsXL3LgwIEyqQPyruOKFStemi4wMJAtW7aUqMzg4GAlbWhoKElJSUpcUa+F55X0+Smraw0wduzY1/J5VGYwhSjGV199xY4dO9i6dStmZmYF4rOzs5kwYQK//vorW7duLdFGPv/73//Izc2lTp06r6PJQggh3gHdgi+WaXl7hhe/oqZPnz6Eh4fj4OCghIWHhzNz5sxS1+Xi4oKLi0up8xXH29sbU1NTTp8+ja6uLnFxcVy/fr3U5VhZWWFlZVVkfN26dV862CpLubm5BVZOjRs3jokTJ3Lt2jV69erFlStX0NV9fXNG6enpBAcHFzqwzm/fnj17yqSu6dOnM27cOFxdXQG4cuUKAJcvX+b8+fM4OTkVyJOTk6O1c39ZycnJYfPmzURGRpYo/fDhw5XfQ0NDadasGXXrlv0546W91oX9DeUbPnw4y5cvZ+nSpWXRNIXMYApRhOnTp7NlyxZWrFhBzZo1SU5OJjk5mUePHgF5/3jGjRvHuXPnWLlyJTo6OkqaJ0+eABAXF4efnx8XLlwgISGByMhIJkyYQMuWLbGxsSnP7gkhhBAl1rNnT3788UeePn0K5M36JSUl0a5dO6KionB1dcXR0ZFRo0ZpbWS3Zs0aHB0dUalUyoAvNDRUOborOTkZDw8P7O3tsbe358yZMwXqXr58Oc7OzqhUKhYvXlwgPjY2lnPnzjFt2jRloNWwYUO6dOkCwKpVq7Czs8POzo7AwMBi+/n8LNKJEydQq9Wo1WocHBzIyMjQmu3MzMzEy8sLlUqFg4MDx44dU/o3fPhwBgwYQLt27Zg9e3ahdR05cgQHBwdUKhWTJk1Srq21tTW+vr706NGDnTt3FtnWpk2boqenR2pqapHPwcGDB+nQoQM9evTgv//9r5L30aNHTJo0CWdnZxwcHNi7dy8Av/76K127dkWtVqNSqYiJiWHevHnExcWhVquZNWsWx48fp0+fPowfPx6VSqVcb8ibSe7Xr5/ynOeXGx8fT8eOHfH29qZz5864u7srn5Wed+fOHa19LJo3b05WVhaLFy9mx44dqNVqwsPDWbJkCT4+Pri7u/PZZ59p/U0BDBkyhOPHjyvXwNHREXt7e/r161egzg0bNjBw4MAC7Tl69CiWlpZUqFCBu3fvKoPbS5cuUbt2bW7dugWAjY0Njx8/VmZFd+3axfnz5/n0009Rq9VKuYW9FoqyZMkSJk2ahJubG23atGH16tVKXP61fnHGc+rUqcr+Hs//Dfn7++Po6Kiki4mJUfpia2vLkSNHyMnJKbY9pSUDTCGKEBISQkZGBgMGDKB169bKT0BAAAC///47ERERJCUl4eLiopUm/w2hYsWKHDt2jMGDB2NnZ8dXX32FSqUiNDS0yG+ThBBCiLeNoaEhrVu3VpbJhoeH07t3b9LS0vDz82Pr1q1ERkbSqlUr5X0SwMjIiMjISDw8PFi5cmWBcmfMmEGHDh04dOgQkZGRNGvWTCs+KiqK2NhYIiIiiIqK4pdffuHkyZNaaa5evUqLFi0KfV+9cOECoaGh7N27lz179rBx40YuXizZ7O/KlStZtGgRUVFR7Ny5s8AZ1vkzmYcPHyYwMBBPT08yMzOBvEHI6tWrOXz4MDt27CAxMVErb/7gND9NTk4OwcHBSryBgQG7d++mT58+RbYvOjoaXV1ddHR0Cn0OMjMz8fb2ZuPGjezatYvk5GQl77fffkunTp3Yv38/YWFhzJ49m0ePHhESEsKYMWOIiorixx9/5G9/+xtffvklDRs2JCoqilmzZgHw888/M23aNGVQna9SpUoEBwcTGRnJ9u3bmTlzJhqNBsgb2IwYMYKjR49Ss2ZNdu/eXaBP48ePp2/fvgwcOJCAgADS09PR19dnypQp9O7dm6ioKNzc3IC853b9+vVaf28vSklJwdvbm6CgIA4dOsSaNWu04teuXcv+/fsJCQmhcuXKWnFnzpyhVatWALz//vs8ffqUhw8fcvr0aaysrDh16hQJCQkYGxtTpUoVJV/Pnj2xsrJi1apV/L/27j6o6jL///iLg8BxQRLERBCEEFB/ie2KeDPETWKGsHRjqelOFquzs1p2a7bOODSzy0YlKUZON0ah+x02b8pmLdcidddSN+/YLUzAm4wbEZAYEAKUc35/OH7Gw63W0YP4fPzF53yu6/N5f65zGHl7va/r7Ny507huT78L7ZWUlOiDDz7Q9u3btWLFCp0/f77HPpe79Bl6+umn5Sw6Wu8AABLESURBVOnpaXzu8/LyNHv2bEmSyWRSUFCQCgsLr+raPaFEFuhC+38M2gsICOixjb+/vzZv3mzPsAAAcIhLZbKJiYn66KOPlJWVpYMHD6q4uFjJycmSLi4diYyMNPokJSVJurj/wOUzaJd8+eWXys7OliQ5OzvL09PT5vyuXbu0a9cuozS3sbFRJ06c0KRJk64o5v/85z9KTEyUu7u7Ec++ffuuaJO9qKgopaWlacaMGUpKSpKHh0eHa8+fP1+SFBoaqmHDhun48eOSpJiYGONZwsLCVFpaKn9/f6PvsWPHFBgYqJCQEEnSrFmzlJOToz/84Q+SZCRRnXnrrbe0adMmeXh46J133tGhQ4c6fQ9KSkoUGBio2267TZL04IMPav369ZIujuv27duNRKelpUXl5eWKjIzUqlWrVFFRoeTkZKNve7/+9a873ZfCarUqPT1de/fulclkUmVlpZHYBgYGGuMeERGh0tLSDv0ffvhhxcfHa8eOHfrnP/+pdevWaefOnZ3GMG3atA5JYXsHDx7UxIkTjVi9vLyMcxs3bpSfn59yc3Pl4uLSoW9VVZXCwsKM4/Hjx+vrr7/W3r179eSTT2rHjh2yWq2aOHFitzFc0tPvQntTp06Vm5ub3Nzc5OPjo+rqapvZ3Z5c/hmaO3eu/v73v2v06NHasmWLtm/fbpzz8fFRZWWlkUzbAwkmAAAAepSYmKi0tDT973//U3NzsyIiInT69GnFxsZ2WXrq6uoq6WLy2NbWdtX3tFqtWrx4sebNm9dlm/DwcBUWFspisXRYi3hp9uznWLx4sRISEpSfn6/ExERt2rRJbm5uV3TtS88tdf7sPcV1+YxYe5fWYF6yffv2Tt+Db775Rk5OTp1ew2q1Kicnp8P+EmFhYfrNb36j/Px8zZw5UytXruw0kewqvs2bN+vs2bPKz8+Xi4uLxo0bZ5T+Xj52zs7Oxmxve76+vpozZ45R/XX06NFO210eg7OzsywWi3F86dpWq7XLMRg5cqQKCwtVUVHR6TOazWYjdkmaMGGC9u3bp7KyMiUmJio7O1tOTk66++67O71+e1f7u9D+M9S+jLX9M18eq2Q7PsnJyVqxYoWio6M1duxYmw0pW1paOszO/1KUyAIAAKBHHh4emjx5sp588kmjdHPcuHH6+uuvjZ0om5qajFm8K3HnnXcapaFtbW1qaGiwOR8fH6+8vDxjTeHp06dVXV1t0yY4OFh33HGHXnnlFZtyzG3btmnSpEnatm2bmpqa1NjYqE8//fSKZ5xOnjyp0aNHa/HixRo7dmyHdXOTJk0yqpSOHz+u8vLyTjcE7ExoaKhKS0uNcdu4caMmT558RX3b6+o9CA0N1Q8//KCTJ09Kkj766COjT3x8vNauXWuM16Xyye+//15BQUFasGCB7rnnHh05ckQeHh4262q7U19fLx8fH2OJUGezlN3ZsWOHUQp65swZ1dbWytfXV+7u7t3GEBAQoG+//VYWi0Xl5eU6fPiwJCkyMlJ79+7VqVOnJEk//vij0WfMmDF69dVX9cgjj9js+HpJaGioMXbSxfd706ZNCg4Olslk0sCBA/XFF18oKiqqQ9+rGbOfKyAgQMXFxWppaVF9fb12797dZVuz2az4+Hg9//zzevjhh23OnThxokNp+i9FggkAAIArcv/996uwsNBIMH18fLR69Wpjw5fExMSr2r31L3/5i7766ivFxsYqISGhw2xVfHy8HnjgASUlJSk2Nlapqamd/uG+cuVKVVVVKSoqSrGxsXrmmWfk6+uriIgIzZ49W/fcc48SExM1d+7cK/4O6rffflsxMTGKi4tT//79bTZKkaTHHntMbW1tio2N1YIFC7R69WqbWbrumM1mZWVlaf78+YqNjZXJZOp2lrY7Xb0HZrNZmZmZmjt3rpKTkzVs2DCjzzPPPKPz588rLi5OMTExysjIkCR9/PHHiomJUXx8vEpKSjRz5kx5e3srKipKMTExxhrMrsyYMUMFBQWaOnWqNm/erNDQ0Kt6lp07dxpjPmvWLKWlpWnIkCGKjo5WcXGxsclPexMmTFBgYKBiY2P14osvKiIiwhibzMxMPfbYY4qLi9OCBQts+k2cOFFpaWmaM2dOh68RmTJlis1638DAQEkyyrMnTJggT09PDRw4sEM8s2bN0pIlS2w2+bGXSzOy/v7+SklJUVxcnP74xz/q9ttv77bfjBkz5OTkpLi4OOO1qqoqmc1mu3+zgZP1l9QO3EAqKiocHQLQrXv/r/MSkOthfj/7b6N9pU6eWeewe/9l+mmH3fv1ljKH3XvW/1vvsHu3LUhx2L0fiHvFYff+eK59/3cYfVtn66zKy8ttSuYAXHvz5s1TWlpal2tRr7fa2lolJCTo0KFDV933jTfeUENDg81uu2+++aYGDBjws74ftbW11WZd8eVYgwlcxpF//MqBf/wCAADA1vLly3XmzJlekWBWVlbqvvvu08KFC6+677x58/T999/rww8/tHn9lltu0UMPPWSvEA0kmAAAAADQzogRI654Xe215uvrq3379v2svrm5uZ2+3n49pr2wBhMAAAAAYBckmAAAAAAAuyDBBAAA6OVcXFyMr28AAEc6f/68XFxcujzPGkwAAIBebvDgwaqurlZra6ujQwFwk3NxcdHgwYO7PE+CCQAA0Ms5OTnp1ltvdXQYANAjSmQBAAAAAHZBggkAAAAAsAsSTABAt95//30lJCQoPDxc4eHh+u1vf6v8/HxHhwUAAHoh1mACALo1dOhQLVu2TMHBwbJYLNq4caN+//vfa9u2bRo9erSjwwMAAL0ICSYAoFvTpk2zOX7hhRe0fv16HTx4kAQTAADYIMEEAFyxtrY2bd26VY2NjYqMjHR0OAAAoJchwQQA9Oi7775TSkqKWlpa5O7urrVr12rUqFGODgsAAPQybPIDAOhRSEiIPvvsM/3jH//QI488oqeeekpHjx51dFgAAKCXYQYTANAjV1dXBQcHS5LGjh2rgoICvfPOO8rMzHRwZAAAoDdhBhMAcNUsFotaW1sdHQYAAOhlmMEEAHTrr3/9q6ZMmSI/Pz+dO3dOW7Zs0d69e7Vu3TpHhwYAAHoZEkwAQLeqqqr0xBNPqLq6WgMGDNCoUaP0t7/9TXFxcY4ODQAA9DIkmACAbq1atcrRIQAAgBsEazABAAAAAHZxQ85gFhQU6L333pPFYtGUKVN03333OTokAAAAALjp3XAzmBaLRe+++66WLVumlStX6quvvlJZWZmjwwIAAACAm94Nl2AeO3ZMvr6+GjJkiPr166fJkydr//79jg4LAAAAAG56N1yJbG1trQYNGmQcDxo0SCUlJQ6MCABuLH4F3zjs3qUOuzMAALgebrgE02q1dnjNycmpw2v5+fnKz8+XJGVkZMjPz++ax4Y+4JMDDrv1zTsPn+HoABziaUcH4CAB06c57N437+8YAADXzw2XYA4aNEhnz541js+ePSsvL68O7RISEpSQkHA9QwNwk3nhhReUkXFzJsgAAACdueHWYIaEhOj06dOqqqrShQsXtGfPHkVGRjo6LAAAAAC46d1wM5jOzs5KTU1Venq6LBaL4uPjFRAQ4OiwAAAAAOCm52TtbFEjAKBH+fn5lOIDAABchgQTAAAAAGAXN9waTAAAAABA70SCCaBPev/99/XJJ58Yx+np6XrzzTeN43Xr1mnr1q1Xdc3CwkIVFRV1eq6urk4ZGRlasmSJnn76ab300kuSLn53b2ZmZqd9XnzxRR0/fvyqYgAAAOjNbrhNfgDgSoSHh2vv3r1KSkqSxWJRfX29mpqajPNFRUV69NFHr+qahYWFMpvNCg8P73Buw4YNioiI0PTp0yVJp06dkiR5e3vr2Wef/fkPAgAAcAMhwQTQJ4WHhys3N1eSVFZWpoCAANXV1encuXNyc3NTeXm5goODdeLECeXm5qq5uVmenp5auHChvLy89Omnn+rzzz+Xs7Ozhg0bpjlz5ujzzz+XyWTS7t27lZqaqlGjRhn3+/HHHxUREWEcDx8+XJJUVVWll19+WZmZmWptbdWaNWtUVlYmf39/tba2Gu3/+9//asOGDbpw4YKGDBmihQsXymw2X6fRAgAAsA8STAB9kre3t5ydnVVTU6OioiKFhYWptrZWxcXF+tWvfmUkgDk5OXr++efl6empPXv2KC8vTwsXLtTHH3+s7Oxsubi4qLGxUe7u7po6darMZrNSUlI63G/atGlatWqVtm/frjFjxiguLk7e3t42bT777DO5urpqxYoVOnXqlJYuXSpJqq+v14cffqjly5fLbDZry5Yt2rp1qx588MFrP1AAAAB2RIIJoM8KDw9XUVGRioqKlJycbJNghoWFqaKiQqWlpfrzn/8sSbJYLPLy8pIkBQYGavXq1Ro/fryioqJ6vNcdd9yh7OxsFRQU6PDhw1q6dGmHtZdHjhwxSmiHDx9uJLklJSUqKyvT8uXLJUkXLlxQWFiY3cYBAADgeiHBBNBnhYWFqaioSKWlpQoMDJSPj4+2bt2q/v37Kz4+XpI0bNgwpaend+j7pz/9SUeOHNGBAwe0efNmvfbaaz3ez8PDQ9HR0YqOjlZGRoaOHDmi2267rcd+VqtVY8aM0VNPPXX1DwkAANCLsIssgD5r5MiROnTokDw8PGQymeTh4aHGxkYVFxcrLCxMfn5+qq+vV3FxsaSLM4elpaWyWCyqqanR7bffrt/97ndqampSc3Oz+vfvr+bm5k7v9e2336qlpUWS9NNPP+nMmTPy8fGxaTN69Gh9+eWXkqQffvjB2AjoUiJcWVkpSWppaVFFRcU1GRMAAIBriRlMAH1WYGCgGhoaFB0dbfPapQ19JOnZZ5/Ve++9p6amJrW1tWn69OkaOnSoXn/9dWPX2aSkJLm7u2vcuHF67bXXtH///g6b/Jw4cULvvvuunJ2dZbVaddddd2nEiBGqqqoy2tx9991as2aNnnvuOQUFBWnEiBGSJE9PTy1atEhZWVk6f/68JGn27Nny8/O75mMEAABgT05Wq9Xq6CAAAAAAADc+SmQBAAAAAHZBggkAAAAAsAsSTAAAAACAXZBgAgAAAADsggQTAAAAAGAXJJgA4EBVVVWaOXOm2traHB0KAADAL8b3YALosxYtWqS6ujqZTCb169dPYWFhWrBggXx8fBwdGgAAQJ/EDCaAPm3p0qVav3693nrrLd1yyy3Kycm56mswuwgAAHBlmMEEcFNwdXXVxIkTlZubK0lqampSTk6ODh8+LDc3N02ZMkX333+/TCaTdu3apS+++EIhISH617/+pWnTpiklJaXL9hs2bFBlZaUWL14s6WLZ6+OPP668vDw5OzurqqpKb7zxhk6ePKnQ0FANHTpUTU1NRntJ2r17tz744AO1trYqKSlJDzzwgEPGCQAA4JcgwQRwU2hpadGePXsUGhoqScrJyVFTU5Oys7PV0NCg9PR0eXl56a677pIklZSUaPLkyVq7dq3a2tr09ttvd9u+O1lZWQoPD9fy5ct17NgxvfTSSxo3bpxNm6NHjyorK0sVFRVatmyZoqKiNGzYMPsPBAAAwDVEiSyAPu3VV1/Vo48+qnnz5umbb75RSkqKLBaL9uzZozlz5qh///669dZblZycrH//+99GPy8vLyUmJsrZ2Vn9+vXrsX1XampqdPz4cc2aNUv9+vXTyJEjOySXkvTQQw/J1dVVQUFBGj58uE6dOmXXcQAAALgemMEE0KctWbJEERERslgs2r9/v9LS0vTKK6/owoULNpv9DB48WLW1tcbx5efq6+t7bN+V2tpaeXh4yM3NzebaNTU1Nu0GDhxo/Ozm5qbm5uare1AAAIBegBlMADcFk8mkCRMmyGQyqaSkRM7OzjZJXk1Njby9vTvt6+np2W17s9ms1tZW41xdXZ3xs5eXl86dO6eWlhabvgAAAH0RCSaAm4LVatX+/fvV2NiogIAATZo0SXl5efrpp59UXV2trVu36s477+y0r8lk6rZ9UFCQvvvuO9XU1KipqUlbtmwx+g4ePFghISHauHGjLly4oOLiYh08ePC6PDMAAMD1RoksgD7t5ZdflslkkpOTkwYPHqxFixYpICBAqampysnJ0eOPPy5XV1dNmTJF8fHxXV6nu/YRERGaNGmSnnvuOQ0YMED33nuvDhw4YPR94okntGbNGqWmpmrEiBGaPHmyLBbLNX92AACA683JarVaHR0EANxMVq5cKX9/f82cOdPRoQAAANgVJbIAcI0dO3ZMlZWVslgsKigo0IEDBzR+/HhHhwUAAGB3lMgCwDVWV1enzMxMNTQ0aNCgQZo/f76Cg4MdHRYAAIDdUSILAAAAALALSmQBAAAAAHZBggkAAAAAsAsSTAAAAACAXZBgAgAAAADsggQTAAAAAGAXJJgAAAAAALv4/3LX0tSxRnzkAAAAAElFTkSuQmCC
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<h3 id="Part-3:-Creating-a-new-consolidated-dataset-of-the-Neighborhoods,-along-with-their-boroughs,-crime-data-and-the-respective-Neighbourhood's-co-ordinates.:"><strong>Part 3</strong>: Creating a new consolidated dataset of the Neighborhoods, along with their boroughs, crime data and the respective Neighbourhood's co-ordinates.<a name="part3" />:<a class="anchor-link" href="#Part-3:-Creating-a-new-consolidated-dataset-of-the-Neighborhoods,-along-with-their-boroughs,-crime-data-and-the-respective-Neighbourhood's-co-ordinates.:">&#182;</a></h3><h4 id="This-data-will-be-fetched-using-OpenCage-Geocoder-to-find-the-safest-borough-and-explore-the-neighbourhood-by-plotting-it-on-maps-using-Folium-and-perform-exploratory-data-analysis.">This data will be fetched using OpenCage Geocoder to find the safest borough and explore the neighbourhood by plotting it on maps using Folium and perform exploratory data analysis.<a class="anchor-link" href="#This-data-will-be-fetched-using-OpenCage-Geocoder-to-find-the-safest-borough-and-explore-the-neighbourhood-by-plotting-it-on-maps-using-Folium-and-perform-exploratory-data-analysis.">&#182;</a></h4>
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<h5 id="Restricting-the-rows-in-the-data-frame-to-only-those-with-West-side-as-Borough">Restricting the rows in the data frame to only those with West side as Borough<a class="anchor-link" href="#Restricting-the-rows-in-the-data-frame-to-only-those-with-West-side-as-Borough">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_ws_neigh</span> <span class="o">=</span> <span class="n">vnc_boroughs_crime</span>

<span class="c1">#vnc_ws_neigh.drop([&#39;Type&#39;,&#39;Year&#39;, &#39;Month&#39;, &#39;Day&#39;, &#39;Hour&#39;], axis = 1, inplace = True)</span>
<span class="n">vnc_ws_neigh</span> <span class="o">=</span> <span class="n">vnc_ws_neigh</span><span class="p">[</span><span class="n">vnc_ws_neigh</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;West Side&#39;</span><span class="p">]</span>
<span class="n">vnc_ws_neigh</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of Neighbourhoods in West Side Borough&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">vnc_ws_neigh</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>

<span class="n">vnc_ws_neigh</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
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<pre>Number of Neighbourhoods in West Side Borough 10
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<pre>array([&#39;Shaughnessy&#39;, &#39;Fairview&#39;, &#39;Oakridge&#39;, &#39;Marpole&#39;, &#39;Kitsilano&#39;,
       &#39;Kerrisdale&#39;, &#39;West Point Grey&#39;, &#39;Arbutus Ridge&#39;, &#39;South Cambie&#39;,
       &#39;Dunbar-Southlands&#39;], dtype=object)</pre>
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<h5 id="Creating-a-new-Data-frame-with-Lat,-Lng-being-fetched-from-OpenCage-geocoder">Creating a new Data frame with Lat, Lng being fetched from OpenCage geocoder<a class="anchor-link" href="#Creating-a-new-Data-frame-with-Lat,-Lng-being-fetched-from-OpenCage-geocoder">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Latitude</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">Longitude</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">Borough</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">Neighbourhood</span> <span class="o">=</span> <span class="n">vnc_ws_neigh</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>


<span class="n">key</span> <span class="o">=</span> <span class="s1">&#39;830323b5ca694362904814ff0a11b803&#39;</span>
<span class="n">geocoder</span> <span class="o">=</span> <span class="n">OpenCageGeocode</span><span class="p">(</span><span class="n">key</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="nb">len</span><span class="p">(</span><span class="n">Neighbourhood</span><span class="p">)):</span>
    <span class="n">address</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">, Vancouver, BC, Canada&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">Neighbourhood</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">location</span> <span class="o">=</span> <span class="n">geocoder</span><span class="o">.</span><span class="n">geocode</span><span class="p">(</span><span class="n">address</span><span class="p">)</span>
    <span class="n">Latitude</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">location</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;geometry&#39;</span><span class="p">][</span><span class="s1">&#39;lat&#39;</span><span class="p">])</span>
    <span class="n">Longitude</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">location</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;geometry&#39;</span><span class="p">][</span><span class="s1">&#39;lng&#39;</span><span class="p">])</span>
    <span class="n">Borough</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;West Side&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">Latitude</span><span class="p">,</span> <span class="n">Longitude</span><span class="p">)</span>

<span class="c1">#print(&#39;The geograpical coordinate of Vancouver City are {}, {}.&#39;.format(latitude, longitude))</span>
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<pre>[49.2463051, 49.2619557, 49.2266149, 49.2092233, 49.2694099, 49.2209848, 49.2681022, 49.2463051, 49.2464639, 49.237864] [-123.1384051, -123.1304084, -123.1229433, -123.1361495, -123.155267, -123.1595484, -123.2026425, -123.159636, -123.1216027, -123.1843544]
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<h4 id="Glimpse-of-the-new-Data-Frame-with-Neighborhoods-in-West-Side-Borough-of-Vancoouver-along-with-centroid-of-their-co-ordinates">Glimpse of the new Data Frame with Neighborhoods in West Side Borough of Vancoouver along with centroid of their co-ordinates<a class="anchor-link" href="#Glimpse-of-the-new-Data-Frame-with-Neighborhoods-in-West-Side-Borough-of-Vancoouver-along-with-centroid-of-their-co-ordinates">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ws_neig_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">:</span> <span class="n">Neighbourhood</span><span class="p">,</span><span class="s1">&#39;Borough&#39;</span><span class="p">:</span><span class="n">Borough</span><span class="p">,</span><span class="s1">&#39;Latitude&#39;</span><span class="p">:</span> <span class="n">Latitude</span><span class="p">,</span><span class="s1">&#39;Longitude&#39;</span><span class="p">:</span><span class="n">Longitude</span><span class="p">}</span>
<span class="n">ws_neig_geo</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">ws_neig_dict</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span> <span class="s1">&#39;Borough&#39;</span><span class="p">,</span> <span class="s1">&#39;Latitude&#39;</span><span class="p">,</span> <span class="s1">&#39;Longitude&#39;</span><span class="p">],</span> <span class="n">index</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>

<span class="n">ws_neig_geo</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>Borough</th>
      <th>Latitude</th>
      <th>Longitude</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Shaughnessy</td>
      <td>West Side</td>
      <td>49.246305</td>
      <td>-123.138405</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Fairview</td>
      <td>West Side</td>
      <td>49.261956</td>
      <td>-123.130408</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Oakridge</td>
      <td>West Side</td>
      <td>49.226615</td>
      <td>-123.122943</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Marpole</td>
      <td>West Side</td>
      <td>49.209223</td>
      <td>-123.136150</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Kitsilano</td>
      <td>West Side</td>
      <td>49.269410</td>
      <td>-123.155267</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Kerrisdale</td>
      <td>West Side</td>
      <td>49.220985</td>
      <td>-123.159548</td>
    </tr>
    <tr>
      <th>6</th>
      <td>West Point Grey</td>
      <td>West Side</td>
      <td>49.268102</td>
      <td>-123.202642</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Arbutus Ridge</td>
      <td>West Side</td>
      <td>49.246305</td>
      <td>-123.159636</td>
    </tr>
    <tr>
      <th>8</th>
      <td>South Cambie</td>
      <td>West Side</td>
      <td>49.246464</td>
      <td>-123.121603</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Dunbar-Southlands</td>
      <td>West Side</td>
      <td>49.237864</td>
      <td>-123.184354</td>
    </tr>
  </tbody>
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<h4 id="Fetching-the-Geographical-co-ordiantes-of-Vancouver-to-plot-on-Map">Fetching the Geographical co-ordiantes of Vancouver to plot on Map<a class="anchor-link" href="#Fetching-the-Geographical-co-ordiantes-of-Vancouver-to-plot-on-Map">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">address</span> <span class="o">=</span> <span class="s1">&#39;Vancouver, BC, Canada&#39;</span>

<span class="n">location</span> <span class="o">=</span> <span class="n">geocoder</span><span class="o">.</span><span class="n">geocode</span><span class="p">(</span><span class="n">address</span><span class="p">)</span>
<span class="n">latitude</span> <span class="o">=</span> <span class="n">location</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;geometry&#39;</span><span class="p">][</span><span class="s1">&#39;lat&#39;</span><span class="p">]</span>
<span class="n">longitude</span> <span class="o">=</span> <span class="n">location</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;geometry&#39;</span><span class="p">][</span><span class="s1">&#39;lng&#39;</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The geograpical coordinate of Vancouver, Canada are </span><span class="si">{}</span><span class="s1">, </span><span class="si">{}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">latitude</span><span class="p">,</span> <span class="n">longitude</span><span class="p">))</span>
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<pre>The geograpical coordinate of Vancouver, Canada are 49.2608724, -123.1139529.
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<h4 id="Using-Folium-to-plot-Vancouver-City's-West-Side-Borough-and-it's-Neighborhoods">Using Folium to plot Vancouver City's West Side Borough and it's Neighborhoods<a class="anchor-link" href="#Using-Folium-to-plot-Vancouver-City's-West-Side-Borough-and-it's-Neighborhoods">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">van_map</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="n">latitude</span><span class="p">,</span> <span class="n">longitude</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>

<span class="c1"># add markers to map</span>
<span class="k">for</span> <span class="n">lat</span><span class="p">,</span> <span class="n">lng</span><span class="p">,</span> <span class="n">borough</span><span class="p">,</span> <span class="n">neighborhood</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Latitude&#39;</span><span class="p">],</span> <span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Longitude&#39;</span><span class="p">],</span> <span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Borough&#39;</span><span class="p">],</span> <span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]):</span>
    <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1">, </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">neighborhood</span><span class="p">,</span> <span class="n">borough</span><span class="p">)</span>
    <span class="n">label</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Popup</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">parse_html</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="n">folium</span><span class="o">.</span><span class="n">CircleMarker</span><span class="p">(</span>
        <span class="p">[</span><span class="n">lat</span><span class="p">,</span> <span class="n">lng</span><span class="p">],</span>
        <span class="n">radius</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
        <span class="n">popup</span><span class="o">=</span><span class="n">label</span><span class="p">,</span>
        <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">,</span>
        <span class="n">fill</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
        <span class="n">fill_color</span><span class="o">=</span><span class="s1">&#39;#3186cc&#39;</span><span class="p">,</span>
        <span class="n">fill_opacity</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span>
        <span class="n">parse_html</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">van_map</span><span class="p">)</span>  
    
<span class="n">van_map</span>
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<div style="width:100%;"><div style="position:relative;width:100%;height:0;padding-bottom:60%;"><span style="color:#565656">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src="about:blank" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" 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<h3 id="Part-4:-Creating-a-new-consolidated-dataset-of-the-Neighborhoods,-boroughs,-and-the-most-common-venues-and-the-respective-Neighbourhood-along-with-co-ordinates.:"><strong>Part 4</strong>: Creating a new consolidated dataset of the Neighborhoods, boroughs, and the most common venues and the respective Neighbourhood along with co-ordinates.<a name="part4" />:<a class="anchor-link" href="#Part-4:-Creating-a-new-consolidated-dataset-of-the-Neighborhoods,-boroughs,-and-the-most-common-venues-and-the-respective-Neighbourhood-along-with-co-ordinates.:">&#182;</a></h3><h5 id="This-data-will-be-fetched-using-Four-Square-API-to-explore-the-neighbourhood-venues-and-to-apply-machine-learning-algorithm-to-cluster-the-neighbourhoods-and-present-the-findings-by-plotting-it-on-maps-using-Folium.">This data will be fetched using Four Square API to explore the neighbourhood venues and to apply machine learning algorithm to cluster the neighbourhoods and present the findings by plotting it on maps using Folium.<a class="anchor-link" href="#This-data-will-be-fetched-using-Four-Square-API-to-explore-the-neighbourhood-venues-and-to-apply-machine-learning-algorithm-to-cluster-the-neighbourhoods-and-present-the-findings-by-plotting-it-on-maps-using-Folium.">&#182;</a></h5>
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<h4 id="Setting-Up-Foursquare-Credentials">Setting Up Foursquare Credentials<a class="anchor-link" href="#Setting-Up-Foursquare-Credentials">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Four Square Credentials</span>

<span class="n">CLIENT_ID</span> <span class="o">=</span> <span class="s1">&#39;blabla&#39;</span>
<span class="n">CLIENT_SECRET</span> <span class="o">=</span> <span class="s1">&#39;blabla&#39;</span>
<span class="n">VERSION</span> <span class="o">=</span> <span class="s1">&#39;20191101&#39;</span>
<span class="n">LIMIT</span> <span class="o">=</span> <span class="mi">100</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Your credentails:&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;CLIENT_ID: &#39;</span> <span class="o">+</span> <span class="n">CLIENT_ID</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;CLIENT_SECRET:&#39;</span> <span class="o">+</span> <span class="n">CLIENT_SECRET</span><span class="p">)</span>
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<pre>Your credentails:
CLIENT_ID: blabla
CLIENT_SECRET:blabla
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<h4 id="Defining-a-function-to-fetch-top-10-venues-around-a-given-neighborhood">Defining a function to fetch top 10 venues around a given neighborhood<a class="anchor-link" href="#Defining-a-function-to-fetch-top-10-venues-around-a-given-neighborhood">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">getNearbyVenues</span><span class="p">(</span><span class="n">names</span><span class="p">,</span> <span class="n">latitudes</span><span class="p">,</span> <span class="n">longitudes</span><span class="p">,</span> <span class="n">radius</span><span class="o">=</span><span class="mi">500</span><span class="p">):</span>
    
    <span class="n">venues_list</span><span class="o">=</span><span class="p">[]</span>
    <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">lat</span><span class="p">,</span> <span class="n">lng</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">names</span><span class="p">,</span> <span class="n">latitudes</span><span class="p">,</span> <span class="n">longitudes</span><span class="p">):</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
            
        <span class="c1"># create the API request URL</span>
        <span class="n">url</span> <span class="o">=</span> <span class="s1">&#39;https://api.foursquare.com/v2/venues/explore?&amp;client_id=</span><span class="si">{}</span><span class="s1">&amp;client_secret=</span><span class="si">{}</span><span class="s1">&amp;v=</span><span class="si">{}</span><span class="s1">&amp;ll=</span><span class="si">{}</span><span class="s1">,</span><span class="si">{}</span><span class="s1">&amp;radius=</span><span class="si">{}</span><span class="s1">&amp;limit=</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
            <span class="n">CLIENT_ID</span><span class="p">,</span> 
            <span class="n">CLIENT_SECRET</span><span class="p">,</span> 
            <span class="n">VERSION</span><span class="p">,</span> 
            <span class="n">lat</span><span class="p">,</span> 
            <span class="n">lng</span><span class="p">,</span> 
            <span class="n">radius</span><span class="p">,</span> 
            <span class="n">LIMIT</span><span class="p">)</span>
            
        <span class="c1"># make the GET request</span>
        <span class="n">results</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span><span class="o">.</span><span class="n">json</span><span class="p">()[</span><span class="s2">&quot;response&quot;</span><span class="p">][</span><span class="s1">&#39;groups&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;items&#39;</span><span class="p">]</span>
        
        <span class="c1"># return only relevant information for each nearby venue</span>
        <span class="n">venues_list</span><span class="o">.</span><span class="n">append</span><span class="p">([(</span>
            <span class="n">name</span><span class="p">,</span> 
            <span class="n">lat</span><span class="p">,</span> 
            <span class="n">lng</span><span class="p">,</span> 
            <span class="n">v</span><span class="p">[</span><span class="s1">&#39;venue&#39;</span><span class="p">][</span><span class="s1">&#39;name&#39;</span><span class="p">],</span>  
            <span class="n">v</span><span class="p">[</span><span class="s1">&#39;venue&#39;</span><span class="p">][</span><span class="s1">&#39;categories&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;name&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">results</span><span class="p">])</span>

    <span class="n">nearby_venues</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span><span class="n">item</span> <span class="k">for</span> <span class="n">venue_list</span> <span class="ow">in</span> <span class="n">venues_list</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">venue_list</span><span class="p">])</span>
    <span class="n">nearby_venues</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span> 
                  <span class="s1">&#39;Neighborhood Latitude&#39;</span><span class="p">,</span> 
                  <span class="s1">&#39;Neighborhood Longitude&#39;</span><span class="p">,</span> 
                  <span class="s1">&#39;Venue&#39;</span><span class="p">,</span> 
                  <span class="s1">&#39;Venue Category&#39;</span><span class="p">]</span>
    
    <span class="k">return</span><span class="p">(</span><span class="n">nearby_venues</span><span class="p">)</span>
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<h4 id="Generating-Venues">Generating Venues<a class="anchor-link" href="#Generating-Venues">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_ws_venues</span> <span class="o">=</span> <span class="n">getNearbyVenues</span><span class="p">(</span><span class="n">names</span><span class="o">=</span><span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">],</span>
                                   <span class="n">latitudes</span><span class="o">=</span><span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Latitude&#39;</span><span class="p">],</span>
                                   <span class="n">longitudes</span><span class="o">=</span><span class="n">ws_neig_geo</span><span class="p">[</span><span class="s1">&#39;Longitude&#39;</span><span class="p">]</span>
                                  <span class="p">)</span>
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<pre>Shaughnessy
Fairview
Oakridge
Marpole
Kitsilano
Kerrisdale
West Point Grey
Arbutus Ridge
South Cambie
Dunbar-Southlands
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<h4 id="Data-frame-containing-venues-for-each-neighborhood-in-West-Side">Data frame containing venues for each neighborhood in West Side<a class="anchor-link" href="#Data-frame-containing-venues-for-each-neighborhood-in-West-Side">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">vnc_ws_venues</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">vnc_ws_venues</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>(161, 5)
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>Neighborhood Latitude</th>
      <th>Neighborhood Longitude</th>
      <th>Venue</th>
      <th>Venue Category</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Shaughnessy</td>
      <td>49.246305</td>
      <td>-123.138405</td>
      <td>Printspot</td>
      <td>Print Shop</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Shaughnessy</td>
      <td>49.246305</td>
      <td>-123.138405</td>
      <td>Devonshire Park</td>
      <td>Park</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Shaughnessy</td>
      <td>49.246305</td>
      <td>-123.138405</td>
      <td>Bus Stop 50209 (10)</td>
      <td>Bus Stop</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Shaughnessy</td>
      <td>49.246305</td>
      <td>-123.138405</td>
      <td>Clever Wedding Photographer Vancouver</td>
      <td>Photography Studio</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Shaughnessy</td>
      <td>49.246305</td>
      <td>-123.138405</td>
      <td>Bus Stop 50206 (10)</td>
      <td>Bus Stop</td>
    </tr>
  </tbody>
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<h4 id="Venue-Count-per-neighborhood">Venue Count per neighborhood<a class="anchor-link" href="#Venue-Count-per-neighborhood">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_ws_venues</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Neighborhood Latitude&#39;</span><span class="p">,</span><span class="s1">&#39;Neighborhood Longitude&#39;</span><span class="p">,</span><span class="s1">&#39;Venue Category&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Venue</th>
    </tr>
    <tr>
      <th>Neighbourhood</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Arbutus Ridge</th>
      <td>9</td>
    </tr>
    <tr>
      <th>Dunbar-Southlands</th>
      <td>12</td>
    </tr>
    <tr>
      <th>Fairview</th>
      <td>19</td>
    </tr>
    <tr>
      <th>Kerrisdale</th>
      <td>4</td>
    </tr>
    <tr>
      <th>Kitsilano</th>
      <td>47</td>
    </tr>
    <tr>
      <th>Marpole</th>
      <td>34</td>
    </tr>
    <tr>
      <th>Oakridge</th>
      <td>9</td>
    </tr>
    <tr>
      <th>Shaughnessy</th>
      <td>6</td>
    </tr>
    <tr>
      <th>South Cambie</th>
      <td>14</td>
    </tr>
    <tr>
      <th>West Point Grey</th>
      <td>7</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;There are </span><span class="si">{}</span><span class="s1"> uniques categories.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">vnc_ws_venues</span><span class="p">[</span><span class="s1">&#39;Venue Category&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())))</span>
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<pre>There are 82 uniques categories.
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<h3 id="Modelling">Modelling<a name="mdl" /><a class="anchor-link" href="#Modelling">&#182;</a></h3>
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<h5 id="One-Hot-Encoding-to-Analyze-Each-Neighborhood">One Hot Encoding to Analyze Each Neighborhood<a class="anchor-link" href="#One-Hot-Encoding-to-Analyze-Each-Neighborhood">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># one hot encoding</span>
<span class="n">vnc_onehot</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">vnc_ws_venues</span><span class="p">[[</span><span class="s1">&#39;Venue Category&#39;</span><span class="p">]],</span> <span class="n">prefix</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">prefix_sep</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">)</span>

<span class="c1"># add neighborhood column back to dataframe</span>
<span class="n">vnc_onehot</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">vnc_ws_venues</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span> 

<span class="c1"># move neighborhood column to the first column</span>
<span class="n">fixed_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">vnc_onehot</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">vnc_onehot</span><span class="o">.</span><span class="n">columns</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
<span class="n">vnc_onehot</span> <span class="o">=</span> <span class="n">vnc_onehot</span><span class="p">[</span><span class="n">fixed_columns</span><span class="p">]</span>

<span class="n">vnc_onehot</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>American Restaurant</th>
      <th>Asian Restaurant</th>
      <th>BBQ Joint</th>
      <th>Bakery</th>
      <th>Bank</th>
      <th>Bar</th>
      <th>Beach</th>
      <th>Breakfast Spot</th>
      <th>Bubble Tea Shop</th>
      <th>...</th>
      <th>Sushi Restaurant</th>
      <th>Taiwanese Restaurant</th>
      <th>Tea Room</th>
      <th>Tennis Court</th>
      <th>Thai Restaurant</th>
      <th>Toy / Game Store</th>
      <th>Vegetarian / Vegan Restaurant</th>
      <th>Video Store</th>
      <th>Vietnamese Restaurant</th>
      <th>Yoga Studio</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Shaughnessy</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Shaughnessy</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Shaughnessy</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Shaughnessy</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Shaughnessy</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 83 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_onehot</span><span class="o">.</span><span class="n">shape</span>
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<pre>(161, 83)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_ws_grouped</span> <span class="o">=</span> <span class="n">vnc_onehot</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">vnc_ws_grouped</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>American Restaurant</th>
      <th>Asian Restaurant</th>
      <th>BBQ Joint</th>
      <th>Bakery</th>
      <th>Bank</th>
      <th>Bar</th>
      <th>Beach</th>
      <th>Breakfast Spot</th>
      <th>Bubble Tea Shop</th>
      <th>...</th>
      <th>Sushi Restaurant</th>
      <th>Taiwanese Restaurant</th>
      <th>Tea Room</th>
      <th>Tennis Court</th>
      <th>Thai Restaurant</th>
      <th>Toy / Game Store</th>
      <th>Vegetarian / Vegan Restaurant</th>
      <th>Video Store</th>
      <th>Vietnamese Restaurant</th>
      <th>Yoga Studio</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Arbutus Ridge</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Dunbar-Southlands</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Fairview</td>
      <td>0.000000</td>
      <td>0.052632</td>
      <td>0.052632</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.052632</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.052632</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Kerrisdale</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Kitsilano</td>
      <td>0.042553</td>
      <td>0.021277</td>
      <td>0.000000</td>
      <td>0.085106</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.021277</td>
      <td>0.021277</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.042553</td>
      <td>0.000000</td>
      <td>0.021277</td>
      <td>0.021277</td>
      <td>0.042553</td>
      <td>0.000000</td>
      <td>0.021277</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.021277</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Marpole</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.029412</td>
      <td>0.029412</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.029412</td>
      <td>...</td>
      <td>0.088235</td>
      <td>0.029412</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.029412</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.029412</td>
      <td>0.029412</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Oakridge</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.111111</td>
      <td>...</td>
      <td>0.111111</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.111111</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Shaughnessy</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>8</th>
      <td>South Cambie</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.071429</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.071429</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.071429</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>9</th>
      <td>West Point Grey</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
  </tbody>
</table>
<p>10 rows × 83 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vnc_ws_grouped</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10, 83)</pre>
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<h4 id="Top-5-most-common-venues-across-neighborhoods">Top 5 most common venues across neighborhoods<a class="anchor-link" href="#Top-5-most-common-venues-across-neighborhoods">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_top_venues</span> <span class="o">=</span> <span class="mi">5</span>

<span class="k">for</span> <span class="n">hood</span> <span class="ow">in</span> <span class="n">vnc_ws_grouped</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;----&quot;</span><span class="o">+</span><span class="n">hood</span><span class="o">+</span><span class="s2">&quot;----&quot;</span><span class="p">)</span>
    <span class="n">temp</span> <span class="o">=</span> <span class="n">vnc_ws_grouped</span><span class="p">[</span><span class="n">vnc_ws_grouped</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">hood</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
    <span class="n">temp</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;venue&#39;</span><span class="p">,</span><span class="s1">&#39;freq&#39;</span><span class="p">]</span>
    <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
    <span class="n">temp</span><span class="p">[</span><span class="s1">&#39;freq&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="p">[</span><span class="s1">&#39;freq&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
    <span class="n">temp</span> <span class="o">=</span> <span class="n">temp</span><span class="o">.</span><span class="n">round</span><span class="p">({</span><span class="s1">&#39;freq&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">})</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">temp</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;freq&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">num_top_venues</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
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<pre>----Arbutus Ridge----
            venue  freq
0    Liquor Store  0.11
1  Discount Store  0.11
2    Dance Studio  0.11
3     Coffee Shop  0.11
4  Sandwich Place  0.11


----Dunbar-Southlands----
                  venue  freq
0         Grocery Store  0.25
1          Liquor Store  0.17
2  Gym / Fitness Center  0.08
3   Japanese Restaurant  0.08
4           Coffee Shop  0.08


----Fairview----
                 venue  freq
0          Coffee Shop  0.11
1    Korean Restaurant  0.05
2     Asian Restaurant  0.05
3  Japanese Restaurant  0.05
4    Indian Restaurant  0.05


----Kerrisdale----
         venue  freq
0         Park  0.25
1         Café  0.25
2         Pool  0.25
3  Golf Course  0.25
4        Plaza  0.00


----Kitsilano----
                 venue  freq
0               Bakery  0.09
1  American Restaurant  0.04
2     Sushi Restaurant  0.04
3           Food Truck  0.04
4       Ice Cream Shop  0.04


----Marpole----
                 venue  freq
0     Sushi Restaurant  0.09
1             Bus Stop  0.09
2          Pizza Place  0.06
3  Japanese Restaurant  0.06
4         Dessert Shop  0.06


----Oakridge----
                 venue  freq
0   Light Rail Station  0.11
1      Bubble Tea Shop  0.11
2       Sandwich Place  0.11
3          Coffee Shop  0.11
4  Sporting Goods Shop  0.11


----Shaughnessy----
                venue  freq
0            Bus Stop  0.33
1                Park  0.17
2          Print Shop  0.17
3  Photography Studio  0.17
4      Chocolate Shop  0.17


----South Cambie----
                   venue  freq
0            Coffee Shop  0.29
1       Sushi Restaurant  0.07
2          Shopping Mall  0.07
3  Vietnamese Restaurant  0.07
4       Malay Restaurant  0.07


----West Point Grey----
                  venue  freq
0        Sandwich Place  0.14
1       Harbor / Marina  0.14
2  Gym / Fitness Center  0.14
3                   Gym  0.14
4             Disc Golf  0.14


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<h4 id="Now-let's-create-the-new-dataframe-and-display-the-top-10-venues-for-each-neighborhood.">Now let's create the new dataframe and display the top 10 venues for each neighborhood.<a class="anchor-link" href="#Now-let's-create-the-new-dataframe-and-display-the-top-10-venues-for-each-neighborhood.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">return_most_common_venues</span><span class="p">(</span><span class="n">row</span><span class="p">,</span> <span class="n">num_top_venues</span><span class="p">):</span>
    <span class="n">row_categories</span> <span class="o">=</span> <span class="n">row</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
    <span class="n">row_categories_sorted</span> <span class="o">=</span> <span class="n">row_categories</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">row_categories_sorted</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">num_top_venues</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_top_venues</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">indicators</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;st&#39;</span><span class="p">,</span> <span class="s1">&#39;nd&#39;</span><span class="p">,</span> <span class="s1">&#39;rd&#39;</span><span class="p">]</span>

<span class="c1"># create columns according to number of top venues</span>
<span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">num_top_venues</span><span class="p">):</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}{}</span><span class="s1"> Most Common Venue&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">indicators</span><span class="p">[</span><span class="n">ind</span><span class="p">]))</span>
    <span class="k">except</span><span class="p">:</span>
        <span class="n">columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">th Most Common Venue&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="mi">1</span><span class="p">))</span>

<span class="c1"># create a new dataframe</span>
<span class="n">neighborhoods_venues_sorted</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
<span class="n">neighborhoods_venues_sorted</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">vnc_ws_grouped</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">vnc_ws_grouped</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="n">neighborhoods_venues_sorted</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">ind</span><span class="p">,</span> <span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">return_most_common_venues</span><span class="p">(</span><span class="n">vnc_ws_grouped</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">ind</span><span class="p">,</span> <span class="p">:],</span> <span class="n">num_top_venues</span><span class="p">)</span>

<span class="n">neighborhoods_venues_sorted</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
      <th>7th Most Common Venue</th>
      <th>8th Most Common Venue</th>
      <th>9th Most Common Venue</th>
      <th>10th Most Common Venue</th>
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    <tr>
      <th>0</th>
      <td>Arbutus Ridge</td>
      <td>Coffee Shop</td>
      <td>Shopping Mall</td>
      <td>Discount Store</td>
      <td>Fast Food Restaurant</td>
      <td>Sandwich Place</td>
      <td>Seafood Restaurant</td>
      <td>Dance Studio</td>
      <td>Grocery Store</td>
      <td>Liquor Store</td>
      <td>Greek Restaurant</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Dunbar-Southlands</td>
      <td>Grocery Store</td>
      <td>Liquor Store</td>
      <td>Japanese Restaurant</td>
      <td>Coffee Shop</td>
      <td>Pet Store</td>
      <td>Café</td>
      <td>Bus Stop</td>
      <td>Gym</td>
      <td>Gym / Fitness Center</td>
      <td>Greek Restaurant</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Fairview</td>
      <td>Coffee Shop</td>
      <td>Japanese Restaurant</td>
      <td>Park</td>
      <td>Pet Store</td>
      <td>Pharmacy</td>
      <td>Pizza Place</td>
      <td>Nail Salon</td>
      <td>Restaurant</td>
      <td>Salon / Barbershop</td>
      <td>Sandwich Place</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Kerrisdale</td>
      <td>Café</td>
      <td>Park</td>
      <td>Golf Course</td>
      <td>Pool</td>
      <td>Yoga Studio</td>
      <td>Disc Golf</td>
      <td>Discount Store</td>
      <td>Falafel Restaurant</td>
      <td>Fast Food Restaurant</td>
      <td>Food &amp; Drink Shop</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Kitsilano</td>
      <td>Bakery</td>
      <td>Japanese Restaurant</td>
      <td>Sushi Restaurant</td>
      <td>Coffee Shop</td>
      <td>Food Truck</td>
      <td>French Restaurant</td>
      <td>Ice Cream Shop</td>
      <td>American Restaurant</td>
      <td>Thai Restaurant</td>
      <td>Vegetarian / Vegan Restaurant</td>
    </tr>
  </tbody>
</table>
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<h3 id="Cluster-Neighbourhoods">Cluster Neighbourhoods<a class="anchor-link" href="#Cluster-Neighbourhoods">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># set number of clusters</span>
<span class="n">kclusters</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">vnc_grouped_clustering</span> <span class="o">=</span> <span class="n">vnc_ws_grouped</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1"># run k-means clustering</span>
<span class="n">kmeans</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="n">kclusters</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">vnc_grouped_clustering</span><span class="p">)</span>

<span class="c1"># check cluster labels generated for each row in the dataframe</span>
<span class="n">kmeans</span><span class="o">.</span><span class="n">labels_</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span> 
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<pre>array([4, 4, 0, 2, 0, 0, 0, 1, 0, 3], dtype=int32)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add clustering labels</span>
<span class="n">neighborhoods_venues_sorted</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;Cluster Labels&#39;</span><span class="p">,</span> <span class="n">kmeans</span><span class="o">.</span><span class="n">labels_</span><span class="p">)</span>

<span class="n">vancouver_merged</span> <span class="o">=</span> <span class="n">ws_neig_geo</span>

<span class="c1"># merge toronto_grouped with Vancouver data to add latitude/longitude for each neighborhood</span>
<span class="n">vancouver_merged</span> <span class="o">=</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">neighborhoods_venues_sorted</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">),</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">)</span>

<span class="n">vancouver_merged</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Neighbourhood</th>
      <th>Borough</th>
      <th>Latitude</th>
      <th>Longitude</th>
      <th>Cluster Labels</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
      <th>7th Most Common Venue</th>
      <th>8th Most Common Venue</th>
      <th>9th Most Common Venue</th>
      <th>10th Most Common Venue</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>Shaughnessy</td>
      <td>West Side</td>
      <td>49.246305</td>
      <td>-123.138405</td>
      <td>1</td>
      <td>Bus Stop</td>
      <td>Park</td>
      <td>Photography Studio</td>
      <td>Chocolate Shop</td>
      <td>Print Shop</td>
      <td>Grocery Store</td>
      <td>Gym</td>
      <td>Disc Golf</td>
      <td>Harbor / Marina</td>
      <td>Discount Store</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Fairview</td>
      <td>West Side</td>
      <td>49.261956</td>
      <td>-123.130408</td>
      <td>0</td>
      <td>Coffee Shop</td>
      <td>Japanese Restaurant</td>
      <td>Park</td>
      <td>Pet Store</td>
      <td>Pharmacy</td>
      <td>Pizza Place</td>
      <td>Nail Salon</td>
      <td>Restaurant</td>
      <td>Salon / Barbershop</td>
      <td>Sandwich Place</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Oakridge</td>
      <td>West Side</td>
      <td>49.226615</td>
      <td>-123.122943</td>
      <td>0</td>
      <td>Coffee Shop</td>
      <td>Sandwich Place</td>
      <td>Vietnamese Restaurant</td>
      <td>Light Rail Station</td>
      <td>Fast Food Restaurant</td>
      <td>Sushi Restaurant</td>
      <td>Sporting Goods Shop</td>
      <td>Bubble Tea Shop</td>
      <td>Bus Stop</td>
      <td>Disc Golf</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Marpole</td>
      <td>West Side</td>
      <td>49.209223</td>
      <td>-123.136150</td>
      <td>0</td>
      <td>Sushi Restaurant</td>
      <td>Bus Stop</td>
      <td>Japanese Restaurant</td>
      <td>Dessert Shop</td>
      <td>Coffee Shop</td>
      <td>Pizza Place</td>
      <td>Chinese Restaurant</td>
      <td>Bubble Tea Shop</td>
      <td>Gas Station</td>
      <td>Vietnamese Restaurant</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Kitsilano</td>
      <td>West Side</td>
      <td>49.269410</td>
      <td>-123.155267</td>
      <td>0</td>
      <td>Bakery</td>
      <td>Japanese Restaurant</td>
      <td>Sushi Restaurant</td>
      <td>Coffee Shop</td>
      <td>Food Truck</td>
      <td>French Restaurant</td>
      <td>Ice Cream Shop</td>
      <td>American Restaurant</td>
      <td>Thai Restaurant</td>
      <td>Vegetarian / Vegan Restaurant</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create map</span>
<span class="n">map_clusters</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="n">latitude</span><span class="p">,</span> <span class="n">longitude</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>

<span class="c1"># set color scheme for the clusters</span>
<span class="n">x</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="n">kclusters</span><span class="p">)</span>
<span class="n">ys</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="n">x</span> <span class="o">+</span> <span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="n">x</span><span class="p">)</span><span class="o">**</span><span class="mi">2</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">kclusters</span><span class="p">)]</span>
<span class="n">colors_array</span> <span class="o">=</span> <span class="n">cm</span><span class="o">.</span><span class="n">rainbow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">ys</span><span class="p">)))</span>
<span class="n">rainbow</span> <span class="o">=</span> <span class="p">[</span><span class="n">colors</span><span class="o">.</span><span class="n">rgb2hex</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">colors_array</span><span class="p">]</span>

<span class="c1"># add markers to the map</span>
<span class="n">markers_colors</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">lat</span><span class="p">,</span> <span class="n">lon</span><span class="p">,</span> <span class="n">poi</span><span class="p">,</span> <span class="n">cluster</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Latitude&#39;</span><span class="p">],</span> <span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Longitude&#39;</span><span class="p">],</span> <span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">],</span> <span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Cluster Labels&#39;</span><span class="p">]):</span>
    <span class="n">label</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Popup</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">poi</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39; Cluster &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">cluster</span><span class="p">),</span> <span class="n">parse_html</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="n">folium</span><span class="o">.</span><span class="n">CircleMarker</span><span class="p">(</span>
        <span class="p">[</span><span class="n">lat</span><span class="p">,</span> <span class="n">lon</span><span class="p">],</span>
        <span class="n">radius</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
        <span class="n">popup</span><span class="o">=</span><span class="n">label</span><span class="p">,</span>
        <span class="n">color</span><span class="o">=</span><span class="n">rainbow</span><span class="p">[</span><span class="n">cluster</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
        <span class="n">fill</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
        <span class="n">fill_color</span><span class="o">=</span><span class="n">rainbow</span><span class="p">[</span><span class="n">cluster</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
        <span class="n">fill_opacity</span><span class="o">=</span><span class="mf">0.7</span><span class="p">)</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">map_clusters</span><span class="p">)</span>
       
<span class="n">map_clusters</span>
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<div style="width:100%;"><div style="position:relative;width:100%;height:0;padding-bottom:60%;"><span style="color:#565656">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src="about:blank" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" 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<h3 id="Analysis">Analysis<a name="analysis" /><a class="anchor-link" href="#Analysis">&#182;</a></h3><h4 id="Examining-the-resulting-Clusters">Examining the resulting Clusters<a class="anchor-link" href="#Examining-the-resulting-Clusters">&#182;</a></h4>
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<h4 id="Cluster-1">Cluster 1<a class="anchor-link" href="#Cluster-1">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vancouver_merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Cluster Labels&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">columns</span><span class="p">[[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))]]</span>
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    <div class="prompt output_prompt">Out[51]:</div>


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      <th>Borough</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
      <th>7th Most Common Venue</th>
      <th>8th Most Common Venue</th>
      <th>9th Most Common Venue</th>
      <th>10th Most Common Venue</th>
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      <th>1</th>
      <td>West Side</td>
      <td>Coffee Shop</td>
      <td>Japanese Restaurant</td>
      <td>Park</td>
      <td>Pet Store</td>
      <td>Pharmacy</td>
      <td>Pizza Place</td>
      <td>Nail Salon</td>
      <td>Restaurant</td>
      <td>Salon / Barbershop</td>
      <td>Sandwich Place</td>
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      <th>2</th>
      <td>West Side</td>
      <td>Coffee Shop</td>
      <td>Sandwich Place</td>
      <td>Vietnamese Restaurant</td>
      <td>Light Rail Station</td>
      <td>Fast Food Restaurant</td>
      <td>Sushi Restaurant</td>
      <td>Sporting Goods Shop</td>
      <td>Bubble Tea Shop</td>
      <td>Bus Stop</td>
      <td>Disc Golf</td>
    </tr>
    <tr>
      <th>3</th>
      <td>West Side</td>
      <td>Sushi Restaurant</td>
      <td>Bus Stop</td>
      <td>Japanese Restaurant</td>
      <td>Dessert Shop</td>
      <td>Coffee Shop</td>
      <td>Pizza Place</td>
      <td>Chinese Restaurant</td>
      <td>Bubble Tea Shop</td>
      <td>Gas Station</td>
      <td>Vietnamese Restaurant</td>
    </tr>
    <tr>
      <th>4</th>
      <td>West Side</td>
      <td>Bakery</td>
      <td>Japanese Restaurant</td>
      <td>Sushi Restaurant</td>
      <td>Coffee Shop</td>
      <td>Food Truck</td>
      <td>French Restaurant</td>
      <td>Ice Cream Shop</td>
      <td>American Restaurant</td>
      <td>Thai Restaurant</td>
      <td>Vegetarian / Vegan Restaurant</td>
    </tr>
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      <th>8</th>
      <td>West Side</td>
      <td>Coffee Shop</td>
      <td>Shopping Mall</td>
      <td>Cantonese Restaurant</td>
      <td>Vietnamese Restaurant</td>
      <td>Bank</td>
      <td>Grocery Store</td>
      <td>Park</td>
      <td>Sushi Restaurant</td>
      <td>Malay Restaurant</td>
      <td>Gift Shop</td>
    </tr>
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<h4 id="Cluster-2">Cluster 2<a class="anchor-link" href="#Cluster-2">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vancouver_merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Cluster Labels&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">columns</span><span class="p">[[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))]]</span>
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      <th>Borough</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
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      <th>10th Most Common Venue</th>
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      <th>0</th>
      <td>West Side</td>
      <td>Bus Stop</td>
      <td>Park</td>
      <td>Photography Studio</td>
      <td>Chocolate Shop</td>
      <td>Print Shop</td>
      <td>Grocery Store</td>
      <td>Gym</td>
      <td>Disc Golf</td>
      <td>Harbor / Marina</td>
      <td>Discount Store</td>
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<h4 id="Cluster-3">Cluster 3<a class="anchor-link" href="#Cluster-3">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vancouver_merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Cluster Labels&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">columns</span><span class="p">[[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))]]</span>
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      <th>Borough</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
      <th>7th Most Common Venue</th>
      <th>8th Most Common Venue</th>
      <th>9th Most Common Venue</th>
      <th>10th Most Common Venue</th>
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      <th>5</th>
      <td>West Side</td>
      <td>Café</td>
      <td>Park</td>
      <td>Golf Course</td>
      <td>Pool</td>
      <td>Yoga Studio</td>
      <td>Disc Golf</td>
      <td>Discount Store</td>
      <td>Falafel Restaurant</td>
      <td>Fast Food Restaurant</td>
      <td>Food &amp; Drink Shop</td>
    </tr>
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<h4 id="Cluster-4">Cluster 4<a class="anchor-link" href="#Cluster-4">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vancouver_merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Cluster Labels&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">3</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">columns</span><span class="p">[[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))]]</span>
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      <th>Borough</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
      <th>7th Most Common Venue</th>
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      <th>10th Most Common Venue</th>
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      <th>6</th>
      <td>West Side</td>
      <td>Harbor / Marina</td>
      <td>Gym / Fitness Center</td>
      <td>Gym</td>
      <td>Disc Golf</td>
      <td>Sandwich Place</td>
      <td>Performing Arts Venue</td>
      <td>Park</td>
      <td>Yoga Studio</td>
      <td>Food &amp; Drink Shop</td>
      <td>Discount Store</td>
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<h4 id="Cluster-5">Cluster 5<a class="anchor-link" href="#Cluster-5">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vancouver_merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">vancouver_merged</span><span class="p">[</span><span class="s1">&#39;Cluster Labels&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">4</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">columns</span><span class="p">[[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">vancouver_merged</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))]]</span>
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      <th>Borough</th>
      <th>1st Most Common Venue</th>
      <th>2nd Most Common Venue</th>
      <th>3rd Most Common Venue</th>
      <th>4th Most Common Venue</th>
      <th>5th Most Common Venue</th>
      <th>6th Most Common Venue</th>
      <th>7th Most Common Venue</th>
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      <th>7</th>
      <td>West Side</td>
      <td>Coffee Shop</td>
      <td>Shopping Mall</td>
      <td>Discount Store</td>
      <td>Fast Food Restaurant</td>
      <td>Sandwich Place</td>
      <td>Seafood Restaurant</td>
      <td>Dance Studio</td>
      <td>Grocery Store</td>
      <td>Liquor Store</td>
      <td>Greek Restaurant</td>
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      <th>9</th>
      <td>West Side</td>
      <td>Grocery Store</td>
      <td>Liquor Store</td>
      <td>Japanese Restaurant</td>
      <td>Coffee Shop</td>
      <td>Pet Store</td>
      <td>Café</td>
      <td>Bus Stop</td>
      <td>Gym</td>
      <td>Gym / Fitness Center</td>
      <td>Greek Restaurant</td>
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<h2 id="Results-and-Discussion-">Results and Discussion <a name="results" /><a class="anchor-link" href="#Results-and-Discussion-">&#182;</a></h2>
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<p>The objective of the business problem was to help stakeholders identify one of the safest borough in Vancouver, and an appropriate neighborhood within the borough to set up a commercial establishment especially a Grocery store. This has been achieved by first making use of Vancouver crime data to identify a safe borugh with considerable number of neighborhood for any business to be viable. After selecting the borough it was imperative to choose the right neighborhood where grocery shops were not among venues in a close proximity to each other. We achieved this by grouping the neighborhoods into clusters to assist the stakeholders by providing them with relavent data about venues and safety of a given neighborhood.</p>

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<h2 id="Conclusion-">Conclusion <a name="conclusion" /><a class="anchor-link" href="#Conclusion-">&#182;</a></h2>
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<p>We have explored the crime data to understand different types of crimes in all neighborhoods of Vancouver and later categorized them into different boroughs, this helped us group the neighborhoods into boroughs and choose the safest borough first. Once we confirmed the borough the number of neighborhoods for consideration also comes down, we further shortlist the neighborhoods based on the common venues, to choose a neighborhood which best suits the business problem.</p>

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