5.4.3_NeuralNetworkswithMomentum.html

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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 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;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  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 {
  from {
    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 {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
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;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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; }
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<h1>Neural Networks with Momentum</h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, you will see how different values for the momentum parameters affect the convergence rate of a neural network.</p><p><ul></p>
<p><li><a href="#Model">Neural Network Module and Function for Training</a></li></p>
<p><li><a href="#Train">Train Different Neural Networks Model different values for the Momentum Parameter</a></li></p>
<p><li><a href="#Result">Compare Results of Different Momentum Terms</a></li>
&lt;/ul&gt;</p>
<p>Estimated Time Needed: <strong>25 min</strong></p><hr>
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<h2>Preparation</h2>
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<p>We'll need the following libraries:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the libraries for this lab</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> 
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
<span class="kn">import</span> <span class="nn">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
<span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="k">import</span> <span class="n">ListedColormap</span>
<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="k">import</span> <span class="n">Dataset</span><span class="p">,</span> <span class="n">DataLoader</span>

<span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<p>Functions used to plot:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define a function for plot the decision region</span>

<span class="k">def</span> <span class="nf">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">):</span>
    <span class="n">cmap_light</span> <span class="o">=</span> <span class="n">ListedColormap</span><span class="p">([</span><span class="s1">&#39;#FFAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;#AAFFAA&#39;</span><span class="p">,</span><span class="s1">&#39;#00AAFF&#39;</span><span class="p">])</span>
    <span class="n">cmap_bold</span> <span class="o">=</span> <span class="n">ListedColormap</span><span class="p">([</span><span class="s1">&#39;#FF0000&#39;</span><span class="p">,</span> <span class="s1">&#39;#00FF00&#39;</span><span class="p">,</span><span class="s1">&#39;#00AAFF&#39;</span><span class="p">])</span>
    <span class="n">X</span><span class="o">=</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">y</span><span class="o">=</span><span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">h</span> <span class="o">=</span> <span class="o">.</span><span class="mi">02</span>
    <span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">-</span> <span class="mf">0.1</span> <span class="p">,</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mf">0.1</span> 
    <span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">-</span> <span class="mf">0.1</span> <span class="p">,</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mf">0.1</span> 
    <span class="n">xx</span><span class="p">,</span> <span class="n">yy</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span><span class="p">,</span> <span class="n">h</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span><span class="p">,</span> <span class="n">h</span><span class="p">))</span>
    <span class="n">XX</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">xx</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">yy</span><span class="o">.</span><span class="n">ravel</span><span class="p">()])</span>
    <span class="n">_</span><span class="p">,</span><span class="n">yhat</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">XX</span><span class="p">),</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">yhat</span><span class="o">=</span><span class="n">yhat</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">xx</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">yhat</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap_light</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;ro&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;y=0&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span><span class="o">==</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span><span class="o">==</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;go&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;y=1&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span><span class="o">==</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[</span><span class="n">y</span><span class="p">[:]</span><span class="o">==</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;y=2&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;decision region&quot;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<p>Create the dataset class</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create the dataset class</span>

<span class="k">class</span> <span class="nc">Data</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
    
    <span class="c1">#  modified from: http://cs231n.github.io/neural-networks-case-study/</span>
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">K</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">N</span><span class="o">=</span><span class="mi">500</span><span class="p">):</span>
        <span class="n">D</span> <span class="o">=</span> <span class="mi">2</span>
        <span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">N</span> <span class="o">*</span> <span class="n">K</span><span class="p">,</span> <span class="n">D</span><span class="p">))</span> <span class="c1"># data matrix (each row = single example)</span>
        <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span> <span class="o">*</span> <span class="n">K</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;uint8&#39;</span><span class="p">)</span> <span class="c1"># class labels</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">K</span><span class="p">):</span>
          <span class="n">ix</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span> <span class="o">*</span> <span class="n">j</span><span class="p">,</span> <span class="n">N</span> <span class="o">*</span> <span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>
          <span class="n">r</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mf">0.0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">N</span><span class="p">)</span> <span class="c1"># radius</span>
          <span class="n">t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">j</span> <span class="o">*</span> <span class="mi">4</span><span class="p">,</span> <span class="p">(</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mi">4</span><span class="p">,</span> <span class="n">N</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="n">N</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.2</span> <span class="c1"># theta</span>
          <span class="n">X</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">r</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">t</span><span class="p">),</span> <span class="n">r</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">t</span><span class="p">)]</span>
          <span class="n">y</span><span class="p">[</span><span class="n">ix</span><span class="p">]</span> <span class="o">=</span> <span class="n">j</span>
    
        <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">LongTensor</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">FloatTensor</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">len</span> <span class="o">=</span> <span class="n">y</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="c1"># Getter</span>
    <span class="k">def</span> <span class="nf">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>    
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
    
    <span class="c1"># Get Length</span>
    <span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">len</span>
    
    <span class="c1"># Plot the diagram</span>
    <span class="k">def</span> <span class="nf">plot_data</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y=0&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;ro&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;y=1&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[:]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;go&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;y=2&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<h2 id="Model">Neural Network Module and Function for Training</h2>
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<p>Create Neural Network Module using <code>ModuleList()</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create dataset object</span>

<span class="k">class</span> <span class="nc">Net</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
    
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">Layers</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">Net</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">hidden</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleList</span><span class="p">()</span>
        <span class="k">for</span> <span class="n">input_size</span><span class="p">,</span> <span class="n">output_size</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">Layers</span><span class="p">,</span> <span class="n">Layers</span><span class="p">[</span><span class="mi">1</span><span class="p">:]):</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">hidden</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">output_size</span><span class="p">))</span>
    
    <span class="c1"># Prediction</span>
    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">activation</span><span class="p">):</span>
        <span class="n">L</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hidden</span><span class="p">)</span>
        <span class="k">for</span> <span class="p">(</span><span class="n">l</span><span class="p">,</span> <span class="n">linear_transform</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">L</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">hidden</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">l</span> <span class="o">&lt;</span> <span class="n">L</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
                <span class="n">activation</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="n">linear_transform</span><span class="p">(</span><span class="n">activation</span><span class="p">))</span>    
            <span class="k">else</span><span class="p">:</span>
                <span class="n">activation</span> <span class="o">=</span> <span class="n">linear_transform</span><span class="p">(</span><span class="n">activation</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">activation</span>
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<p>Create the function for training the model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the function for training the model</span>

<span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">LOSS</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">ACC</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">train_loader</span><span class="p">:</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
            <span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
            <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">yhat</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
            <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
        <span class="n">LOSS</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="n">ACC</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">accuracy</span><span class="p">(</span><span class="n">model</span><span class="p">,</span><span class="n">data_set</span><span class="p">))</span>
        
    <span class="n">results</span> <span class="o">=</span><span class="p">{</span><span class="s2">&quot;Loss&quot;</span><span class="p">:</span><span class="n">LOSS</span><span class="p">,</span> <span class="s2">&quot;Accuracy&quot;</span><span class="p">:</span><span class="n">ACC</span><span class="p">}</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
    <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;tab:red&#39;</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">LOSS</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;total loss&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span> <span class="o">=</span> <span class="s1">&#39;y&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    
    <span class="n">ax2</span> <span class="o">=</span> <span class="n">ax1</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>  
    <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;tab:blue&#39;</span>
    <span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>  <span class="c1"># we already handled the x-label with ax1</span>
    <span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ACC</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    <span class="n">ax2</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    <span class="n">fig</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>  <span class="c1"># otherwise the right y-label is slightly clipped</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    <span class="k">return</span> <span class="n">results</span>
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<p>Define a function used to calculate accuracy.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define a function for calculating accuracy</span>

<span class="k">def</span> <span class="nf">accuracy</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">):</span>
    <span class="n">_</span><span class="p">,</span> <span class="n">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">yhat</span> <span class="o">==</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<h2 id="Train">Train Different Networks Model different values for the Momentum Parameter</h2>
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<p>Crate a dataset object using <code>Data</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create the dataset and plot it</span>

<span class="n">data_set</span> <span class="o">=</span> <span class="n">Data</span><span class="p">()</span>
<span class="n">data_set</span><span class="o">.</span><span class="n">plot_data</span><span class="p">()</span>
<span class="n">data_set</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
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<p>Dictionary to contain different cost and  accuracy values for each epoch  for different values of the momentum parameter.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialize a dictionary to contain the cost and accuracy</span>

<span class="n">Results</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;momentum 0&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;Loss&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;Accuracy:&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">},</span> <span class="s2">&quot;momentum 0.1&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;Loss&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;Accuracy:&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">}}</span>
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<p>Create a  network to classify three classes with 1 hidden layer with 50 neurons and a momentum value of zero.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train a model with 1 hidden layer and 50 neurons</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.10</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">)</span>
<span class="n">train_loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">Results</span><span class="p">[</span><span class="s2">&quot;momentum 0&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
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<p>Create a network to classify three classes with 1 hidden layer with 50 neurons and a momentum value of 0.1.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train a model with 1 hidden layer and 50 neurons with 0.1 momentum</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.10</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
<span class="n">train_loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">Results</span><span class="p">[</span><span class="s2">&quot;momentum 0.1&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
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NGPP5b9m4p0XdBFrDGWsy3WGKPrgq5JGpGmWKZC2e2DwDzL87nAIZdjrwCut25QSh3K/P+yiOzA8D/8RwjjqlmOnrmIxL7djk1v2pMHGG2bhbvsNWogeeF0Xbs5SZe1qD5MP0KQqCQdvVTdVHvZ7TAEw0+Bs0XkLGAAY/L/hP0gEVkEzAR+bNk2ExhRSo2KSAJ4H/D1EMZU04zE58C+3S57FfH9fR5RR0IqNs3VOe3lfJ6INeuopCqns6PTd4LX0UuaUilZMCilJkTkBuAZjHDV+5RSe0TkK8BOpdSTmUO7gIeVUtal7tuATSKSxjBrrbNGM01FzDBVL9zMREZC2jxG22bl+RgUZJ3RTk11dDXUyaEcK/utT2/V0Uuakgglj0Ep9RTwlG3bF23P/87hvB8BHWGMoZax5iyA+4re3Xh0Kkv56IJTb6dTXoJT1nQ1m43q2Z9QjpV9b18vQyeGHPfp6CVNUHTmc5nxqzwapLyFtfidG6lYc45QcCtsZy+brc1Gk0exeQleWkbPc+6R4G3NbXTf0R2qdqJ9GfWJFgxlxC9RDYKXt/ASCoWu+HU11OqgmLwEJy1j/RPrWf/EehIzEo7hrCYjoyNZbSIs7cRJ49nbv5cf7fkRwyeGAWhvbufqi67WAiME1q5cy892/ozGxkYWv3sx/7DpH2hszM9XKhUtGMqIV6Ja0PIWXri1z9T9EaoHrxW1V16C23lOWoaJl1AASKVzv4ul+h3cNJ7tO7fnbBs6McTd370bqF3n91M/O8yGZ/r53etjvOm0GNd/cD4ffmflw+YvX3k59zx0DwBrPrGGB7c8yKev+3To99GCoYz4JaqBe3c1EyPDWSEqnbfPyWEcREvRVAY/H8LisxfnTaKxxhiLz17sel4xfoJYY6xoYeIl2AoZy0Rqomad30/97DBfe+JlTo4bv8FXXx/ja0+8DFC0cCi27PaFH74w+3jxuxdz6KBbZkBpaMFQRtwmfWvi2NEzFzlGEJnHjUyfnW20Y0WJOJqPgmgp1UwtOJuD2tXdVtRbn94KwI4Xd+Sd47TiNrevf2I9EYmQG9jnjWnG6Xmux1UILP/ychIzEjmvo7evl/ufvj9rDoJ8weam8bhRyLHVxIZn+rNCweTkeJoNz/QXLRhKLbs9Pj7Oow8+yu133l7U/f3QgqGMOE36dn+AnzN47u7tzv4Fl8khiJaiKR43G//9T9/PqotW5UysbhPh0Ikhx5DSIKQdNEcvhk4Msf6J9bQ1t3keZ530gZzXaGVsfIwN397AXU/clZeFHYTevt6a0xp+97rz5+S2PQillt3+XPfneO+fvpf3dr636DF4oQVDGRmJz6Fp+AjtyQOYqWXDDo5fL2ewWxazgKOJKB1tdMxTcCqopykcNxv/8InhvInVC7eQ0nJhXfm7YfoczMdumMJpdHy04HGY5qRaimZ602kxXnUQAm86rXDBaKXYsttf//LXSR5O8s1N3yzp/l5owVBGWgYHaBscsNQjUrQNDjDaNiubU2DVFEamz6bljcM5moMXEZVi1oE9OdeQtH+Ek8Yg6ORkPU55ZJNYzT2FruyrhXKbewaPDdZcZvb1H5yf42MAmNYY4foPllbMs5iy2w9ueZDnn3mebz/3bSKRMErdOaMFQxnxK59tdxK3J/uzZiPTaawk4uh4zl4vNY5kNISGsROu05Zf/aSpxpbvb8mx5btNTvZJLAi1KhQqQXxGvOb6Sph+hLCjksyy29NPmx647PZfXvuXzFswjw+990MAXPKxS/jcFz9X0jic0IKhjHjZ+52EhlNPhFS0kXRK5fRi9jrHLd+h2iqlTia9fb2uDl7TlGJqCCJS1oneL/eg3ui6oIv1T6x33FfN78OH3zk79PDUYspuvzbxWqhjcEMLhhBwyxvwCkUN6gyOpMZJLjyPWQf2GNqBZZ9bQbxaq5Ra6Ugkr+zg5LEkd3/3biZSEwAFRQAVw+KzF7PrpV1VPSmGRVNjE4Cnqc3JOW015bU2tyIIwyeGq9434cWvf/lrPnHJJ7j4v15clWW3pdxf/HIgb1miWLdzUsfgVd8oLVEGM+UpnMpnQ/C+zApILjzP0SchqQnngnjRRlS0oWYS3CotGFZ8eYWnryAIiRkJTo6dDOTULRfnnnUuv9r/q5zEtWgkygWLL6haYSMinsI2MSPBxps3Zp/7mfKikSgtTS0FC4qzfnUWb37bmwt/ATXEy796mVfe9krOtuWy/IVM/xtPtMZQBH71jUw/wkDH+a7ls4MKC4FsDoI9esmtIN6ReedUtSCAyggDN+dyofH3dszmOHc9cVeIoy2c3x35Hd0f7fZ0oPf29bqabtyINcZY+o6l/OCFH4SuMfldz54055XpDUY2t1+ZD6fvwVkNZ6GUQiTI8qz2KPVz04KhCILUNzI1Cb/M5iC4mZ2mYkG8QiKJnPINNn9vM+9/x/vZ8eKOovIIrHV/vJLGKsHgsUHf/gydHZ3s7d/r6FNxwproFvScMFEorvjKFaRVmrbmtoI1MrsT2y0C6sKLLyQxmKA93l53wkEpxdDgEKPTCg8nNtGCoQiC+AdMZ69bNzYninEcT6WCeEEjicB9pTk6PlrShDd0Yoj7n74fMBypVn9EpQna63n1xasBfF+3Pft5sjD9D8Wa6axah1sE1J//65/zwIcfoOlwU/EDrWJGp43yu7m/K/p8LRiKIEh9I9PZ692NLZ9acxxXCr9IIvtkVs7eA8Mnhtn4nY10f7SbabFpRU1gEYnw9oVv5zcHf1OU5lJor+fVF6/OqXjqhF3QFrNirwasAtPte/By8mUOnVV4naFaSswrhfJlSNQxR89clCludwqV+ZuINTO4oCPrLJ7T93zB1zevlYo2Zq/lhHn9+S98nzl9z9MyOFDwvSrJox9/LPsXlN6+Xrrv6Pa0kzv9+IOupsGYpAsllU6x/on1RU+caZXmNwd/w9J3LCUxI+F4TKwxxrIly7L7zXEmZiRYe+nagiekVRet8j3GGrK76qJVRCPO8fVtzW20N7cjCIkZiZxxTjbJY0m67+imt6/X9XtQyPfDxDRLJY8lUaisIO3t6y11yFVHKBqDiHwIuBOjtecWpdQ62/6rgf+J0RMa4C6l1JbMvquAv81s/5pS6oEwxlRO7LZ9Y42vfDul+WHXFiTtHj8/FaqoBk0uc/qRe8XL21FK0d7cXvEyFWPjY+x6aVc2Cqfcq9HOjs68wnhOmILW2vwn6JiKcXaXA3PSXvqOpY7+pMVnLy74mrWWmFcKJQsGEYkCG4ALgYPAT0XkSYfezY8opW6wnTsL+BKwBGNefCFz7tFSx1VuzMnXbXIO2oDHxCkiyasqaq1UUS0l+sgvIsXEyaRSiNM1PiPOybGTRY2xVKzajp8jOQxWXbTKV9haBW2hY+rs6GTz9zYXXEepIdoQuq/GFLxL37E073uwfed2tu/cXpBfpZjGSrVKGBrDu4HfKqVeBhCRh4HLALtgcOKDwA+UUkcy5/4A+BDgnoFURXhNzoVUM1UZjcOJQqul1lMV1SA/uGgkyt7+vdkIITN5yvzB//DFH/pOUpOZj1CMSaMUrFqAU0RVUN+Fl3bT2NBYsGC47rLryhLlNXhskF0v7XLdb/erFNtYqd4Iw8cwBzhgeX4ws83OfxORn4vI4yIyr8BzEZE1IrJTRHbyxuEQhl06XpNzYSUolOvxYW2vRYL84FLpFNt3bs/+YM2IFjM8NcgE5SUUIhJh2ZJltDe3Bxy1gb0kdTQSpSHakHdMIQ7ksOjs6GTjzRt59EuPcuPHbiQxI5H1FQTxXfjZ2o+fOF7QeBIzEjljWrZkWdGvzY6I+Aob0xzk97q6LuhyLDVu9WnUC2FoDG65Wla+B/QopUZF5FrgAeD8gOcaG5XaDGyGTOZzFeBW4hoM4RA0uzkdbQzUu8FKocfXAvbV2uKzFxedbxAW1//X6+ns6MyGfAbxe5jain3lCYXZ6ytBMeYrP1t7IQmETsJx9cWrQ8uhCFrnylxI2LG+Li9tq9orxBZKGILhIDDP8nwukBMHppSy2gS+Afy95dyltnN3hDCmScVez8hpu51Ck9WqObmt0Kgjtx/ajhd3sPQdS9n10i7fktflwv4jD2qKcZtw7Rm53Xd0V5WgCIKfrb3rgq484RlrjLH2UqNtZRDhWE2hsk5+oO47uvM+/3pyRIchGH4KnC0iZ2FEHV0BfMJ6gIicoZR6NfP0I8CvMo+fAW4XkZmZ58uAvwlhTBUhSClrwQhh9bL9m9cpNFmt1pPb/Fbf9qid5V9eXsnhuYZfWif9YiOJaq0ngRU/W7tfNFOQ17fqolVs/M7GnDpQk4WTSbPeHdElCwal1ISI3IAxyUeB+5RSe0TkK8BOpdSTwGdF5CPABHAEuDpz7hER+SqGcAH4iumIrgWClrsI4hCe/8L3q2rVXwmCRB2ZP7RK22+D2v+LjSSq5dBHN43A+n6VGmFlnjvZoa9u34N6d0SHkseglHoKeMq27YuWx3+DiyaglLoPCF6QvIpwsvM7YZqQ3HwO9uY8UFu5CMWGpAZZXZk/tK1Pby3qHkFZtmRZ1mRVCbNOLa84i8lvKPY+k1mPKiIRlr5jqePrCiIcaxldEqME7Hb+dLQRSU0EbqrjRDXmIpQLPydlrDHG4rMX031Hd9mTz0zncqWo9RVnJXIuwHkCtuJXxrsU0irNjhd3sGj+IsdQVqv/q5Z8REHQgqFEnEphBy2a50Y95SJ44fWjT8xIsPjsxTz/s+fLXqRuMqpr1vuKs1TszXmaGpoYPjGc06inrbmNkdERUgUkkrrh1jzIWiLE7hPa8eKOokqT1AJaMATErUubnZH4HNIH9riGsQahnnIRvLBH+NiT07Y+vbUilUtjDfmx6eWmUuaYWsTumB8+MUysMcYNH7sh5/0JS5NsiDZw3WXXebYcrWWfUDFowRCAQusSSQmRFLWSixBGox17qKo9Oa1STFaeRKXMMbVG0Ek4LH+MaYryajnqZvKsBZ9QMWjBEIBZB/YUVJdICmgerzAS3IyQVUEy14XackAXStACeZWgVuz6U4Wgjnk/H9XcxFwOJg/63i+VTnH/0/d7JsO5CQ37d6deynLrsts+tAwOuOYrRMdOlFzqOh1t5Mi8c1ASRTJVk0yNpNrLaJdC0AJ5YRKNRPNKGmi7fvURtFS2W4kKk5PjJ/NKfrjhl0yXVmnHe1mrtNZTWW4tGHyYeWivqyNZwHECT0cbA11bAcdnnuFZjK9emQwVPJVOsfbStQXXBtJUFqcJ302Ae/mHzNanG2/eyCNfeoSNN28sumdEYkaCP5j7B3nbd7y4g96+Xnr7etnw7Q2OJjCz418toU1JPvhFCEVUilkH9uQ4po/PPIO25AHXsFUTAdoGBxCXqIpqi04Kw69gUkg9Hc3UIohjPogp0q1PRzEmzMVnL3btIHj/0/czNjHmaooaPjFMb19vTS1AtGDwIUh2cyQ1jmTMTQ1jJ2gbHGA4MY+WNw4bxfQiUSSdctQ8IirlKj7qOTqp2B9oKTQ1NtVsGYqphp9j3s8U6aZhFJtR7VW6O0hNp1qLXtKmJA9aBgeQ1IRv6TanBjstbxxmoON8kgvPA+Wd3ObUjaFWopNKwWoGaG9uL2t7SBGhsaHRNdpFU1t4mSL9TISdHZ0Ffc8SMxIlmz79zjcLKq748oqqKOGtBYMLZohqNDVeVLKaaQYK2snNEA6S1ze6HjHNANaV1omxE/xoz4/KZl5qndbq2iegXkMO6xk3B3ViRoKNN2/0XZ37Oa6tJI8lPZMgp8Wm+V7DK/KtGp3WU0owtAwOMKfveea/8H3m9D3vGfVTaGtOO6YZqDA/gaL/XRcz0HF+3QoFcDYDTKQmylpm+fiJ46E2htdMLoU4qN2wa6w3fuzGbBSTHa9QVr+2sH7j8srbmCymjGAwNYCGsROBQkJLcfxazUCF+Anq2adgZTJW6KYDU4er1gedHZ1FR5g5aayjE6PZ6268eWPBHfvsTItNCzyuaiyoOGWcz14hoU6r8yBOZ3u1VDNZ7ci8c7LXDFqBtVp9CkEjkQpJ7AkzIikiEZRSOV3S3GoQ6TIU9UU5S56XWmojrdJ5JTzcqMaCilNGMHj1Z3bCaUJXIqQjDURS46RizYxMn52NPDLrJ4EhhBLVWRaSAAAgAElEQVT7dme3DS7oyKnACmQznc1+z7Xch6HQpjNhRiQppXjkS4/kbfdqEqMFwdSmEiv0QuooVWNBxSkjGNw0ADfzTdDWmUctj91qKg0u6GCg4/xwXkgVUmiBsc6OTvb27+XZF54N3JPXDadVlZ78NV4EWaGH0Vo0qKCpRk12yggGJw3Az3xjLaltVle1agJ2IeFmrkrs203q0N6a1gq8cPsBJI8l6b6jm8VnL+bHe36cVc+bGpuYSE2ULBQgtySBRhOEICv0VRetKrmQY2tza+Ce3tW2mAlFMIjIh4A7MVp7blFKrbPt/wtgNUZrz8PAp5VS+zP7UkBf5tB+pdRHwhiTnaAagBNBq6u6maXE45xqpNAMZy+fQfJYMi9jdHR8tOix2bE2UpkquH08j328suOoVYKs0Ds7OksSDGbPCFPrMM2re/v31kRzn5IFg4hEgQ3AhcBB4Kci8qRS6peWw34GLFFKjYjIdcDXgRWZfSeUUueVOo4g2JvqBCWoJuDnsLbWPypGQFUrk5HFbFLPNfE15aNcK3RBaG1udTRDjY2P5SySqjnzPgyN4d3Ab5VSLwOIyMPAZUBWMCil/sVy/E+AK0O4b8Xw0wQS+18kCYxMn017st8zIS6a0RyC9naoBewNdypNPSWolVKOyutcrU0UTqF+BjO57pqvXxP4nGpd2ISRxzAHOGB5fjCzzY1rgKctz6eJyE4R+YmIfNTtJBFZkzluJ28cLmnAhSS6gX9+gShFvL/PKIjne3epy0qqZvx3uUpaeNHW3Fbxe04qvb3Q3Q0rVhj/99ZeWedaYNVFq4hGooGP77qgi96+3oJDXU1f3GSXwbAShsbgNBc6lhcSkSuBJcD7LZvnK6UOicibgedFpE8p9R95F1RqM7AZQN6ypOju34V2Y4NguQhuRfKsKMu/duxaSdBWotVEb1+vbxZoORgZHam56pVF09sLmzbBWMZsl0wazwE6p8DrryBOvggvjbizo5PuO7qLule1mZXCEAwHgXmW53OBQ/aDROQDwK3A+5VSWe+jUupQ5v+XRWQH8E4gTzCERaGJbpDvuHYSAEGEwlBiPi1vHPYNmy1GeJVKqSW13cogtze3895z3utYsjgsUulUVarjQch723t7oacHBgchHoeurtwJv6fnlFAwGRsztnsIBu2wLg67L6L7jm5H4WBqyl5mzXPPOpdfvPIL1/3VZFYKw5T0U+BsETlLRGLAFcCT1gNE5J3AJuAjSqnXLNtnikhT5nECeB8W30Q5KDTRzWQkPoeBjvMDN+ExMYviJReex9EFHRw9cxFpyVVP7WGztdi4x60MclOsidUXry67iaku/AxbtsD69YYWoNQpbcBqKhp0eZ1u2020+SkU3MqqLD57Md13dKNcLAJtzW188VNf9L1+tXyPS9YYlFITInID8AxGuOp9Sqk9IvIVYKdS6kngfwJtwGOZKoVmWOrbgE0iksYQUuts0UyhU2iim50j884hvu9F3yY8cEpLOLqgI7stSNhsscJrMvHLJi135FJNF8Lr7YX774dhB0enqQ2A8b9y+d7FPV6/h/np45xanWrtwRuz7MvY+Fi2B3RiRoLFZy9mx4s7XL/bscYYqy5aFciHICKs+PKKSQ9lDSWPQSn1FPCUbdsXLY8/4HLej4AOp33lophENysj8Tk0DR+hPXkAMj2a3RCg5Y3DOdnR5jW8TEKlCq/JIEg2aTrtnNAWiURc9wWlZgvhbdkC233MbOZEbjchWTl50hAATuakIs1PmlP09vVy93fvZiI1ARi1kBqiDXRd0OXZNCgxI5H9bm749gbf+5hJn5Ptc5gy1VVNRuJzGFzQwUSs2bP3gVvkUsvgQCb6yFsomDg5lf0iooKYm6oNr8ql9h+VnVKFwrIly6rCLlso87b1+gsFEy+hAIa2YTc7mQQ0P338sVN/mly2Pr017/s7kZpg8/c2uzqkBWHjzRsBo7CjV6Z/RPKn4sksvT1lSmJY8VuxOzl/E/t2kz6wB8AxOsleadWkGKdyKVnak4VXNmn3Hd2uQqEUzNVYLQoFgHfetDXcC46Nwdat+VpAWxsMOYRQepmfNDm4haB6ZfGb2rJfG1KvDnGT5XOYkoLBDyfnrwDR1LinZyEt0dxqrICkJpi5vy9bhdWpDahTRFSxWdrFstxiYC42Qsktm7QcX+725vbsaqwamLetl45be2jpH2Rkfpy+27o4sDL/vcget79MiYBDQ7kmpd5eGBlxPnaxe50p61dA+x6Kw8xP8Ev6TB5LZsvH25ks39mUMyUFwcvJ620+UqTllFvaFCbtyf5sg6BC71cPlOPLXWq9/DCZt62XJWs20bo/iShF6/4k77lyPX/yga/kHffuqzcYx+Ef4lw0PT25j1Mu+Tc7dpwyPemoJU+KTaIMWgnAycw0maW3tcbggF/NIyezkQCi0q77/O5Xz3Rd0OXpY6h1Om7toWEk11QgwJue+wXTOzax6He/ZX5yf3mFgZVkEq64Avx8N6bpCdyT5oCPd+fmVTz2T7VpuiuFVRetYuN3NpJKF9/uNwj2xlOTZSYVJ/Wl2pG3LFGs21m269t9AXasGkGppCXq6PyeTEpNdnOit6+XrU9vDXWlXy0+hssjKxCX35Gb76mqEHEOg21rM4SF1fEdjTJ6WguxI8OeJrN6xN6l0C9MtRgEcWw8FRbLZfkLSqklvuPQgsGZlsEBZh3YQyQ17lrzo5QfvALXLnCTLSTKIRhMVnx5hWsSULEsW7KM1RevDvWahfDhhd20lstnUO3EYrB2LXR2TklfhF1YjI6NlrT4ERFQlE1jCCoYtCnJBdP5O/+F7zvuL0koiJBc8A6Auqu06keY/Z5NzHIbkyUcDn14Mb9/9/bq1wzKwdiYkZw3RfMh7AEXvX29JfVxMBfqOo+hyimL/V8pmoaP1GTpi2Lp7esNFKFRLNt3bp+U6pTztvUy/xs76k8oxGLQ3h7s2OFh6O3VeRAYk/i5Z50byrUmM49hSgmGQsttg3OymR9+hhIB2pP9NVn6ohjMAnvl7tVQ6R/RvG29vOeT62maqHyDorIzNuYe5upEz+RMYNXIFz/1RZYtWRbKtXQeQ5kptmKpPdkM3OqMC6BIxZqJjI8iPv2MjaOdqbcoJb8En7BIHkuy/MvLPZ3SdptwMXbc5Y99nP/zlQ/wnl88V3+aghW3MFcnkrlCfyrnQfT29bLrpV2hXEvnMZSZUsw2ZmXVVKzZ1RGdXPgO+t91MQMd5/sKBRMn4VDtpS+KodKrnuSxJOufWM+nv/7pHPOSVXNRqKwdt1AT1Pot3Swrk1CovVAQCwHzH+Zt6+XDC7u5PLKCDy/sNkqD1Alha8ejY6OTYiKdMhpDGGYbr2OtWodfHoQV6+SigOEKZzxXgnI4nIMwfGI4x4HnpLl41cBf7rLUnfjBFWXTFBSQbIuTGDaE6VBTK02p8VxzVTQKLS3OZS4mE5emQVbt4SdjRjKgmffRuj/JkjXGOfUQ9uqnHQtSUFTe0Ikh1j+xnvVPrK9oePaU0RjczDOFmG2CXqMYvwScqsZabzgV2KsUVgdeWPVoIgE1wmLoTyzg9PuSRB5VRB5VzHhwmFXX3QeJhJFvkEgYK/N774UbbzScxJUk4jNlmFFKLjglAzaMjNFxa334KLy+S4kZCW742A1FO6eL1XCLYcpoDKWW2/a6xsj02czpez4nF2FwQYdnxzc3qsHxHEbdJCv2AnttzW0oVEGN1kvBrFnT2tzqeE+rHddNSzDp6t1W8nhSCMebWmgfPZ7z3Tgea+GWrtvyju/pXElP58rsc0XmMzFX5W69HMpBJGL8TXhksWeilJxCWFv7nSfOFpfttYabdpyYkWDjzRvp7evlNwd/U/T1K9XlbcpoDEHLbRd6jeH4HNoGB7K1kKxObdMvUQj15ng26ezoZOPNG3nkS49w73+/l/v++32hRW4EIXksycmxk3nN3QutR3PvPatLMiMdj7XwyRsfZMaDw6y88SH2JRaQFmFfYgGfWbs5RwAEorMT7rvP0B4qwcSEt1AwcYtScqnoOjK/Piq9+pWf3/DtDSUHYlTCZ6czn0tkTt/zzk11oo2oaINnJJOdaiyP4Ua5ekRXAmv3ra4Lulj/638KdF5X7za2rb+yYMFg/sL2JxZwS9dthU/+nte2fA6f/rSz5tDUZOQkJCvs50kk8ntW27vJQTZ7ul5qMDlFvgGhfd9N7aMYKpr5LCIfAu7EaO25RSm1zra/Cfgm8C5gEFihlNqX2fc3wDVACvisUuqZMMZUKdxMP5HUOJIazz73qq9klseohnIY5cT6gxERz8Yl5cS87+KzF9PZ0cn6Xwc77/aeWxHgsq7387P5n0UwVobisrb641d+xu3/ci+3dN3Gd9++NGtanNP3fHk+61WrYOPG3DDTaBTWrDk1OXd3V05AmM7ovXth165ThfiWLs19bhceNY5T+fnuO7pDWwQtPtu9XHpYlCwYRCQKbAAuBA4CPxWRJ229m68Bjiqlfl9ErgD+HlghIm8HrgDOAc4EnhWRP1DKpXpdFeIWgVRIhdVUrJmBjvNDHVe1YdcQqkFT3b5ze7acBhKHM+6EkX+D1zdjrFMsSCvnrj6Oir6f+MRfEMFiknL5cP/tzYt5/5sXM5SYX5nSJ+bk2tPjPul2dfm3CQ2TsbHcLnXJpFHuO1NfaapQiPkn1hjzFCJh5Uh4EYbG8G7gt0qplwFE5GHgMsAqGC4D/i7z+HHgLhGRzPaHlVKjwCsi8tvM9X4cwrgqgpNDuhAUMDJ9driDqgBeTlonM1PQJDcRmRyhoQbh0JUe+49zfBrMOXlVrlDwwJQX7cl+xwZNiX27Yd/ukrRF4dTnoHjMmGy9Jlwn4VFpE5NLv+l6TooLGrLd1tzG+MS45zGV8DGE4XyeAxywPD+Y2eZ4jFJqAjgGxAOeC4CIrBGRnSKykyoK6TQd0sVOZfUaomonyJc51hirCk3Ci6hKFHyOm7Zo9mcwNYggJVpCobPT0BzicUM4+IWglgO3PtR1SpCQ7bbmNsYmxjzbhUJlsqHD0BjczOZBjglyrrFRqc3AZsg4n6sOryIX3lRDiGqYOGoTDZ+Dif15m+2NSXqe65mUZLigpCRJgzo99Ou6tXgtC3YH8GQIY59+0/WmPVhDtt2+30HCtyORSEW6uoUhGA4C8yzP5wKHXI45KCINwAzgSMBzqxqzBpOUWMygZXCgrh3PnH4bvLoG1KnCbLHGGGsvXZvnqJusaKUgHG14gPj4XwQ2JxWC6Zgue2+Onp7K+BiiUfd6Sx79pusV0yldSpXh6z96fUUyn8MQDD8FzhaRs4ABDGfyJ2zHPAlcheE7uBx4XimlRORJ4Fsi8g8YzuezgX8PYUwVw6kGU6FI5jp1LRhOy4RovnYrTPRDw3zGZt/G+l+vzIkKejSzOiylpn05GWn4IQDxcUtUUogFMsxAhoaxEyT27WZo+AhHF3QEOjfP3+CGmxlHxOjaFlapDa8ifDt2wKJFgRzQta49OHV+e27Xc0W1CTWz+Ks+wS3jM7gBeAb4FfCoUmqPiHxFRD6SOexeIJ5xLv8F8PnMuXuARzEc1f8HuL6WIpIgmBkoiC5Rb+YkR05bCX+wD96eNv4/zTmev7Ojk8SMwm35lWKk4YccaP5v9DdfygSvhdaRzimSrT3ZH77vwc2ME49XLoPadEDXOU6FG3e8uIPGhsairlepshg6wa1E3BLcCsWo0HpentbQMjiQjX+fCrkOWV7flmd6qjqaL4CznvVtA1sqEyGEM+doEE5JZiaRCKQrlF8iAo8U39+4FrSHcjWnKjbJLWiC25QpiVEuii2YZ8c0J1kx/Rf2chsVi16ZTE5bCWdshoYFAQ4WY5IOdGwINCyAMx+Cs54FjMi0g+eVr7xHdOxEuJ95Z6eRR5Bw0MqKEQrLlhVXzK+1tfBzaoxyhZaWO2R1yhTRCwOv1XsYK0bTnGS9j1P8e937I0xOW2n8OWoPmSiwhgWGY9s0Sx3qhtfvDn8s0gZv87a9F1JuvaBbQ8kJca75DmFlQjc1Fe7QPnnStdheEGrB9+CWv2CGplqDLGKNMZoamhg64e/jKXfIqtYYAuK1eh+Jz0FFG0IxI8ze+2MS+3Zn7+PElPBHWMnRHiSzYn8Q3q7yfRXDT7lcpJRPR+CMe3yPCkt7dKJsvcC98gmCagHbtxfnsJ6YqHs/g1tRvVUXrWLtpWtJzEggCIkZCdZeupb3nvPeQNctd1kMrTEExKsD3Eh8TmAntDV5w8nZ2Dx8xHcKq9cKrJ6Y2oMfE/0uOxRE45AqVAUXOO3aQPe2t4EN299QlgVBa6uzw7mtzai9tL7M0WHJpKG1lFgvyZ5sXy0ahL3kvL2drDW6qLevlx0v7gh03R+++ENWX7w69PGaaMEQEL8OcH5mBAWMNbUSs9Xgt+M3mdRj689QaZjvmEhHwwJDu3h9W07IbI4ZCvz3+zCS6cDXMjhAYt/uUIVDWRYE4jJCEWOi3rs3t9ZROXDp/FYvOBXVc6KQ3uij46Ns+f6WsgkHLRgC4jbxmz9Wp5pJynLM0TMXkdj3YtEThXEtYTizKq1IIlQt4pBIh7QY28Ff8wiqmfgwEp+D6u9DiohVh/yyAAqIjI8yd/d2Iqnx8OorDa9wPshstrOr/AXbANf6ScVSC/4HO4U6lJ994VktGCYbvw5wdjOC4w93327Pe7jVCCG7XdGe7M8pytYwdoLE/hdJZ5zfU15QOCTSFbrqD4OWwQGURFCkQtEaBBCVhpQRNWQmwKUP7OHIvHOK/7zdiui1tla2CitMufpJdgrtjV7OsvVaMAQkyMRvmhHcca6n5NWrwekKeduUIprp/VC2ks61REir/mIxAxVKyYgP+l2IpsZL+rw/0XUH39i0htYxi4YVixmmpEoKBfCtn1QstaI9dF3QVVA5mIiUL3ZIC4YC8J/4vRlKzMsrwawAJRHHBvNeGoQXUyqktQoJo0xKIZTyeZvd5G7vuZWFg/2nejjcdVfYw/QmFjPuO4WxO6pbm1uZSE1wcuyk4/EfeNcHyjYWnflcYWbu76M9eQBz2ncSFibFCgbz3P53XVzsMDUlMP+F75clA9qLsD9v1T27cn0anFqAVoBq1h68Wt9GJMIH3vWBovwLFW3tqQnO0QUdOUXRWgYHaE86h1iWMrlMyZDWKqFciW5+9wyVrq78NqFhk+n1XI+RSKXiFqFUSr/nQtCCoYLYM6dHps+mffBA6KvLNKJDWieRUrv62XHS6a3fmbKFMLuFsoZBImGU3u7pMcxWk9D7uZp9D24RSpXo3gY687liOGVOtyf7kTKY8lS0QfsXJglT+ItKZRMaw0Asf4iQijaiMArsDS7oCP/z7ukxMpPLQVubIQR27DDMVUqdymXoLW/V0FrBreRFJbq3gRYMFcPJIVmu9Vgk5d0zVlMe7MLf/HxLFQ55GfJKoaIN9L/rYgY6zi/LIiBdztDRkydh69b8qKdJLMX98cdO/VUDbq1Ay10Kw0SbkipEJesbpaONrglwU7aMdwUoh/B3C0Ao9/epPz6fhUmHDPIwmJhwr600xXMZTDo7Otnbv5ftO3Ozzne8uINF8xeVvVGPFgwVws0h6fTDLzUaKZIaRxzyGoAc27fOeQiXSgr/cgcX3NJ1G9vWX1nx6Kpy5TJUI06d3Xa9tCv7fHRsNO+csfExep7rqf4ObppguFXeNFPezL9UtJGhxPyizQ9WE4aJGefuVQhQUxpGv4Twp9F0tDHve1OJelk9nStJthcxScdiRn+Gtrbizq2CXAarWalcpiWnzm7bd27Pee5WfrsSDuiSBIOIzBKRH4jIS5n/Zzocc56I/FhE9ojIz0VkhWXfVhF5RUR2Z/7OK2U81cxIfA6DCzpQDpOHYKwA+991MQfPWxa4x28hRMdOeBYCnNP3fNHNYFoGB5jT9zzzX/h+SdepVUzfgoTmajZQwPGZZzC4oIOJWHN5nc0O3HT1nRyPtRR2klJGL+f77jMERFASiSkVulpIwTw7lXBAl2pK+jzwnFJqnYh8PvP8r23HjACfUkq9JCJnAi+IyDNKqdcz+z+nlHq8xHHUBCPxOa71kqyTdjkm1nS0ERVtcDRnWftLZMcZEHv5h6lonipXprMAbYMDjLbNKrm1ZzGYWdEFmZTGx+HuTKOkoAX4EgkjZ6JKKUdYa7Gr/lhjjK4Lyq9VlWpKugx4IPP4AeCj9gOUUr9RSr2UeXwIeA2YXeJ9axY327C5/dTqMxhB16iR9AQj02eT9rhyMWalqWKe8tKKyulbmOz3sqdzJRuWXZf3PfP83k1MGH0cgmZOT0GHczGrfrOZT7n9C1C6YPg9pdSrAJn/T/c6WETeDcSA/7Bsvi1jYvpHEWnyOHeNiOwUkZ28cbjEYU8eR89clDc5WxPSgqw+TX/ERKw5sD9ClKL16Ku+OUuFTnJ+fSrqAb/e2+V2BE/2e3nj6o1sWHYdE5Go8b2LRBmaVoQPwY0acjiH5XtwC0d1w8x4roRQgACCQUSeFZFfOPxdVsiNROQM4EFglVLZinF/A7wV+CNgFvlmqCxKqc1KqSVKqSVMry2Fw7ranHVgT54t2jpZB50EkgvP4+iZi2jJCMkgwiGSGg+UUFeIn8BPA6oH/LSicrb0hMl9L7t6t/FK90K6f3APB2fNZeWND9H48ATXfuYeT+2zIBZXJja/mujs6Mxr7blsyTLamvMFbqXMR1Z8fQxKKdcSfiLynyJyhlLq1czE/5rLcdOB7wN/q5T6ieXar2YejorI/cBfFTT6GsBug486JJ+JUtnqmEHq7AgYAiY1QcQiEkoJc7Ve28lP4Jb/4Nenoh7w04rM9yjsjm1Q2feyq3cbt/fcyvzBfvrj8/nnxR9m1Y4HsiW5Fyb3841NawDDxPTHe/+N7u13lx7auGOH4bCuMcdzqb4Hp85uqy9enRfGam0FWilKdT4/CVwFrMv8/137ASISA74NfFMp9ZhtnylUBMM/8YsSx1N1BHVMmpNM0Do7kdS4Y89oNwoVGtZSzk4O5sS+3bBvN+loI6h0jsYyXGJ58mrAKgjd+mhY/ULl8AMoKvdedvVuy+nLsDC5n+7t9+QsPABax0a4vedWejpX8qNF7+Mzz99L00SJfRtC7t5W6wRtBVpOShX264ALReQl4MLMc0RkiYhsyRyzHPhT4GqHsNRtItIH9AEJ4GsljqfqCGoaMieZU2Gt4eEUIhuE6NiJ7KTnlNFrNoqJZO5g/rUlD9R0yGp+aQuV93mYfqGWwQHi+17MHhsmZlRSJd7L23tuzW3WA3lCwWT+YH/2nJKFgkkyWdN1kqqtpEaplKQxKKUGgQsctu8EVmcePwQ85HJ+5WPwKkwQ05DdXDASn0Pq0F7P89wmIadewcVW6xGMTGkpMBQzgiqpUVA5y3YEuXaQ0hamX2jWgT2uE2gYVKrpkjnZB6E/Pr/gcwKxaZPxv9YcJh2d+VxmnByTKkB1TMfzAtzPybzklA0dlGLj84uNpHGKAErs281MS1mPYvGLLjKDBIKM3fQLVaJgYSWikszJ3o7dwXw81sItXbfR1buNdNitJSexiF6Y1IP2oGsllZkgvaKDnuc3QYThfHbCtLAXcu1iI2ncVuvtyX5G22Y5vm9BNQy36KJZB/YYK38Hv40XlQojrURU0i1dt+X1fj4ea+H+pVdxya6nsg7pW7puA+Abm9bQkC5i0SACN9xg5Dk4MQVzGqoRLRgqQLG9ou3nzel73rUQXyrWjKQmHKOewsDufvWaQP0aBXlN5G6TrYCjSaWQzGu3axcqEKyjUiKIQ7/usKhUVJK19/P85H7SkSjNYyNcsuspbum6Lbsf4JXuhXn+iMAoZWgF7e3OFVZrKKchCHatwR69VA0RSE5owVBDuIWGmqYo+yTpRrGahZ/moAAlEQYX/KGrIHSLcEof2MOReed4+mScJnY3LSCx70XYtztH8Lhd2y+ay/0YFXqjJYVRviSSGq94WXRz8rdHJ1lDVCGYb8HzO5ZMQjQKDQ25zYCqpIhepbD3dU4eS7Lpe4afZbKFgxYMNYSfWcq+H/J/nGmE4cQ8Wo++mmMfDyoo/I47sPgiz/1upqJoatwIgcV9UrGbVFoGBzw0DGPCtmoQToK1FPNbOXIWKlUgzw2n6CQzRNXc7yYMrVt/PvftnDvwa6Ju2lQqZVRgnTbNMB9NQmvPycCqQXQP5BfSq1RZbT9ElaG1ZLmRtyxRrNs52cOoeloGB7K2czBWokfmnZOTtFbu3sTmPeGUwAoyoTpFVymJICpNOtqIpFOICp57m5ZIZkI7Ncpym9+CYpoCJ7tpUlfvNteCecY7J4EisBQwNK2NtpPD3tEtIvDII8UNtg6I/HKFQyA0CMIjXyrP+7Jclr+glFrid5zWGOoYP99GsVVBC2kuZGoCQScVE8foqszqs5iJ3C5EFDAWa6bpxFDZnPZBUBjlTSY7IdBMcHN7H8x8DjtO750A008O4+t5qTN/QqHMb4izfyK/0GCl+jp7oQXDFCbMqBqvidVtUqkkTpNX8/CRSRMIkFlZJ+ZPupZwe8+tLEjuL9rv5IantuDkT+jtNRzTU8S0dNvpXax5dRMj6pQ5qUUqXxfJCS0YpjDpaGNxq+8yjGUyqPTrmEzHshP2MhgVxd6Up7fXSHAby0ySyWTdJ7ytPM14Xbe+1kP/xCDzG+LcdnoXK3/dCb82jgmr/0OhaMEwRWkZHCCSnvA/0MZkml2CUs1jPHheAV3NyoyTo7kiRCL5k31PzymhYDIFaiitPK0zKyCqCS0YpigzD+11jC7xCs80V7zlctaGNaEX49yuBNVWitwv7PRktBERCa8ekskHHAo2uyW2TfGEN7fs6XJrErokhg2z/nxqRYRXuhfS1bttsodUFH59mIv1LxyZd45n74FCPQmKUxEvQY4tBWtMUjmFQhZGcukAABvuSURBVG7sk0E1liJ3K4MBxvhjqQliE2OkJD9soKjPIhIx+kCvXm2Yjrq7YcUK4/82l8Y/U9xBPVlowWDBtLkuTO4nolQ2uafWhINfTSDwa7DjPm0m9u1GRdzji1Smy1chKIkiAURDKZN5Nty1hGvkXAsjBNZJACQXnkdy4XlMxJo962FNNrd03cbxWIvjPoFs1VwzF8F83Yfb4o7tPl0RgUcfhYcfPiUUNm40/AhKGf8PDxsJb1amWMJbNaFNSRa8knusJQGqHa+OY+bk5NVgx0w0s2NOqtHUuOukIOlUweYmp5DZsE09AlBi6QqnfAOv8h7VJgjsmN9pt9wFK9b97Sfe4EeL3sen/u+DTD857H8j66q/t9e5TpJSRjb0aadNmaikUvArtVEqWjBYcLO5hl5euMwE6cPslUXtV/Ib3CdtM6Etsf/F0MtFuBFUiJQqaFKxZgY6civFF1sHq5pQSEHhxNNS49x5/020jR4PdoK56jcjj9wYHYUHHww8Dk350ILBQn98PguT+x231xJuNYHs5iO3SS1oFzk3RuJzSOLf6tJvKirHhO+UUe3maLdur0YfQRjc3nNrUf0kEsODJNvizB72cQ43NZ1a9TtFHmlCIWwntfYxWHCyuZr152sJp14OhUxsZhc500ZeSAc4s/yG3ypaIUZpC8d9pfWQ8LyvRLKvKxVtzLuLuX0oMb/qfQRhUKw2bGQ3D+Eb8ByLnXrsF2HU3l7UWDThU5LGICKzgEeAhcA+YLlS6qjDcSmM9p0A/Uqpj2S2nwU8DMwCdgGfVEpN2pIip/Swpf58T+dKx0bp9jr11eKHKLYHhP0aXjWVghS68+5ep1yb3ITZuzrv/Eg0aw6a0/c8YhuDACrawNEFHeR9kesQNy05CE0TY/66xrDFBxGPG45mJxoa4OqrixqHxp1imwWVVERPRL4OHFFKrRORzwMzlVJ/7XDcsFIqLx5NRB4FnlBKPSwi9wAvKqXu9r1vhYvoOWWI2ieo47EWPrN2c9UIh7CxO1lHps+mbXDAtQS4eY6bOcnQGBoCO6lNx29kYoxIgAYxXiai/nddDMD8F77ve0y9U2r2s6+gTiSMCCTIz242aW83hIJ2NJcdWV6ZInqXAUszjx8AdgB5gsEJERHgfOATlvP/DvAVDJXGKVrJ/mOoxeilQnDyR4y2zfLUSkbicxgaPkJ7st+hVpEikp4IrAGko40MdJxvCBsfx7YSIR1xFjpBNJpqS0QrJ0Ejk4rS1OzhplZfg448qmpKFQy/p5R6FUAp9aqInO5y3DQR2QlMAOuUUt8B4sDrSinTTHkQqEojblA7bK1FL5VKkIicows6GG2bRWLfi3mRL6IU6UgU0qnAk47p2HZqxWlmZptlvt3CcbNj8wjZnSqYJtIgjEmEmC3k1/Nzs9dDAuO5FgRVj69gEJFngTc57Ar2bTKYr5Q6JCJvBp4XkT7gDYfjXJeBIrIGMFpJJSobJRTUDltr0UuVYiQ+B9xyI9IpkgvP82wuBOT4I0yBFKTXs59G43dMPVOIGUmARpXmjaZW2keP+wvyG290FwBTrIpqLeIrGJRSDoVNDETkP0XkjIy2cAbwmss1DmX+f1lEdgDvBP43cJqINGS0hrnAIY9xbAY2Q8bHUEGcGqXbORltzEYv2R3V1eSYniy8zDZWzcOtr7WTecdPYwmi0dRDHkKxFFpET4CW8ZOZPtc+P0EvoTDFqqjWIqWGqz4JXJV5fBXwXfsBIjJTRJoyjxPA+4BfKsPr/S/A5V7nVwM9nSv5zNrN7EsscFVpxhpi2eileiirETZBQ2hLDbXVBKcY02c0nfLXjBMJ931eVVQ1VUOpgmEdcKGIvARcmHmOiCwRkS2ZY94G7BSRFzEEwTql1C8z+/4a+AsR+S2Gz+HeEsdTNno6V3LWxn2u+9szWaB+PXOnKvbcCLfcgKDHafyxF4Rcv6U75/mwS50kL9KIZ40l3/pGuopqTVCS81kpNQhc4LB9J7A68/hHQIfL+S8D7y5lDNVGvZTVKAdBzTZT2bzjh5OZEvJzb4Ac8+fC5H6u33531jewMLnfUfv1iz5KRwxt7jNrNxv3TO4nHYkSSaeIJBL+/gK3XAZdRbWq0CUxCiTZHmf2UP7qJtlufLHrpayGpvqwO4sXJvdz38ZVRNNpGjORVea2oZbpviHWxSQKNqYn+OaGq/jU9Q/kadCKANlUXV35uQy6imrVoUtiFMhNV9/JaEMsZ5u58urq3VY3ZTU01YeTmXJaajwrFKzbEg6Ll7BoSKdy/GamySrbW6G31/3kzk4jjDWRMMpxJxLOYa2aSaWkzOfJotKZz3a6erdx5/03kRgezC20ZhRUYLA9Dgrix4/oqCRNaKRWRIgE/L0WWzokjTAWbWBagIz0fYkFzhF7sZie7KuUoJnPWmMogp7OlRyf1pb3w4ugiACzhwaJDx9h44XXctbGfVooaEKhEubICAoR4XBbnDTmYseZ+YP9ziGvOsqo5tGCoUj8nMkRFN3b75nyYaqa8HAyUxaj7zu1HrXSNDHG8WltRB9VXHnjg0xEnFu59sfnu/8OdJRRTaMFQ5EEWb1FUNzecyvrt3QzfkUD6eXC+BUNrN/SXYERaspNJfuDm9FIzWMjTESipIGJSNS1CGBanH/aClh540PsTyzwvJ854fd0ruRT1z/g6jeLuEUT6SijmkYLhiLxjOW2sCATJtiQqQfUkE5x/fa7tXCocSqZyLh+SzcPrb/SuBfGd2gs2uhaZVYB4tPG9J8Xf9hTa7AufKwJnmkR9iUWnKok3NWV23MBdJRRHaCdzyWQjSlP7ndtLOPmBJyIRGl82LfNSfAx6PIbFeWV7oWOYcn7Egs8EyELpat3m2vl0xRC1GF6P9wWZ+bI6zS4CI6RaAwVbXAth5FGuPLGBwN9jxSP6dpHNURQ57MWDCGxfks33dvvyWmTmM700nUTGJFHi3vvrQIJJOee9d4XolpwixBKixB9xHu1bsVPsLsJIDjlJ7BXmE0hNHjoA14RS2mEjcuu5cbVGwONP1DugqZq0FFJFebG1Ru58sYHDXUb4wcW8WiKmco49Jzs1FafxMSKKMc+2ZZT1iBrwoC8fr1u5TcqaQ+fCrj5mAqJHApijvILcnBKWvMSCk7nmCjgyhsfDCwUNPWL1hjKgNcqD4wf4IZl1/GjRe9z7AwH3is6v+bt9lWrU3llrVmURqnvaVfvNr654SpHc4/VHOWnMYTZF/twW5zj09oKMktqjaG20BrDJOK2ylMYvoUNy67jxtUbXTvDef3Y/YQCwGDrrBzt4M77b9KF/ULG0yHrgylU3HwA1u/PLV23MS754aIKGGpqLXr8dk5GG5l+ckhXBdYAWmMoC0Edk4VksgbFze7sJGyC2MO1cztcunq38eD6Tzo6jU3s35Njn2xjeqZ6r5U3mlppGx0JtFhwQmG0Qe2Pz6d1dNixBpiTM11rCbWL1hgmkaD1korNZPXKRnXSONyO9rt/oSGZ2o/hTVfvNqPoncdE7vQ9aXcQCqe2F7+wGGpqJfpImrM27iM+fMTxGF0VeGqiBUMZCGpmCJoLYeV4rIWNy64teDqwHx+ksJ+bCerO+2/KEwDljuuvB6Fze8+tnjWIFHD/0qsCa2Sl+heaUuPZ9zEMZ7qmftCCoUyYjX3MFZnTj90UIG4lBxSQxjAZWAXMjas3+mau2rEX+/ObgLp6t5EYdi5rkBgezBMA5fRj1FJXPDcB1tW7jQU+fcMFWLXjgbzX5eVLiJAv9E9GGxmP5FbUd1pINE2MZT8fXRVYY0X7GKoA15h4IOqS69DVu42H1l9ZtGR3sh139W7jzq03ZUs2F7IiLcWPYb2/kz8jqM9msv0hTpFKRl0iISWRvPLYbhxui3P6fcnsNe+/+9M0TYx5nmNW9u3PVDyF3OY98zPhzXnnWT4ft/dP+xTqh4r4GERkloj8QEReyvw/0+GYPxOR3Za/kyLy0cy+rSLyimXfeaWMp1ZxU9cH2+Ku5pOezpUlmRIWJPfnXM+cgGYPDXpGRhW6jAhqivDSCoJ0xauUVuFl0nKLMougAgsFMDQy87q399zqKxTI3CMdiWYrnoKhBZiF7tIehfBMgmi5mqlBSRqDiHwdOKKUWicinwdmKqX+2uP4WcBvgblKqRER2Qr8s1Lq8ULuu+Qtb1E7160LPk4+XsjlK47TSvNktBERyZkU7HHy6eVSknCwXs8v98LETTM43B6nZfRE0XH9XloB4KsxVKJEhdvnNNQynfjwEUS5JzQWijnuYiPXnL4/9s/O6/PRWkJ9UqmopMuABzKPHwA+6nP85cDTSinnIi1TFCdn9VDL9LyVot1mb7YT9cMtisl6vaDRJ4Jh4rJyMtrITVffmfca7l96Fbf33BrIYeylFQSxf4fVa9tJIzC3bVt/pWMHtdlDg0SKFApuU/78jJAbbJ1VxFWNcdm/P4KRR1No3oVm6lFqz+ffU0q9CqCUelVETvc5/grgH2zbbhORLwLPAZ9XSo2WOKY8iln9VFrL6OlcmfMjTa1wltnWie6mq+/Msz/bV4Uno42MNTbRfnLYceIyr+fWq9qJvHBYkbzX4NSf+Bub1mSPMzHt2uKyKh5snZU93s1/0NW7jbREiDiYa4opUWEd87b1Vxp1rQJfJRwESLlohGn8EyHdiKi0q89HawkaE9/vu4g8KyK/cPi7rJAbicgZQAfwjGXz3wBvBf4ImAV4maHWiMhOEdl5+I03Crl1TeIVPmiuYB+665O80dxudNvKrAI3LLsuu2o/3BZHRJjuIhTAqNufWhGhdXTYMcPWCfu1mibGuPP+m3K2Odnb7RqP1S/gOslldrjZv72yiE9GG2kdHfbVWLw0AsNHUBh+jXDs13fbHnHZP9geZ+WND2U/Z7eoNid0+KkmCKX6GPYCSzPawhnADqXUIpdjbwLOUUqtcdm/FPgrpdQlfvct1MdQLsqpVbjV4rl/6VWs2vFAIFt+kJpN1olnXKKciE3LJlQVGpWUbItn+1wHiYIJ4tfwi2pyu0ZKIkxEG3K0KXvkTk/nSsf3uVQmIlHXchdhEKQWlhNO3xOtJUwtKuVjeBK4KvP4KuC7Hsd2ATmNYDPCBDFsER8FflHieOoGtyS5S3Y9FThfwMu+7uREblQpRhunEXlUsfLGhwpKvhNg9vBgNiLITaxYV6zzA5iu/Fa4bq8xotJ5NnazJ/fC5H7u27iK165JOGoJQVAYYaWjDblNao7HWlwb6ISF/T2xflfclnkKtE9BE5hSBcM64EIReQm4MPMcEVkiIlvMg0RkITAP+KHt/G0i0gf0AQngayWOp6IoHgv0VyxO5hO3iXBBcn+eycTLcemmDZhJbUEmGy8iqDynt9VhbIzRWyexH+8UJlqKc9YMzS2UNMZEe3xaG984/5oc091IU3NR1zSdwn5mIbekM/O7knI5XyIRvtUZC+27qalvSnI+K6UGgQsctu8EVlue7wPmOBx3fin3n4q4OYkFEEv8/h/v/Temnxwq6h6vdC/McfLe3nNrYMd0Lop9iQWODuPbe251LP5m2ucH2+Ig8NBdn+Seb1xL28nh7CrG6sh2m4XTEiHq096yWKzjWLXjAT6zdjNA0SYpq4ln/ZZurt9+t2tzJ7+MdVdtJV2e90JTn9Rk5nO1+BjCJKi/Iqg9uVg7t1Os+/1Lr2L1c1s86/w44ZVD4Bafb5aTbh897rvyNoWOW9Y4lKYSB+134JVr4VTtdjzSwOstM7L+mEL8HcdjLbSuvca9dWZ3NyST+dsTCdioG/BMdXR11TrF7ntwE+vREIQCGP6LS3Y9xVDLdNdzDrfHGZNI3vbW0eGcWkGvfTpBerkYiXkuCxIBpgcQCkBWE3GjUl/u+YP97j04RHIiiPYlFnDV9Vs5/b5kXoSVUySXndaxEaO/shtdXRDL9XsQixnbNZqAaI2hhnDSKtyicgrVGCYiUSLplONkapp33KKMrrzhQdd6PqVoHH7sSyzgnxd/OM/0EmSlH/QYFaBjXtDsbOd7WOz8K1ZAkN+jCDzyiPv+3l5DeAwOQjxuCAU3DUMzpdAawxTBLSv4ng+sydvuNuUcj7XwqesfoN+lYqtY/rXTH5/vWc+ndWyEa5/dHLpQSCPc0nUbl+x6KnD/CSvJ9rivo9eoYOs9UZvO4FCqk8aDZbL7HtfZaZiNHnnE+F8LBU2BaMFQQzhFPH2rM2bYnBMJYyWZSGRLc9vDXbPJb2SiYCAbBguG6cdtGvSKMvIrO1GMWcsLBfzg3PM9o7S8OB5r4aar7yTi4Zw2X5ubsFSQU1bCNPFZP4fWtdc4RgK5RgU5mYHsaLOQpgJoU1IdUmjiXVCHdhrod4gy8ktUC2rWUsC4RIhZJmw3k49pogla/M+8VrItzk2r7vQc90Qkyj0fWMMlu57K5FrkmpPKWnzObgZavBh27dJmIU0oBDUllVorSVMHBHF6giEUnOzlTnZ+E9PH0L39bl/1VIBjbTM53tSW00fAq8bTLV235Qm1cYnSoFJ5foft517Ah774bHab07nO2eXKMWu6LHR26olfM+lowVCHBFm1WrWKIOYYL3u5k50fjJW3ubLu3n637z0A4sNHOP3eU+GWbqt6MxrJqcCeU2N7ARb97rc525zOXdj1EW7o6QGboIygIJFg4cb/ybeAb+nkME0do30MGteQz6Almr3KUpjnuNnq/cYSxKlrzxAvpLG9/Vw6Ow2zjRNu2zWaOkNrDFOUHK2i6yOwaROMWSKLYjEa1q6Fzk4WAt/CVujKwmDrLGY79Ie2TvJOZhunEuFmNVSnTOmgLTvdssMj8XgwH0A87pwkFjRqSKOpcbRg0JyyaRcR+97Vu82x9MbJaGPeqh5yJ/h/Xvxhw8E72M9g6yymnxzKmoDs/RsKsek7CaGConm6uhwFpY4G0kwVdFSSpjTcSjC0t8O997qeZo+cco0uKraUQ6lJXjpJTFOH6KgkTWVws7sPDxd0GVcHeLF2/VKje3R0kGYKowWDpjSKtMfn2fq1XV+jqRp0VJKmNMIq2qaLv2k0VYPWGDSlUYLjuizX0Wg0JaMFg6Z0wrLHa7u+RlMVaFOSRqPRaHIoSTCIyMdFZI+IpEXENQRKRD4kIntF5Lci8nnL9rNE5P+JyEsi8oiI+JSW1Gg0Gk25KVVj+AXwMeD/uh0gIlFgA3AR8HagS0Tentn998A/KqXOBo7+//bOLcSu6ozjv3+VRkppnWgvSW8mkGqFQpQgtoV6qWibhyTSkI5FjG1Kidq+SEElfSiC9PIiSB9sWqy9gFZTQqcYCdEk9MWoKXiXJJPxoWNGo7UqpThe+vVhfUfWOdnnnD1z9t6zJ/1+cDh7r9v+z3+vOeustff5NrBlRD1BEATBiIw0MJjZ82Z2aEixC4BJM5sys7eBe4H1kgRcCuzwcr8DNoyiJwiCIBidJq4xfAr4R7Y/7WlnAK+b2bs96YVI+r6kg5IOvvLmm7WJDYIg+H9n6F1Jkh4CPlmQtc3M/lLiGEURmfs9f6VvfA4z2w5shxQSo8RxgyAIgnkwdGAws8tGPMY08Jls/9PAMeBV4HRJp/qsoZM+lL9PTb2qTZt6A+uc6W22kTZrg3brC23zp8362qwN2q1vFG2l4t838TuGx4FVklYALwLjwLfNzCTtAzaSrjtsBsrMQDCzj/WmSTpYJjjUQtBmbdBufaFt/rRZX5u1Qbv1NaFt1NtVr5Q0DXwJeEDSbk9fLmkXgM8GfgDsBp4H7jOzZ72Jm4AbJU2Srjn0D8cZBEEQNMJIMwYz2wnsLEg/BqzN9ncBuwrKTZHuWgqCIAhawsn0y+ftCy1gAG3WBu3WF9rmT5v1tVkbtFtf7doW5YN6giAIgvo4mWYMQRAEQQXEwBAEQRB0sWgGhrYH7JO0VNIeb3+PpLGCMpdIeiJ7vSVpg+fdLemFLG91k9q83HvZ8Sey9DZ4t1rSI94HnpL0rSyvcu/69aMsf4l7MenenJXl3eLphyRdMaqWeWi7UdJz7tPDkj6X5RWe44b1XSvplUzH97K8zd4PjkjavADabs90HZb0epZXq3eS7pJ0XNIzffIl6Q7X/pSk87O8an0zs0XxAr4AnA3sB9b0KXMKcBRYCXwQeBI41/PuA8Z9+07guor1/QK42bdvBn4+pPxS4DXgQ75/N7CxJu9KaQP+3Sd9wb0DPg+s8u3lwAxweh3eDepHWZnrgTt9exz4k2+f6+WXACu8nVMa1nZJ1q+u62gbdI4b1nct8MuCukuBKX8f8+2xJrX1lP8hcFeD3n0VOB94pk/+WuBBUtSIC4FH6/Jt0cwYrP0B+9Z7u2Xb3wg8aGb/qVhHEXPV9j5t8c7MDpvZEd8+BhwHTvihY0UU9qMBmncAX3Ov1gP3mtmsmb0ATFLtLdlDtZnZvqxfHSBFFWiKMt714wpgj5m9Zmb/AvYAX19AbVcB91R4/IGY2d9IXxb7sR74vSUOkCJHLKMG3xbNwFCSSgL2zZNPmNkMgL9/fEj5cU7sdLf5FPF2SUsWQNtpSoEKD3SWuGihd5IuIH3jO5olV+ldv35UWMa9eYPkVZm6dWvL2UL6ltmh6BxXSVl93/TztUNSJ2ROa7zz5bcVwN4suW7vhtFPf+W+terRnmpJwL6+jQ/QN8d2lgFfJP0avMMtwEukD7ztpF+F39qwts+a2TFJK4G9kp4GikLZLrR3fwA2m9l/PXkk74oOU5DW+zfX2tcGULp9SVcDa4CLsuQTzrGZHS2qX6O+vwL3mNmspK2kmdelJevWra3DOLDDzN7L0ur2bhiN9blWDQzWwoB9ZfVJelnSMjOb8Q+v4wOa2gTsNLN3srZnfHNW0m+BHzWtzZdoMLMpSfuB84A/0xLvJH0EeAD4sU+lO22P5F0B/fpRUZlpSacCHyUtA5SpW7c2JF1GGnQvMrPZTnqfc1zlh9tQfWb2z2z316QHdnXqXtxTd3+T2jLGgRvyhAa8G0Y//ZX7drItJb0fsE/pzplxYMLSFZpOwD6YQ8C+OTDh7ZZp/4S1S/9A7KzpbyA9Ha8xbZLGOkswks4EvgI81xbv/HzuJK2x3t+TV7V3hf1ogOaNwF73agIYV7praQWwCnhsRD1z0ibpPOBXwDozO56lF57jCrWV1bcs211HiqEGaQZ9uescAy6ne1ZduzbXdzbpIu4jWVoT3g1jArjG7066EHjDvxRV71udV9mrfAFXkkbGWeBlYLenLwd2ZeXWAodJI/m2LH0l6R90ErgfWFKxvjOAh4Ej/r7U09cAv8nKnUWKMvuBnvp7gadJH2p/BD7cpDbgy378J/19S5u8A64G3gGeyF6r6/KuqB+RlqfW+fZp7sWke7Myq7vN6x0CvlHD/8IwbQ/5/0jHp4lh57hhfT8FnnUd+4BzsrrfdU8nge80rc33fwL8rKde7d6RvizOeD+fJl0f2gps9XyRHpN81DWsyepW6luExAiCIAi6ONmWkoIgCIIRiYEhCIIg6CIGhiAIgqCLGBiCIAiCLmJgCIIgCLqIgSEIgiDoIgaGIAiCoIv/AVsxunxXqIMCAAAAAElFTkSuQmCC
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<p>Create a network to classify three classes with 1 hidden layer with 50 neurons and a momentum value of 0.2.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train a model with 1 hidden layer and 50 neurons with 0.2 momentum</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.10</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
<span class="n">train_loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">Results</span><span class="p">[</span><span class="s2">&quot;momentum 0.2&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
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<p>Create a network to classify three classes with 1 hidden layer with 50 neurons and a momentum value of 0.4.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train a model with 1 hidden layer and 50 neurons with 0.4 momentum</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.10</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>
<span class="n">train_loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">Results</span><span class="p">[</span><span class="s2">&quot;momentum 0.4&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">)</span>
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<p>Create a network to classify three classes with 1 hidden layer with 50 neurons and a momentum value of 0.5.</p>

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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train a model with 1 hidden layer and 50 neurons with 0.5 momentum</span>

<span class="n">Layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">Layers</span><span class="p">)</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.10</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">train_loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span><span class="o">=</span><span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">Results</span><span class="p">[</span><span class="s2">&quot;momentum 0.5&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">model</span><span class="p">,</span><span class="n">data_set</span><span class="p">)</span>
</pre></div>

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qVhcv/fLyKvTTa7Eqgxxv9b52bN23ojyvzsFG4/ey5XnDydGRM6XXeBoEZHQIv0KFIojmXi+a/ASNn2mAghTMBv0Ztgndvbee4C1y3ALQAyMPRiulq7F4DA0eGpGq+16RWXTSnhCCpqL1Qv9vDeIqjuCIcDzacEaqzwelkta97ey2UnTeX2s+cye1JKzPMsZlOvbSAUimONeAqUkbLtvXEbsE5KWdlXYVVXuXsNsAZAJCcbvXavyGCodUBj41AvBXRGUOZwii8SQfXu5DMsUHYb0qsEaixwuMXL9178nAVT0vjlZcf1aJKnUChiE8+vav2Wbe+DFcDtQogK9PbCNwghivseMgwE4iNQ4RSfOSsLc0YGbe+/3+uY3kwS3THZVYpvtLKrtoV/fH6I6qZ2NE3y3ec/x+ML8N8xOrgqFIreiWcE1W/Z9t6QUn4l/DrUFGuJlLIoHpPsct+A3rkz2BAfgRImE5nXX8+RP/4R746dOOb3rKsXjqDoL4Ky2ZE+X7/tOxQjy8HGdq5e8yH1bfoXjYkpNo60+vjPSxYxNzs1wbNTKMYWcYugpJQBIFy23Q08Fy7bLoT4MoAQYqkQogq4EnhICJHQpkfDneILtrYi7PYu0VDW9V/BlJTE0TVrYo6RPl2gTDFMEtEIh+7w6h5FdezdZ6wxomLY8fqDfHPtZvwBjUduXMKPvrSAZbOyWH1qHl9ZPiPR01MoxhxxtQoZKNu+CT3119c1HgMei8P0ehKHFF84egpjzsgg49prqP/rY0y68w5sM2d2+dzoGpTJHiVQjs6Cn7W//CWyvZ2ZT64djh9B0QtSSopfLedAvYcrTp7GWfMmcd9L29h+sJmHb1jCuS69vcpNp89K8EwVirGL8rJGEUnxNQ1P92KtzdNDoAAmrF5Nw9onOfKXv5D7n//ZdQ5GTRI2XaC0jg6iVzW05mY0r3doE1f0ywNv7uGht/eSYrfw6vYaMpKsNHr83H3ePM5bkJPo6SkU4wLlZ41CDncE1dqKKaWnndgyaRIZV1xB08uv9KgGETZJ9LsGFY6gwueH79nRgeZVNfriyT8+P8Rv1u9g1Ym5bP3hSh766sksmZnJtcumc8c5cxM9PYVi3KAEKop42MxNybFbH0z4+s0QDNL40ktd5+D3g9Xar/HBFF6D6hYtyfZ2pEcJVLzYeqCBe577jCUzM/nV5cdjs5i4YOFkHr5xKb+87HhMqpq4QjFsKIGKJpzia25Gaj2KWwyYWGtQYay5uZhSUgg2dk0nSr8fUz/RE3RGUFo3k4QeQakUXzz4x+eHuP7hj5iS7mBNVJ08hUIRH5RARRGpRqFpaM3NQ76e1tqKOTl2xQAIbbbtJjDS7+93/Qk616BkR9cUn2xvVwI1zPiDGj//Rxm3P/UJBZNTefaWFWQl9+2yVCgUQ0cJVBThFB90TfMFjh5lzxcL8e7YOaDrBT29R1AQqqfXbQ1J+v1g61+gTHb9ASl9PSMo/P7O/VSKIdHo8XH9wx/xyLv7WH1qHs/csoLJ6apNukIxEigXXzRR9fyinXze8nJ8e/fS+vZbMTfX9kZvLr4wwmbrITDS5zMWQYWs5dHRkpQysialdXRgNnAdRe/sO9LGTY9t4mBDO7+/+gQuXdznjgiFQjHMKIGKImwzh24RVO1hALxlZT3G9HqtYBDp6Ueg7Ha07im6IaT4otOFmseDOYaDUNE/miZ5a1cddz/7KQJ46hvLWZIXu/q8QqGIH0qgoug1xXe4FgBvqXGB0jwegJg28zC9rUH1V0UCYqf4oh193d19iv7ZVFHPS1ur2Fh2mCOtHcyemMyjq5eSN7H3LxkKhSJ+KIGKJhBboPy1ukD5Dxwg2NyMOS2tx9DudNbhi20zh9g9ncI28/6IuPiihCja0RduHaLoH68/yC/XuXn8g/2k2C2cNX8S5y/I4TxXjurLpFAkEPWvLwoZCCKcTmRHB4EYKT4Ar7uc5OXL+r1W90KxsRB2O8GWrm5Bwym+0BpUlxRfe+f+J6k26xpiW1UTdz/3KbsPt3LTabP43oXzlX1coRglKIGKQgaDCKsVk93ebQ2qFseiRXi3b8dbWmpMoFpDzQr7ESh5pNsalEGTRDgN2GXdqUsEpQSqL7bsr+fBN/fyuruWnDQ7a29exhn5kxI9LYVCEYUSqChkwI+wWDCnpaFFufj8tbWknv0FAkeOGDZKRJoV9rEGZbLbYtrMw5XK+6Kz1FHsNSglULGRUvLNtVvYUFZLZpKV75yXz9dOnUV6knI8KhQAQogLgT8AZuBhKWVxt89nAI8DGaFzikKFwYcdJVDRBIIIsxlzRkYkgpJ+P8GjR7Fk5+BYuBBvqbGOIEEjKT5rLyaJtP77BgmLBSwWNG/sdae+TBId+/YRPHKEpKVL+73PeOOtnXVsKKvlW2fN4c5z55JkU/8EFIowQggz8CdgJXrT2U1CiFeklNHfzH+A3j7pQSHEAvSOFXnxmI/aqBuFDATAasGcnh5ZgwrU1YGUWHKycSxw4auoINja1u+1tFZja1Ba931QBtegQE/zRQuc7IiOoHoXqMO//g2H7vu+oXuMNx56ay+T0xzcs3KeEieFoifLgN1Syr1SSh/wDLCq2zkSCDvF0jHeKX3AqH+hUchgAGG2YM7IwLtLrxoRdvBZc3KwZGeDlHSUu0lasqTPa0VMEn3azO09SxUNQKCE3d4lxRctSlq7J+YYKSXt27f1uO+xwLaqJj7Ye5Tvf7EAm0V9N1Mcm5icaZa8opLNUYfWVBQXhjuoTgUqoz6rApZ3u8RPgA1CiDuAZOC8eM1VCVQ0XVJ8+hpU2MFnycnBnKVv1vSWlRkXqL5KHcXaB2XQJAHhjb6xI6jeUnyBw4cJ1h0Bs/mYaxf/0Nt7SLVbuHaZ6m6rOHbR2psDFcWFvT3AYj0QZLf31wKPSSl/K4RYAawVQiySUg69wnY31NfIKGQggLBaMGdmID0eNJ8vsknXkpODNTsb86SJhtahtLY2sFgQfWy6FaF9UFJ2/v8fUIrPbkdGr0H1sh4VjXf7dv1FMNhDHMczlfUe1m2r5rrlM0h1KEOEQtELVcD0qPfT6JnCuxl4DkBK+QHgACbGYzJKoKKQwSCEUnygb9b119YibLbIMeeChYacfFprK6bk5D4jlIgTL6qwq/T7+xS17uO7uvj63wfVvm1b5xzb+l9LGy/85Z29mE2Cr52mWrArFH2wCcgXQswSQtiAa4BXup1zADgXQAjhQheounhMRqX4ogkEIik+0AUqUHsYS3Z2RGgcCxfQ+s47aB4PpqTeq0RobW2Y+0jvAREhkj4fhF8PcA2qy96nUAQlnE60XpoWerd3Rn9aWxtMmGDoXmORHTUtvPRJFRvLatlb18aVJ09TlcgVij6QUgaEELcD69Et5I9KKUuFED8DNkspXwH+DfiLEOJu9PTfahmdBhpGlEBFIQMBfR9UF4GqxZKTEznHsXAhaBreHTtIWry412tp/bTaAL0WH4Q224bMFAMTKFuXFJ/s8IIQmNPTY/aEklLi3b49YqMfzxFUk8fPJX96D39QY8WcCaw+NY8rT57e/0CF4hgntKdpXbdjP4p6XQacNhJzUSm+KGQwCBbdZg6hFN/hWqw52ZFz7PP0dhu+PXv6vFYwlOLrC1M4xRdtdBjQGpSjayWJdi/CbsfkdMZM8fkPHiLY2EjSMr0SxngWqDd3HqbdH+SZW05h7c3LuWFFHk6bKmGkUIwllEBFEakk0SPF1xlBWSdPBpMJ/6G+rf9am6dPizl0tswIp+lkMAihcktG0PdRRbfb8GJyOBBOR0yThHe7vv6UtHz8C9TGslomptg5aUZmoqeiUCgGiRKoaKJs5gD+ykqk19slxSesVizZ2fgP9idQA0jxhUQmbJYwbpLoalPXvB0IhwOTwxmz1JF3+3awWkk66aTIHMcjvoDGWzvqOM+Vjcl07NjoFYrxRlwFSghxoRBihxBitxCiKMbnZwohtgohAkKIK6KOnyiE+EAIUSqE+FwIcXU85xlGT/GZMTmdCLsd744dAF1SfADW3Fz81dV9XsuIQHVP8UUEynAlCXu3HlDtmOx2TA5Hl8rmYdq3l+KYP78zQhynAvXxvnpaOgKc58rp/2SFQjFqiZtARdV0ughYAFwbqtsUzQFgNfBUt+Me4AYp5ULgQuB+IURGvOYaRjdJ6OJgzsigY+cugC4RFIB1ypT+U3wG1qBEt4rkAxUo4XB0SfFp3g6E04lIcvYwSUhNw1taimPRwsi8xmsE9bq7FofVxGlz47I1Q6FQjBDxjKD6rekkpayQUn4OaN2O75RS7gq9PgQcBuLfCyFkMwddoAI1NUAMgcrNxV9To0dcMZBS6jb0lP5SfKE1qO4pvoG4+Dq67oPSIygnWjeThG//frSWFpyLFkXs8eNRoKSUbCyr5Yz8ScoUoVCMceJpMzdS06lfhBDLABvQwzbnLnDdAtwCoUKvQ0QGAmDpFKgwluxuKb6puRAIEKir000T3a/j8YCmGdgHFU7xhQQqJFRG16BMdnvPNSinE5PTgey2Dyq8/8mxaBHCYtGjr7bY9frGMu7qFg42tnPXufmJnopCoRgi8RQoIzWd+r6AEFOAtcCNseo8ucrda4A1ACI5ecgbxWQw2JniC1nNzZmZkeaAYay5uQD4Dx2KKVCBOn1TtXli3ykmU8QkMcgUn82O9PmQmoYwmZBeL+bUVISjZ4rPu307wm7HPneufu/k5HETQb2wpYqpGU5OmZ3F6+5ahICzC7L7H6hQKEY18RQoIzWdekUIkQaUAD+QUn44zHOLTbcUH/RM70G0QFXDST0v4w+lBq1Tcvu8nRiiSSLc2FD6fHpE5PXqLj5nT4HyHTiALS9P7yPF+BGofUfa+O7znwGQNyGJjoDG4ukZTErtv+mjQqEY3cRzDcpITaeYhM7/O/CElPL5OM6xC+FisRAtUD2/iVunTAHo1SjhP1QdOq9ndBVNZA0qLFC+Abr4ugucV98HZXI6wO/vUuMv2NwciQph/AjUZ5V63657Vs4jJ81BdZOXLx3f9xcDhUIxNohbBGWkppMQYim6EGUCFwshfhpy7l0FnAlMEEKsDl1ytZTy03jNF8LFYrtGUNbsnhGUKTkZc3o6/kMHY17HX60LlyVG+i+aThdfd5OEwX1Q4Y2+3g7M6brQCYcD4XCGjnsxh8ROa27ClpcX9TMkjQ+BqmrEYTVx2xfmcOe5+dS3+chwqmrlCsV4IK61+AzUdNqEnvrrPu5J4Ml4zi0mAb1hIfSd4gOwTM3tPYKqrsY8aWKPtavumGzdNupGTBIDTfGFIqj2dkwOux5BAVp7O+ZUvX18sKkZU2paZKwpOZngkaOG7jOa+byqiUW56VjMejIgK9mYuCsUitGPqiQRRbhYLPSd4oOQ1bwXgQocqu53/Qmi1qAGaZLonuLTIygnwqELVPQm3mBLC+a0ToEyj4MUXyCoUXqoieOnxX2LnEKhSABKoKIIV5KAkJUcsEelxaKx5uYSOFRNrCrz/urqyDpVXwiLBczmzjWogab4otawpN8PwWAoggrtcwrV45M+H7K9HXN61whqrAvUztpWvH6NE6an93+yQqEYcyiBikJGpfgc8+czu+QfOHtp7W6dkovm8aA1NXW9hpT4a2oMCRSEmg72WIMybjMHPYIKu/aE3RFJ8YUrmgebmwEwRUVQpqSeAuWvqaHt448N3Xs08HmVbpBQEZRCMT5RAhVCSqmvQVk6l+Xsc+b02hE3ei9UNMHGRmR7e78OvjAmm23wtfgcnQIVTueZnI5Iii9cMDYsUOa0bi4+jwepdW4vO/rwI1R9+3ZD9x4NfFbVRJrDQt6E3htHKhSKsYsSqDDhB7XFWHmc3gQqECoiaxlABKWF16AGWEkiOsUXThPqEVTIxRcWqFCU1z3FB3TpvBuoq0NraYnMY7TzeVUjx0/L6PVLhEKhGNsogQoRLpUUriTRH+E1qvCepzDhKudGTBKgi9HQU3y+SPVyk7NToMJRldbSAtDFJBGrYGywvl7/b7e05WjE6w+yo6aF46ap9SeFYryiBCpMWKDMxiIoc2YmwuHoEUFFNunmGo2gbDH6QRl18YX3UXnRvJ0RVGQfVMgkEWyKsQYVS6AaG0Lnjz6Bamjz8dVHPuKfKjE/AAAgAElEQVS93UcAcFc3E9AkJyiBUijGLUqgQoQrkwuDKT4hRMy2G/7qaoTNhjkry9B1TDb7kNptQMjFFzJEdN0HpReDDTaHUnz9CFSgPiRQjY2G7j+SPL+lknd2HeH2p7ZS3dTO51X6z6QMEgrF+CWuG3XHEpFq6Bbjv5JYe6ECNbrF3Oi6iLDbB18s1t6Z4otEUA4npm77oLSISaJ3gZKaFhGm0RZBSSl5+uNK8rNTONTYzh1PfcLUTCcTU+xMSXckenoKhSJOKIEKEVmDMg9MoLxud5dj/kPVhg0SEDJJdG+3YbijbmeKT3aEXHwOO8LZM8UnnM4u5otOk0Rb6JwmCEWRwcbRJVAf7D3KviNt/O6qEzCbBHc98ymb9zdwbkG2MkgoFOMYleILExYo6wAEamouwfr6LpXDjW7SDRPddFD6/WCxIEzG/rd0cfGFxEg4HAiTSY/MovZBRUdPoNfig84IKtjQmdYbbSm+pz46QLrTyhePm8KqE6fyleUzAJXeUyjGOyqCChHpjmvQJAFd227YZ89C+v0EDh8ekECZbDYCUQJlNHqCUCUKi0V38UUiKEfkv2ELudYSS6C6pviCDfWRz0ZTiu9IawfrS2u4/pSZOKz6/5sffmkBGUlWLjtpaoJnp1Ao4omKoEIMKsXXre2Gv/YwSGnYwQe6VVzzDU6goHOjb+calC5QIqonVLCpGVN6V4EydxOoQP3oFKgXt1ThD0quWzYjcsxhNXPvBQVMz1IbdBWK8YwSqDCDSfHNnAmAd9vn+iXCbTYGuAYV7gMl/b4BC5S+huWNcvF1RlBdUnypXQVKJCWBEFERlO7gMyUljZoUn6ZJnv74AEvzMsnPSU30dBQKxQijBCrEoFJ82dkknXIKjc+/gAwGozrpDnINyuc3XEUiMt7h6ObiC0VQSc5Ok0RzU48UnxACU1JnT6hgyGJuy8sbNRHUWzvrqDjq4brlM/o/WaFQDAtCiAuFEDuEELuFEEUxPv+9EOLT0J+dQoi4faNVAhVC+gee4gPIvOZq/IcO0fbuu52bdPtpVBhN931Qg03xyQ4vwmqNGCxMDmek1JEWI8UHoZ5QUWtQIikJS07OqBGoB97cTW66g8LjVIdchWIkEEKYgT8BFwELgGuFEAuiz5FS3i2lPFFKeSLwP8BL8ZqPEqgwwYGn+ABSzz0X86SJNDz9DP7qQ5gzMjAlGV8b0WvxdVaSGEyKT/p0F1/YXg6hFF97OzIQQGtr61IoNnJOcjJaa2gNqqEBS2Ym5vR0gk2JT/F9vK+eTRUN3HLmbGwW9ddUoRghlgG7pZR7pZQ+4BlgVR/nXws8Ha/JKBdfiEgliQGk+EDfs5Rx+eUcfWgN9vx8LAMwSECoMKzfjwwGBy1QmlePoMINDCFkkjh6lGCMOnxhontCBesbMGdlYc7IGBX7oB54czcTkm1cvVSl9xSK4cTkTLPkFZVsjjq0pqK4cE3o9VSgMuqzKmB5rOsIIWYCs4B/xmWiKIGKEE7xDaSSRJjMK6/k6ENr6Ni5k5Rzzx3QWGHvbPs+GJOEya6nCLV2b2T9CcDkdKJ52zurSPSS4usUqHrMEydgzkhHejxoPl+/LevjxfaDTby5o457L5iP0zawLwwKhaJvtPbmQEVxYexGdxBr53vPrqw61wAvSCmDwzOznqjcSQgZTvENQqCsU6eScuaZ+usBGCSga9v2QZkkQgIlO7wRBx/oVc2lpz1ms8LIOVECFWhswJKZhTldTwV2b8Q4kjz45h5S7Ra+umJmwuagUByjVAHTo95PAw71cu41xDG9B0qgOhlkii9MxrXXABhuVBgm3DJD8/kGn+IL7YOKjqCEQ98HFa5kPpAUHySumsTnVY2s217NV1fMJM0xsN+FQqEYMpuAfCHELCGEDV2EXul+khBiPpAJfBDPyfQrUO4C15XuAldq6PUP3AWul9wFrpPiOalEMJhisdGknHEG2fd+l7QvfWlA4yIFXwctUCEXX3t71wjK4UDzetFiVDKPnJOiC5Tm8SC9XsxZmZEIKhFOviOtHXxz7RZy051844zZI35/heJYR0oZAG4H1gNu4DkpZakQ4mdCiC9HnXot8IyUsrf037Bg5Gn8Q1e5+3l3get04ALgv4AH6WXhbKzS2bBwcAIlzGYm3HzzgMd19nTqGJzN3O7Q16A6OiLRD4ApyQl+f6SFhimGi88ciqDCm3QtmZmYEiRQ/qDGbX/bSn2bjxdvPZXM5MSsfykUxzpSynXAum7HftTt/U+MXi+vqORF4FHg1YriQm0gczGS4gsvgBUCD7rK3S8D4+/pMcCGhcOFiF6DGmwlCZ8P6fVickS5+EJNCwOHDwO9mySkz4c/fE5WFpYEpfh+UeLm4331/Ory41k0VTUhVCjGEQ8C1wG78opKivOKSgqMDjQiUAfdBa6HgKuAde4Cl93gOCM7ks8UQmwVQgSEEFd0++xGIcSu0J8bjdxvKHQ2LBxZY2PYFKEN2iRhQ3q9aF5vRJSASNPCQG0Nwmbrkv6LnBOqx+evOgjoXYJN6WGBGrkI6uN99Tz2fgU3nz6LSxarArAKxXiiorjw9Yriwq8AJwEVwMa8opL384pKvpZXVNLnN3IjQnMVej7yQle5uxHIAu7tb5CRHcnAAWA18FS3sVnAj9HTiMuAHwshMg3MddDIQChQHHGB6mw6OLgUX8jF1yOC0gXJX3s4ZhUJiBYofduDJTNTb8NhsYxoiu/5zZWk2C189/z5I3ZPhUIxcuQVlUxAf9Z/HfgE+AO6YG3sa5yRp/EUoMRV7u5wF7i+ABwPPGFgXGRHMoAQIrwjuSx8gpSyIvRZ97zkBcBGKWV96PONwIXE0dIoA6FutiMsUJE1KN/g1qCE3YH0+9Ha2xH2aJNEKMVXWxuzigR0CpSvsgrQU3xCCL2axAil+Np9QdZtq6bw+Clqz5NCMQ7JKyp5CSgA1gIXVxQXVoc+erbbhuEeGHkavwgscRe45gKPoFsOnwK+2M84wzuSDY7tkftxF7huAW6BKBfeYBmizXywDIeLD0BrbY2k9SBkkkAXKPu8eTHHdkZQVWCxYErVK4abMzJGLILaUFZDmy/IZSdNG5H7KRSKEeePFcWFMatN9LFhGDCW4tNc5e4AcBlwv6vcfTd6VNUfA9mRPKixrnL3Gle5e4mr3L1kqJFPwlJ8UV1xB5vi67xW9D4o/bXm8fSb4vNVVWLOzIi0T9fr8Y2MQL249SBTM5wsy8sakfspFIoRx5VXVBKxGOcVlWTmFZXcZmSgEYHyuwtc1wI3AP8IHTPyFB3IjuThHDsoEpXi67IG5fMN3CRh6xSo6DUoU1Th2P5SfIGaWiyZnQIxUim+2mYv7+6q47KTpmIyxfpOolAoxgHfqCgujDxQKooLG4BvGBloRKC+BqwAfuEqd+9zF7hmAU8aGGdoR3IvrAfOF0JkhswR54eOxY9EpfhsutZr3nYIBAae4othLQe6uPZibdKFToFC0zBnRQnUCKX4Xv70IJqES5VzT6EYz5jyikoi30DzikrMGNyq1G+44Cp3l7kLXN8F5rkLXIuAHa5yd3F/46SUASFEeEeyGXg0vCMZ2CylfEUIsRT4O3rJjIuFED+VUi6UUtYLIX6OLnIAPwsbJuLFUIrFDoVwii5ccmgoKb4uLj5nZ8uPWHugIEqgAHNm5ybfkUjxSSl5cctBFs/IYPaklLjeS6FQJJT1wHN5RSV/Rl+q+RbwmpGB/T6NQ869x9H96wKY7i5w3egqd7/d39j+diRLKTehp+9ijX0UfffxiDCUYrFDIbIG1To4gRL2XiKoaMNEfxEUdE3xjUBF820Hm9hR28LPVy2My/UVCsWo4d+BbwK3omvIBuBhIwONPI1/C5zvKnfvAHAXuOah271PHtRURyvBIAgR6Ug7UkQ26ra26u+HIFBd1qC6pPh6WYOy2cBqBb+/R4oP9GoSpuzsAc3HKL/buJN0p5Uvn6jSewrFeCZU3ujB0J8BYUSgrGFxAnCVu3e6C1zjrsy09AdGPHoCECYTwmrtFKgBRiz9ufgAzGmpvY43JyURbGrCnNW5D7pLy404CNSHe4/y5o467ruogHTnuPurpFAoosgrKskHfolesCHyYKooLuy3IrSRJ/Jmd4HrEfRNVgBfAbYMYp6jGhkMjvj6UxhhtxNsG4YIKiqtJ8zmSK+o3lJ8oKf5gk1NWDJ7ClQ81qGklBS/Ws7kNAc3npo37NdXKBSjjr+iVwb6PXA2uvHOkG3XSD7rVqAUuBO4C70SxLcGNc3RTDAw4g6+MMJmG/walC12BAWdab6w4MQivA5lzoyd4htu1pfW8mllI985Lx+HVVWOUCiOAZwVxYVvAKKiuHB/RXHhT4BzjAw04uLrAH4X+jNuSVSKD0IVyQe5BtV13cne5TPhdEJTU682c4gSqBgpvuGOoAJBjd+sL2fOpGSuOFlVjlAojhG8eUUlJvRq5rcDBwFDawe9PpHdBa5t9FH5wVXuPn6gsxzNJDLFZ7LZotaghuDii9qcC1ERlAGBik7xxaui+V/fq2BPXRt/vv4kLGbVzFmhOEb4DpCEnoX7OXqaz1CHir6eyANrDTvGkQF/4lJ8djuBBn2bl7AOtN1GVARljxFBWSyIpKTuwzrHhCOo6GaH4Yrmw5jiKz3UxK/Xl3P+ghwuWDh52K6rUChGL6FNuVdVFBfeC7Sirz8ZpleBcpW79w9xbmOLQDDBKb5BbtSNcv31iKCcTsxpaZEaezHHp6RgSk/vcl8hxLBWk2j3BbnrmU/JTLJRfPnxfc5HoVCMHyqKC4N5RSUn5xWViIriwgG3h0/ME3kUoqf4EhVB2ZDt7frrIaT4ukdQJocDc2rvFnOArOu/QvJpp/Y4PpzVJH6xrozdh1t58ublZKlW7grFscYnwMt5RSXPA23hgxXFhS/1N1AJVAgZCCAsidmT0yUKGqiLz2LR186k7DE2adlSAkf63mrgWLAAx4LufSSHr2Dslv31PPnhAW45czan508c8vUUCsWYIws4SlfnngSUQBkmoTbzKKPDAAUKQgIXI2028VuD3w1gzsjAf0gvIC8DAbzlO+jYsYOOnTsAQfa/f89Q1Y2P9ulra98+e+6g56JQKMYuFcWFA1p3imYwLj4ByHHn4vMHEpjiixKoQdS+E3Y7DHOJJnN6Ou1bt1Lzs5/TvH49waNH9Q9CpZGST11ByllnRc7XOjrwbttG0pKu/cd21rSQm+5QFSMUimOUvKKSvxJDSyqKC2/qb6xy8YWQwWDCUnzhrrgwuAhKOBzDbjywTJxAsLGRxhdfJOXss0ldeR7OhQux5OayZ+X51D/+eBeBOvxfv6Vh7VpmvfwyjvmdHXx31LYyb3Lf62AKhWJc84+o1w7gUgz291MuvjAJTPF1qac32BTfMDsQs1avxnnCCSSdsgJzSnKXzzK/8hXqfvc7vDt24pg/D9+BAzQ88wwAzevWRQQqENTYU9fKmWrtSaE4ZqkoLnwx+n1eUcnTwOtGxvabF3IXuE5xF7g2uQtcre4Cl89d4Aq6C1zNg5zrqEX6x+4alLDbezj4hoplwgRSzzuvhzgBZF51JcLhoH7tEwDU3X8/wmLBsXAhza++ipR6NL+/3oMvoDEvR0VQCoUiQj4ww8iJRr52/xG9G+7zwBL01u/jbsVbBoNdUm0jiRhiBCXs9kGNGyzmjAzSL1lF00t/J23lSprXvcqEW7+FbepUqn/wQ7zbS3Eet4idNS0ATDu4E3nSVLX/SaE4BskrKmmh6xpUDXqPqH4xlBdylbt3uwtcZle5Owj81V3gen/g0xzdyGAAk7n3igvxJHrv02BMEskrVoz4JuOsG26g8ZlnqbrjTsyZmUy4+WYIBKj+6c9ofvVVnMctYkdtCwKJ7b7v4Ml5mOTly0Z0jgqFIvFUFBcOOoVixPrlcRe4bMCn7gLXr90FrruBnnmfsU4Ci8UOdQ0q+567mXTnHcM5pX6xz55N8plnIH0+Jt52G+aUFMwZGaSceqqe5tM03LsOMqX1KI6gn5b160d0fgqFYnAIIS4UQuwQQuwWQhT1cs5VQogyIUSpEOKpvq6XV1RyaV5RSXrU+4y8opJLjMzFiEB9NXTe7ei7gKcDlxm5+FgioZUkwmtQJlPC1sEGQ/bdd5NxzdVkXn1V5Fha4RcJVFfTvnUr5bsOkec9StKKU2jZuBGpaQmcrUKh6A8hhBn4E3AReoPBa4UQC7qdkw/cB5wmpVyIXgy2L35cUVwYKUtTUVzYiN4fql+MCNQlrnK311XubnaVu3/qKnffwzi0oMtAAGFOXC0+GFz0lEgcLhdTfvKTLmnJlHPOQdhsVBT9B5WWVBaeOI+Myy4jUFdH+6efGbquDAbjNWWFQtE3y4DdUsq9Ukof8Aywqts53wD+JKVsAJBSHu7nmrF0xtDD1shJNwJ/6HZsdYxjY5tAIvtB6Q/4waw/jTbMKSmknHUmn39UimYyc9zpJ5IyJw1htdKyYQNJJy3uc7xn0yYOfOMWZvz1UZIW932uQqEYOCZnmiWvqGRz1KE1FcWFa0KvpwKVUZ9VAcu7XWIegBDiPcAM/ERK+Voft9ycV1TyO/TITAJ3YLAre1+VJK4FrgNmuQtcr0R9lIZeV2lcoW/UTew+qLEWQfVGxlVXcaByLQDzJ6dhTk0l+dRTadmwQS+R1IubT2tv59APfoD0emn915tKoBSKOKC1NwcqiguX9PJxrH+c3atAWNCt4l8ApgHvCCEWSSl7K955B/BD4NnQ+w3AD4zMta+Q4X2gGpgI/DbqeAvwuZGLjyVkIACJSvGFIqfxIlApZ5xBi2cSlrf2Mmui7qdJPf98Wt96C29pGc5FC2OOq/ufP+LffwDzxIl4Pv54JKesUCh0qtB9BmGm0bPqQxXwoZTSD+wTQuxAF6xNsS5YUVzYBsQ0W/RHr2tQrnL3fle5+01XuXsFUA6khv5UucrdASMX788NIoSwCyGeDX3+kRAiL3TcKoR4XAixTQjhFkLcN5gfbiDIYAJTfLbxFUEB7KhpZfakZGwW/a9Yyjlng9lMy4YNMc9v37aN+sceI+Oqq8i47DLat29H83hGcsoKhUIXmXwhxCwhhA19D+wr3c75X/SuuAghJqKn/Pb2dsG8opKNeUUlGVHvM/OKSgzZeo1UkrgS+Bi4ErgK+Mhd4Lqiv3FG3CDAzUCDlHIu8HvgV6HjVwJ2KeVxwMnAN8PiFTcCiUvxRdagxrBA+QIamyrqI1Ukdta2dKkgYcnMJHn5MprXv0bjCy9Qddd32H3ueVRcfz3VP/wRh77371gmTSL73u+StHQpBAJ4PvkkUT+OQnFMIqUMoDu21wNu4DkpZakQ4mdCiC+HTlsPHBVClAH/Au6VUva17DMx5NwDoKK4sAHINjIfIy6+HwBLXeXuG13l7hvQXR4/NDDOiBtkFfB46PULwLlCX6CQQLIQwgI4AR8Q1/JKMhAY9np2RomsQY1hk8Szmyu58s8fsPqvm6g40saBek+PEkep51+Af/8Bqn/wQ9o/+QTHokUgoWXjRnz79zPl5z/DnJqqGynMZjwfx8wYKBSKOCKlXCelnCelnCOl/EXo2I+klK+EXksp5T1SygVSyuOklM/0c0ktr6gkUtoor6gkj9idMnpg5IlscpW7o22ERzEmbEbcIJFzpJQBIUQTMAFdrFahr4ElAXdLKeu738Bd4LoFuAVCAjMEZDCobOZDoPRgEw6riQ/3HuXCP7wN0EOgMi67FOGw41iwAHt+fhezhObzRRo3mpKTcS5apNahFIrxwX8A7+YVlbwVen8moed2fxh5Ir/mLnCtB54Ovb8aeNXAOCNukN7OWQYEgVwgE90l8rqUskue01XuXgOsARDJyQPud98Fvz9xKb5xsAZVXtPCidMz+M9LFvGdZz/FXd3Cwty0LucIm42MS2JvIDd1ix6Tli3j6F//iubxYEpKTAkqhUIxdCqKC1/LKypZgi5KnwIvA+1GxvYbCbnK3fcCDwHHAycAa1zl7u8ZuLZRN8h0gFA6Lx2oR7e3vyal9Ic2gb2HXqg2buiVJBJlktCFaawKlKZJdtW2UDA5jbnZqbx062m8cc9ZTM8avLAkLVum1qEUinFAXlHJ14E3gH8L/VkL/MTIWCMmiV+5yt0vucrd97jK3Xe7yt1/dxe4ftXfOIy5QV5B3wgMcAXwT6mvsh8AzhE6ycAp6E7CuCA1DTQtYSm+sb4P6mBjO22+YCSlZ7OYyJs4tHKNkXWoTWodSqEY49wFLAX2VxQXng0sBuqMDDSylrQyxrGL+htk0A3yCDBBCLEbuIdOr/yfgBRgO7rQ/VVKGb+9V6H1q8S5+Ma2SWJHqK3G/GHsnGtKTsaxaKEySigUYx9vRXGhFyCvqMReUVxYDsw3MrCvShK3ArcBs90FrmhxSEVPufWLlHIdsK7bsR9FvfaiW8q7j2uNdTxehGu/Ja7U0diOoHbU6gI1LydlWK+bvGwZRx97XK1DKRRjm6rQPqj/BTbmFZU0MNSW78BT6GaIX9J1F3CLq9zdw1E3lok4ABOV4hvjlSR21LQwNcNJqmN455+0bBlH//Iwni1bSTnj9GG9tkKhGBkqigsvDb38SV5Ryb/QvQZ91e6L0OsT2VXubgKagGuHPMNRjoyk+BIjUFitIMSYFaidtS3Dmt4Lk7RkCabkZJpffbWLQGk+H4d//Rsyr7sO++xZw35fhUIRHyqKC9/q/6xOjKxBjX8iKb4ErUEJgbDZxqRA+YMae+pae+x5Gg5MTiepF15Ay2uvdSl71PLqqzQ8+SSHf/vbPkYrFIqxjhIoolN8iWsWaE5Lw5Q2/A/5eLPvSBv+oKQgDhEUQPqqVWgeDy1vvAGAlJL6J9aCELS+8QbeHTvjcl+FQpF4lEABMhCOoBIXwUx/5GEmfP3rCbv/YAk7+OIRQYGe5rNOnUrT/74MQPsnn+ItLWXSXXdhSkri6Jo1kXODTU1U3fUdPFu3xmUuCoViZFECBRBMrM0cwDFvHpbMzITdf7DsrG3BbBLMyR7avqfeECYT6au+TNsHH+CvraV+7ROY0tLIuuGrZFx7Dc2vvopv/360jg6qvn07LevX01yyrv8LKxSKUY8SKEaBSWIMU17TwqyJydjjKO7pX/4yaBpH//IwLRs2knHFFZiSkpiwejXCYuHIQ2s4VFSEZ/NmzJmZeMvjtqdboVCMIOqJTGeKL1E287HMztoWFuWmx/Uetrw8nCeeSMOTT4LJROZ11wFgmTSJjCuuoOGppwDIvvde/IcO0fT3vyM1DWFS378UirGM+hcMyIAfSGyKb6xQ0+Rl7QcVtHYE8PgCHKj3xMVi3p30S/ROLannnoNt2tTI8Qk334QpNZWsG28k66av4XAVoHk8+Csre7uUQqEYI6iQAaJs5urX0R+/WOfm/z47xP2v7+LiE3KRMn4GiWjSCgtpef0NJt56a5fj1qlTyX/3nUg9Q7vLBYDX7cY2cyag11qs/Po3yLjictK++MW4z1WhUAwPKoJCpfiMUtvs5dVt1Vy0aDJzs1N47P0KgLhZzKMxp6Yy4+G/4FjQvSlzZ7FdAPvcuWCx4HV3rkN1lJfT9v77tLz+RtznqVAohg/1REal+Izytw/3E5SSoosKmJGVxL92HKa8poWZE0ZPnTyT3Y599my87rLIsbb33wegY9euRE1LoVAMAiVQoFJ8BugIBHnq4wOcMz+bmRN0S/k5BTmcU5CT4Jn1xOFyRUQJogRq3z6kzzdmq8YrFMcaKsVHdIpPRVC9sW5bNUdafdx4al6ip9IvdlcBgbo6AkeOoHm9eDZvwZKTA4EAvv37Ez09hUJhECVQRKf4xl4tvJHisfcqmDMpmTPyJyZ6Kv3iKAgbJcrxbN6C9PnIvP4r+rGdqjSSQjFWUDktSHix2NHIlv0NPPnhftKdVswmwWdVTfxs1UKEEImeWr84XAUAeMvdBBsaEVYrmVddRd39f1DrUArFGEIJFKOjWOxo4zfry/nkQCN2i4lmb4CJKXYuO2laoqdlCHN6OtbcXDrcbjr27MV58smY09Ox5eXRsWt35DwpJRWXX0HK2Wcz6Y7bEzhjhUIRCyVQjI5isaOJA0c9fLi3nu+eP4/bz8nHH9SQEmyWsZMRtrtctH28ieCRI0y65x79WH4+3rJOd59vzx68ZWUE6uqYeNutCPUFRaEYVYydJ048GQXFYkcTL26tQggiEZPVbBpT4gS6ky945AgAyaedCoA9fy7+yspIb6nWt98BIFBXh2fLlsRMVKFQ9MrYeurEiUixWPUNGk2TvLClitPnTiQ3w5no6Qya8DqUOTMTR6i6hD0/H6SkY89eANrefQfrzBkIp5PmdaoCukIx2lACRZTN/BhM8b1eVstv1pcTCGoAfLj3KAcb27ni5LGx3tQbjgJdoJJXrIgUjbXn5wP6hl3N48GzaTOp55xL6tlfoGX9hs61SIXiGEYIcaEQYocQYrcQoijG56uFEHVCiE9Df+LWyE6tQXHsVpLYUdPC7U9vxevXqGpo53dXncgLW6pItVu4YOHkRE9vSFhyc8m8/nrSCjtr79lmzEDY7XTs3ElbZgbS7yfljNPRPB6a171K24cfkXL6aQmctUKRWIQQZuBPwEqgCtgkhHhFSlnW7dRnpZRxdxYpgYJjspJEW0eA2/62hVSHla+dNo0H39yDJmFjWQ2XLp6Gwzq2xVoIweQf/EfXY2Yz9jlz6Ni1S68o4XTiXLIEpMSUkkLzq+uUQCmOdZYBu6WUewGEEM8Aq4DuAjUiHDtP5D441orFSin5/t+3se9IG3/7+imsmDOBJKuZ327UN7FeuWRsp/f6wp6fT9v77+M7cIDk5csxhcoepZ57Li0bX0f78Y8jxxSK8YjJmWbJKyrZHHVoTUVx4ZrQ66lAdK+aKmB5jMtcLoQ4E9gJ3C2ljEt/m7gdtuAAACAASURBVLg+kYUQFwJ/AMzAw1LK4m6f24EngJOBo8DVUsqK0GfHAw8BaYAGLJVSeuMxz86OumM7ajBCU7ufB97czcufHuLfVs5jxZwJANxxbj4Oq5my6mYWT89I8Czjh31ePk0vvwxA1tdWR46nffEiml5+mbZ33yP1nLMTNDuFIv5o7c2BiuLCJb18HGsnvuz2/v+Ap6WUHUKIbwGPA+cM5xzDxE2gDOYybwYapJRzhRDXAL8CrhZCWIAnga9KKT8TQkwA/PGaa6fNfPxGUEdbO3jo7b387cP9tPmCXHJiLt8+e26Xc75x5uwEzW7kCBslAFLOOCPyOnnFCswZGdT993/jXHwilszMRExPoUg0VcD0qPfTgEPRJ0gpj0a9/Qv6czsuxNPFF8llSil9QDiXGc0qdPUFeAE4V+i1dM4HPpdSfgb6L0RKGYzXRMd7sVhfQOP6Rz7m4Xf2ct6CHNbdeQb3X7MYk2n0ly0absICZcvLwza989+hsNnI/fWv8O3dy4Gv3USgvj5RU1QoEskmIF8IMUsIYQOuAV6JPkEIMSXq7ZcBd7wmE8+QwUguM3KOlDIghGgCJgDzACmEWA9MAp6RUv66+w3cBa5bgFuAIVmEZSAAZvOYqDM3GP7nn7twVzez5qsnc/4Yd+cNFcvkyVimTCF15coen6WceSbTHniAqm9/mwM3rmbGY3/FMmFCAmapUCSG0HP4dmA9+tLMo1LKUiHEz4DNUspXgDuFEF8GAkA9sDpe84mnQBnJZfZ2jgU4HVgKeIA3hBBbpJRdWqK6yt1rgDUAIjm5+7WNEwyM2/TeZ5WNPPDmHi4/adoxL06gu/tmv/IyJocj5ucpp5/G9D8/SOWtt1F1x53MXPuEoQ3cneuY4/PvkeLYQUq5DljX7diPol7fB9w3EnOJZ4qv31xm9Dmhdad0dEWuAt6SUh6RUnrQf1knxWui0h8YF1UkGj0+fv1aOfe9tI3Xy2ppavfzb89/xqQUOz+6uGer9GMVc2oqwtr7puzkFSuY/JMf0751Kw1PPmnomofu+z6V3/72kOcmfT78tYeHfB2FYjwQz697kVwmcBA9l3ldt3NeAW4EPgCuAP4ppQyn9r4nhEgCfMBZwO/jNVEZDEIfD6zRhNcf5PnNlTzy7j78QcnKBTmsXJDD9oNN/Olfu2npCJBss/D0xwcwCdAkPPa1paQ7x8bPN1pIX7WKltfWc/j395Ny1lnY8vJ6PVcGg7S++SYyEEAGg0P6slP3wAM0/O0p5r3/Xp8iqlAcC8RNoAzmMh8B1gohdqNHTteExjYIIX6HLnISWCelLInbXIOjM4Kqb/Px41dKOXC0jcxkG2kOK+/tPsLRNh+LZ2QwIdnG0x8f4LH3KwA4e/4k/v2iAmZPTOGjfUfZUFrLtEwnX5ifndgfZAwihGDyT3/K3osv5tD3/4OZa5+I1PGzZE/q4vLr2LEDraUFAN/+/dhnD94N2bJhI1pLCx379uGYN2/IP4dCMZaJa8LcQC7TC1zZy9gn0a3m8SeQWIHSNMnbu+pIslk4eWam3iCwspHb/raVupYOls/Oor7Nx+7DrZwwPYNvnjmbZbOyEELg8QV4b/dRMpOsLMnLilzzjPxJnJE/KWE/03jAmpNNzvfvo7roPvZ+eRX+qipkRwdJy5Yx84nHI+d5NnfuefSWuQctUL7KSnx79UK2HTt2KIFSHPOoFV1CNnNrYn4V7+85wi/XlbPtYBMAWck2VsyewMayWial2nnh1hUcP633jbNJNgsrF+SM1HSPOdJXraL9k0/p2LOblNNPx19bS8v69QSOHo04/DybNmOZMoXgkSN0lLvhS4WDulfrm2/pL0wmOnbsgIsvHq4fQ6EYkyiBIpziG7lfxeEWL2+4D/N/nx3i/T1HyU138F9XnoDTamZDWQ1v76zjjPyJ/NeVJ5CZrMruJBIhBFN++pPIe295OS2v/f/27jy8qSp94Pj3JE3TvaWlLYWi7DQoi1qhyCiIgiIKiDCKC4zOjCuCo46Cyui4jOjPUXFcRkRH3BeUxQ1EURS1iIoCmrLIooVCS9d0S5Pm/P64aWmhG6Xpkryf5+Fpc3OT+97eNi/n3HPesxLHmjV0mjoVrTWl331HxMiROLdto/yX5k8JKV67luAePVChoZRv3dYC0QvRsUmCAp938RWUVvDtrjy+25PP+l15bMosQGvoHhvK3HEpzDitR3Vx1vGDkhp5N9GWrP37Y0lOxvHJJ3SaOpWKX3+lMj+fsFNTIchM8adr0Fof9Zw6T2kppd9+S6dp06gsKKDk6699dAZCdBySoDC6+JSPuvh2HSxhwpPrcJS7CTabGJgczd/O7sfYExLpnxjpt5OD/ZVSisizziL/tdeoLC6uvv8UlpqKp7ycwiXv4D5wAEuXo5tzVpKejq6oIGLUSMoztlK4fDnuvDyCYmMbf7EQfkoSFFWVJFr+R+Gq9DD7jY2YlOK1vw7j5OM6dfhlLAREjjmbvMWLKfnyS0q/3UBQQgKW446rXrm3/Bf7USeo4s/XYgoPJ+yUU0Abc86d27YRlJbW4vG3FHdODua4uOoFIYVoafKbhfcelA8qADy2ehubMguZP3kgp/XuLMnJT4SedBLm2Fgcqz+h9LvvCEtNRSlFSP/+oBTl9rqXztEeDx6n88jtWlP8xReEn3YaKjgYa//+gHG/q72qdDjYMfYc8l56qa1DEX5MEhSA+9gmV9YlfWcuz6z9lT+mJjNuoNxX8ifKbCbyrNE4Vq/GnZ1t3H8CTOHhBB9/POX2IwdKlG3axM4JE9h14WS0x1PrOefWrbj37ydi1CgAguLiMMd3xlljoETZ5i3sve02Knbv9tl5HQ3n9u3osjIKly5r61CEH5MEhbeLr4VaULnFThZ9uZOZr23k+Ngw7r7ghBZ5X9G+RJx1FtplrAATduqp1dtDBthw2g+1fDzl5Rz4v/9j9yXTcO3LomLnTkq/3VDrvRxr1hjvecah5T9C+vU3hpp75Tz+OEUr3mPnpAvJW7wY7fHgzsmh4N2lHHx2oVENpRU5t203vm7dinPHjlY9tggccg+Kluni+z2vlIdXbWXllixclZoh3WN4cPJAwq3yI/ZH4cOHYwoLQ1mtBPfuXb3darNR9OFHVBYWYgoP5/frrqP0m3Ripk6l840z2XnuOArfW0F4mlHYX1dWUrBkCWFDhxIUf2hitbV/f/JfeQXtduPKzKTkq6/odNlluPbu5cCD88ld9DzunJzq/cNOPZWwk09qtfN3bt+OslrRLheFH3xAwuzZrXZsETjk0xOMLr5ga7Ne6qr08Py6XTz+yTZMSjF9eA8uPrU7/RIjWzhI0Z6YrFbirv4rQK2RmCE2oyhvuT2Dkq++ovSbdLrcdy+dphoFUyLHjsWx6mM88+ZhCgmh+LPPcO/LInHOnFrvH5LSH11RQcXu3RS8vQSCgoi75mqC4uMpXLYcx8cfEzpkCKFDhvDbjBmUrk9v9QQVkpKCCgul6MMPiZ81S0akihYnCYqqLr6jvwf1/Z587ly6mYz9DsYOSOSeCSfQNSbUBxGK9qjztdcesS3ElgJA7sKFlHz9NTFTp1YnJ4DoiRMoXLaM4s8+I2rcOPJefdVYn2p07RWzqwZKlP30EwVLlxI1dgyWBKOmYsyFk4i5cNKhfW02StLX0/m661r8HOvj3LGDyLNGEzp4MFl3zaN8y8+EDjyx1Y4vAoPcg8LoZlFBTa8cXVjm4s6lm5ny368pLHPx7BWnsHB6qiQnQVBcHEEJCZR8/TUhJ5xA4l131no+bOhQghITKVy+AueOHZR+k06nadOO6GK29uwJFgsHn3oaT1ERnS49fCGAQ8KHDaNs40Y85eU+OafDuXNzqczLw9q3r7Hwo8VC0Qc+q+UsApgkKAC3q8mj+H7PK2XMo2t5/dvfuGpET1bfPJJzZCFAUUPo4EGYoqPptmABJmvtrmNlNhN1/niK160j58mnUMHBxEydcsR7qOBgrL164dq3D2vfvoSeckq9xwsfnoauqKBs48YWP5e6OLcbAySsfftijo4m4vTTKfrooyNGJwpxrCRB0fRKEh6P5rYlmyitqGTZDSOYd/4AImQQhDhMl3/+k15L3yU4uVudz0dPmAhuN46VK4kaP77W0h01Wfsb1cw7XXZpg/d3Qk9JBbOZkvT1xx58E1SN4LP26QNA1Hnn4T5wgLLvv2+V44vAIQkK74KFTagk8cr6PXyzM5e7xtsarDAuAltQbCyWrl3rfT6kfz+sKca9qk6XXVbvfhEjRmDp1o2o8xuuam6OCCd04EBK09ObF/BRcm7fjjkmBnPnzgBEjj4TFRZG4YoVrXJ8ETgkQQG6CV18uw+W8OCHGYzqH8/Fp3ZvcF8hGhM/axaxf76K0BPrnycXPXEifT79BHNEeKPvF5Y2jLItW6gsLm7JMOvk3L4da9++1a06U1gYUWPHUvThR3jKyup93d6bbyHvtdd8Hp8v6YqKtg4hoEiCAmOYeQNdfB6P5u9LfiLIrJg/eZAMpxXHLHL0mST+/e8t9n7haWlQWVlr8URf0FpXJ6iaoidfiKekBMfq1XW+zp2XR9GHH3LgwfntuoRTQ3IXLWJb2nDcBw+2dSgBQxIUVcVi629B/byviA2787nt3BS6RIe0YmRCNE3okCGo4GBKfXwfyp2VhaekBGu/2gkqLDUVS3IyBe8urfN15Zs3A6CAfbfP6XAtkZKvvyb70cfwlJbi+HRNW4cTMCRB4R1m3sA9qKxCo9ticHJ0a4UkxFExhYQQetJJlKw/MkG5c3LIXbSowe63pqo5gq8mZTIRfeEkStPTce3de8Tryn7aBCYTSfMfxLl1KzlPPX3MsbQW1/797L3lVoJ79cTSrRuOTz9p65AChiQoMBYsbKDUUU6xUYE6IVJaT6L9Ck8bhtNup/SHH6q3ubKz2TPjT2Q/8m/y33zzmI9RnaC8I/hqip5oTB4uWHZkAdmyzZux9ulD9PjxRE+eTO5zz1H244/HHI+vecrL2Tv7JrTTSfIT/yFy7FhKv0mvda9PV1ZS+kPrDPEPNJKgaLySRHaRE6UgLkKWXxftV/SkSVi6d2fP9Bnk/u9FXNnZ/PanK3Ht309w797kLX6pusBtczm37yAoMRFz9JG9CcHJ3QhLS6Nw6bJac6K01pRv2kTo4EEAJM6dQ1CXRDJv+huuA9nHFI8vVBaXkPfyK/x+zbVsG34aZT/9RNK//oW1V08ix5yNdrko+eKL6v1zn3+BPZdeStmmTW0YtX+SBEXjlSRyip3EhgVjMcuPS7RflqQker6zhMgzR5H90EP8eu44XPv3c9zCZ0m49RbcWVkUrVx1TMdwbt9eZ+upSsyFk3BlZtYarOH67TcqCwsJGTgQAHNkJN2fNipkZF5/PZ7S0jrfqyIzk3K7He1dwLHBuHbtIvvfj5LznyfrXHPraOS//BIHHngA5+5dxFx4Ice9+D+izj0HgNDBgzHHxeH4xOjmq3Q4yH3+ecBYdFK0rICfZaq1Nrr4GhgkkV3kJD6yecVkhWhN5qgouj3xBPkvvUT+a6+T9MD9hKWmoj0egnv1IveFF4g6f/xRj0StdDgo27QJ56+/0mnatHr3ixw7FtO991H4zjuEDx0KUN2yCB08uHq/kJQUuj76bzKvv4G9t91G8oIFtf4GPRUV7LliOu6sLIISE4kYOZLgXj3R5U485WVQWQkoUIqyjRsp3bDBGOhUWUnx55/TbcHjBCcnH9U5Vin7+WeCe/Sg98qPjnhOmc1Ejj7TGFJfUUHei4vxFBYSlJRE8RdfED/rxmYdsz1RSp0LLADMwCKt9fx69psCvA2cqrX2yfDRgE9QVK2j00AXX06xJCjRcSiliJ0xg9gZMw5tM5mIu+pKsu6aR2l6OuHDh1O25WeK3ltB5JgxhKWmVu/rcTopXrOG8m3bqNi5C+eOHVTs3GksRW8yEeZdKqQuptBQos4/n8Lly0m8807MUVGU/bQJFRqKtcayJACRo0aROHcuBx54gJwnn6y1ZEfh0mW4s7KIu+YaKnbtouj99w+1tEwm456x1mgguGtX4m++mehJEynfsoV9c+aya/JFxM6YjqeoCNe+LCxdu5Iw5/YmJWZnxlZCTqy/8G3k2WdT8PYSHKtWkffii0SOGUPIABs5C57AnZtLUFxco8dor5RSZuApYAyQCWxQSq3QWv9y2H6RwCzAp8NGfZqgGsvESikr8BJwCpALXKy13l3j+eOAX4B7tNaP+CLGqoXeGuziKyqnd3zH/aUTAiDqggvIfnwBB596msL33qdw6VLQmrzFLxE5Zgxx11xDybp15L3yCpUHD4LZTHByMsG9ehF13jhjeY9BgzBHNryUTMyUKRS8+SZFH3xAp2nTKNu8idATTqhzIFLsFZdT/ssv5C58jqixYwmx2dAuF7kLFxIyeBDxN81GKYV2ufCUlmIKDQWLpd5EYxk9mp7vvsPe2Tdx8D9PosLCCOrUCcfq1VhTUmpVga9LZXExrsxMYqYcWR+xSlhaGqawMPbffQ+esjI63zgT7XKRs+AJStatI3rixAaP0c4NBXZorXcCKKXeACZifA7XdB/wMHCrL4PxWYJqYib+M5Cvte6jlLoEeAi4uMbzjwFHtrNbkHa5jXjr6eLTWpNT7JQRfKLDM1mtxF5+OTmPPw4//UTsVVcSO2MGBUuWkLvo+epJtuGnn07clX8iLDUVFXz0A4NCTjwBa0oKBW8vIfqii3D+YqfTFVfUu3/inNsp/vJLsub9gx5vvkHhe+/j2ruXxHl3VSciZbHUOTCjLsHJyfR4+y08xcWYIiNBa/ZcMZ0D8+cT8YcRtRaGPFzVKsbWlP717mOyWgk/44zqWooh/fqhPR7MnTtTvPaLWgnKnZPT4PHaoW7A7zUeZwK1msxKqZOA7lrr95VSHTNB0bRMPBG4x/v9EuBJpZTSWmul1CRgJ1Diwxih0pug6uniKyh14arU0sUn/ELsFZcDmqhzzyW4Rw8A4q+/npgpU3CsXEnYsGGE9K//w7kplFLETJnCgfvvp/DdpWiXi9BBg+rd3xwdTZc75hqlkF5cTMFbb2EdYCNi5Mjmx2AyYY6KqgqIpPvuY9ekSey/736Sn1hQ7+vK7UaVixBvrcT6RE+cQMkXX9B55g3Vx4v4wx8o/uwz77xKM/lvv83+ef8g8Y65xE6f3uxzaWmm0KigHnM+qHnPaOHu+eMXer+vq2laPUpFKWXCaDj8yXcRHuLLBNVoJq65j9barZQqBOKUUmXA7Ritr3oztD3FdjVwNXiHijeDrr4HVfeP4tAcKElQouMzhYfXudCiJSGhRT9Eoy84n+yHHybnsccAqoeY1ydy3Dgilq8g+5FHQGu6PbGgRUuKWXv1pPPMmeQ8+ihFqz4m6pyxde7n3JqBOTqaoMTEhuM980z6bfi2Vs9LxBmnU7hsGWWbNhEUH0/2g/NRVisH5j+EpXt3Is88EzA+q8o2bSZ0yGCUqfVHBnvKity7549PrefpTKBmsdFkYF+Nx5HAicDn3uvTBVihlJrgi4ESvvzpNJiJG9nnn8BjWusGK1/aMuwLbRn2VFuGPbWhibYNOdTFV/frs4uMBCUtKCGazhwdTeQ551BZWIg5vjNBXRpeM00pRZe7/4EpNBRr3z5Enn12i8cUd9WVhAwYwP7776t3ccfyjK1YbbYmJcfDbwuEn3YamEwUr11L1tw7QCl6vvsOITYbe2+5lfKMDByff87OiZPYc+ml5L/2eoucVwvbAPRVSvVUSgUDlwDVZeq11oVa685a6x5a6x5AOuCT5AS+TVCNZeJa+yilgoBoIA+jpfWwUmo3cBNwh1Jqpk+irOriq6dYbE6x8YssLSghjk7VQIPQQYOb9IFv6dqV4994ne7PPeeTloUKCiLh9tupzDlIYR3VLrTbjXPbtmZ3cZpjYggdMoS8F/5H6YYNJN4xF2vv3iQ//TTmqCh2//FiMq+9DtxurP36cfDZ/7ZI+amWpLV2AzOBVYAdeEtr/bNS6l6l1ITWjseXCarBTOy1AqgaCzsFWKMNp9fI0I8D/9JaP+mLIKu7+OoZJCEtKCGaJ2zoqUSddx7Rk5o+qi2kXz8sjbS2jjWmkMGDyH3+hSNuC1Ts2YN2OqvX6mqOiDNOR1dUEDFyJNGTJwNgSUyg+zNPEzJgAIl33UWv99+jyz/mUZlzkPzX3zim8/EFrfWHWut+WuveWusHvNv+obU+YsEvrfUoX7WewIcJqomZ+HmMe047gJuBOb6Kp944G+niy3E4CbWYZeVcIY6SUopuj/6bqDFj2jqUakopOv/1r7h+/52iVbWralQtAxLSwAi+xkRPmEDkOefQ5b57a7UaQ2w2erzxOrGXX4ayWAhLTSX8tNPIfe45PCW+HQfWkfn0Dl1jmVhrXa61nqq17qO1Hlo14u+w9/DZHCig0S6+bIcxSVfWgBLCP0SMHk1w797kPreoVhklZ8ZWsFiOmFB8NCxdu5K84HEsCQmN7hs/exaV+fnkvfJqs4/n7wK+uFx1M7+eLr4ch1PuPwnhR5TJRNxf/oIzI4OSL7+s3l6ekYG1V69mzf1qjtDBg4kYOZLcF16g0uFolWN2NJKg3FWVJOprQZXL/Sch/Ez0+PMISkri4NPPVFd4d2ZkHFP3XnPEz56Fx+Fg701/w9PBFnFsDQGfoA5N1K3/HpS0oITwLyo4mPgbb6Tsxx/5/drrqMjMxJ2Tg7V/8wdINEfIgAEk3X8/JV99xb5bbmn2fE5/FfAJquoXoq5SR+WuSorK3dKCEsIPxUy+kKQH7qckPZ3dlxgV2kNsrZugquJIvOMOHKs/IevOu2qtpRXoJEG5668kkeOQlXSF8GcxF11E96efqh5JdyxDzI9F7PQr6DzrRgqXL6foQ5+WH+1QJEG56+/iy3bIHCgh/F3EyJH0eO1Vkh58kKBOndosjs7XXou5U6daAzcCXcAnqOp7UHV08eVIghIiIITYbI0uxeFryrvWVsn69bWGv2utyX/zLVwHstswurYR8AnK2q8fSQ/cj6V79yOey3FImSMhROsJH5aGe/9+Knbvrt5WvmUL++++m6w776yVuAJBwCcoS1ISMRddRFBs7BHP5TicmBTERUiCEkL4Xrh3teLS9YcWqi36aCUAJevWUfzpp20SV1sJ+ATVkGyHk7gIK2aTVJEQQvie5fjjCUpKouSbdMDo3ita+RHhI0Zg7duXA/96sN0VmPUlSVANyHE4iZfWkxCilSilCB82jNL169EeD+WbNuHel0XUBeeTOO8uXPv2kfvcorYOs9VIgmpAtsNJQpQkKCFE6wkfnkZlQQHObduM7j2LhcjRowkfOpSo8ePJXbSIit9+a+swW4UkqAZkO8qlBSWEaFVhw4z7UCVff0PRqlVEjBhRvXx9wm23oYKCKHzvvbYMsdXIGhL18Hg0B4srpAUlhGhVli5dCO7Rg7yXX8adlUXUTbMPPZeYQM/ly7AkJ7dhhK1HWlD1yCutoNKjpQUlhGh1YcPTcGdloSwWIkaPrvVccPfuAbP8T8C3oHYdLGHFj4dWoq/UmsLSCjLzjZEyCVFS5kgI0brCh6VR8PobhJ9+OubIyLYOp80EfILafbCExz7ZVmtbdKiF2PBg0nrFcvJxbVf6RAgRmMKHpxHUNYlOF/+xrUNpU8pfZiaHh4frkmYsnay15vAfgUnmPQkh/JRSqlRrHd7WcTRFwLeglFIESHeuEEJ0KDJIQgghRLskCUoIIUS7JAlKCCFEuyQJSgghRLskCUoIIUS75NMEpZQ6Vym1VSm1Qyk1p47nrUqpN73Pr1dK9fBuH6OU+l4ptdn7dfThrxVCCOHffJaglFJm4ClgHDAAmKaUGnDYbn8G8rXWfYDHgIe82w8CF2itBwIzgJd9FacQQoj2yZctqKHADq31Tq11BfAGMPGwfSYCi73fLwHOUkoprfVGrXVV/aGfgRCllBTFE0KIAOLLibrdgN9rPM4EhtW3j9barZQqBOIwWlBVLgI2aq2dhx/AnmK7GrgaoLS0VCulmrvUZBDgbuZrOyo5Z/8XaOcLcs5NEeqrQFqaLxNUXfUZDq+r1OA+SqkTMLr9xtZ1AFuGfSGwsK43PhpKqe+01qnH8BYdjpyz/wu08wU5Z3/jyy6+TKB7jcfJwL769lFKBQHRQJ73cTKwFJiutf7Vh3EKIYRoh3yZoDYAfZVSPZVSwcAlwIrD9lmBMQgCYAqwRmutlVIxwAfAXK31Vz6MUQghRDvlswSltXYDM4FVgB14S2v9s1LqXqXUBO9uzwNxSqkdwM1A1VD0mUAfYJ5S6kfvvwRfxYq3mzDAyDn7v0A7X5Bz9it+s9yGEEII/yKVJIQQQrRLkqCEEEK0SwGfoBorx+QPlFLdlVKfKaXsSqmflVKzvdtjlVKrlVLbvV/9an17pZRZKbVRKfW+93FPb0mt7d4SW8FtHWNLUkrFKKWWKKUyvNd6uD9fY6XU37y/z1uUUq8rpUL87RorpV5QSmUrpbbU2FbnNVWGJ7yfZZuUUie3XeQtI6ATVBPLMfkDN3CL1toGpAE3eM9zDvCp1rov8CmHBqn4i9kYA3SqPAQ85j3ffIxSW/5kAbBSa50CDMY4d7+8xkqpbsAsIFVrfSJgxhgp7G/X+EXg3MO21XdNxwF9vf+uBp5ppRh9JqATFE0rx9Thaa2ztNY/eL93YHxwdaN2qanFwKS2ibDleefRjQcWeR8rYDRGSS3wv/ONAs7AGBmL1rpCa12AH19jjEIDod45lGFAFn52jbXWX+CdG1pDfdd0IvCSNqQDMUqppNaJ1DcCPUHVVY6pWxvF0iq8FeNPAtYDiVrrLDCSGODLofyt7XHgNsDjfRwHFHinP4D/XeteQA7wP2+35iKlVDh+eo211nuBR4DfMBJTIfA9/n2Nq9R3Tf3u8yzQo8mutQAAA7xJREFUE1RTyjH5DaVUBPAOcJPWuqit4/EVpdT5QLbW+vuam+vY1Z+udRBwMvCM1vokoAQ/6c6ri/e+y0SgJ9AVCMfo4jqcP13jxvjd73igJ6imlGPyC0opC0ZyelVr/a5384GqLgDv1+y2iq+FjQAmKKV2Y3TbjsZoUcV4u4PA/651JpCptV7vfbwEI2H56zU+G9iltc7RWruAd4HT8O9rXKW+a+p3n2eBnqCaUo6pw/Pef3kesGutH63xVM1SUzOA5a0dmy9oredqrZO11j0wrukarfVlwGcYJbXAj84XQGu9H/hdKdXfu+ks4Bf89BpjdO2lKaXCvL/fVefrt9e4hvqu6Qpgunc0XxpQWNUV2FEFfCUJpdR5GP+7NgMvaK0faOOQWpxS6g/Al8BmDt2TuQPjPtRbwHEYf/BTtdaH35Dt0JRSo4BbtdbnK6V6YbSoYoGNwOV1LePSUSmlhmAMCgkGdgJXYvwn1C+vsVLqn8DFGKNUNwJ/wbjn4jfXWCn1OjAK6AwcAO4GllHHNfUm6icxRv2VAldqrb9ri7hbSsAnKCGEEO1ToHfxCSGEaKckQQkhhGiXJEEJIYRolyRBCSGEaJckQQkhhGiXJEEJ0YbsKbZR9hTb+20dhxDtkSQoIYQQ7ZLMgxKiCewptssxlncIxpjgfD1GgdJngTMxlna4xJZhz7Gn2IYA/8WosP0rcJUtw55vT7H18W6PByqBqRilae4BDgInYhQ8vdyWYZc/TBHwpAUlRCPsKTYbRsWCEbYM+xCM5HIZRoHSH2wZ9pOBtRiz/AFeAm63ZdgHYVTvqNr+KvCULcM+GKNuXFUZmpOAmzDWJOuFUUtQiIAX1PguQgS8s4BTgA32FBtAKEaBTg/wpnefV4B37Sm2aCDGlmFf692+GHjbnmKLBLrZMuxLAWwZ9nIA7/t9a8uwZ3of/wj0ANb5/rSEaN8kQQnROAUstmXY59bcaE+xzTtsv4a65epaCqFKzVpxlcjfpRCAdPEJ0RSfAlPsKbYEAHuKLdaeYjse4++nqnL2pcA6W4a9EMi3p9hO926/Alhry7AXAZn2FNsk73tY7Sm2sFY9CyE6GPmfmhCNsGXYf7Gn2O4CPran2EyAC7gBY1HAE+wptu8xBkxc7H3JDOC/3gRUVVUcjGT1rD3Fdq/3Paa24mkI0eHIKD4hmsmeYiu2Zdgj2joOIfyVdPEJIYRol6QFJYQQol2SFpQQQoh2SRKUEEKIdkkSlBBCiHZJEpQQQoh2SRKUEEKIdun/ARbN6aL6nz5JAAAAAElFTkSuQmCC
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jO7iTXGsrbFGmN0n9ldoRFpimUylN3eB8y2vJ4F7Hc49gLgSusGpdT+zP8vichmDP/DH0MYV81y8IQFxHdts21605bcy3DrDJxlr1EDyQ276+aak3RZi+rD9CP4iUrS0UvVTbWX3Q5DMDwLzBeRE4E+jMn/s7kHicgCYDrwC8u26cCgUmpYROLAXwDfCWFMNc1gewfs2uawV9G+e7tL1JGQik1xdE67OZ/HYs01E5VU7/4EJ7o6uzwneB29pAlKYMGglBoTkauAJzHCVW9XSu0QkeuBLUqpRzKHdgP3KqWsS913AWtFJI1h1lpljWaajJhhqm44mYmMhLTZDLfOyPMxKBh3Rts11dHVUCtDKVb2G57YoKOXNIEIJY9BKfU48HjOtutyXn/d5ryfA51hjKGWseYsgPOK3tl4NJGlfHDuxOO0y0uwy5rWZqPKUIqVfWJ7gsNDh2336egljV905nOJ8ao86qe8hbX4nROpWHOWUHAqbJdbNrsWzEb1SrF5CW5aRu8zzpHgrc2t9NzUE6p2on0Z9YkWDCXEK1EN/Je3cBMKha74q6ka6mSmmLwEOy1j9UOrWf3QauLT4rbhrCaDw4Pj2kRY2omdxrNzz05+vuPnDAwNANDW3MbFZ1+sBUYIrLxwJb/e8msaGxtZ+P6F/Nvaf6OxMT9fKShaMJQQt0Q1v+Ut3HBqn1mv/RFq0eHstqJ2y0twOs9OyzBxEwoAqXT2ZzGo38FJ49m4ZWPWtsNDh7n1J7cCtev8fvzXr3PLk3t49Y0Rjjs2xpUfncPH31v+sPnzLzyf7//o+wBc9tnLuGv9XVxyxSWh30cLhhLilagGzt3VTIwMZ4WodN4+O4exHy1FUx68fAgL5y/Mm0RjjTEWzl/oeF4xfoJYY6xoYeIm2AoZy1hqrGad34//+nW+9dBLHB01voOvvDHCtx56CaBo4VBs2e2PfPwj478vfP9C9u9zygwIhhYMJcRp0rcmjh08YYFtBJF53OAxM8cb7VhRIrbmIz9aiiYYfu3qTivqDU9sAGDz85vzzrFbcZvbVz+0mohEyA7sc8c04/Q+0+soBJZ+YynxafGs95HYnuCOJ+4YNwdBvmBz0nicKOTYauKWJ/eMCwWTo6NpbnlyT9GCIWjZ7dHRUe6/635u/N6NRd3fCy0YSojdpJ/rD/ByBs/attHev+AwOfjRUjTF42Tjv+OJO1h+9vKsidVpIjw8dNg2pNQPaRvN0Y3DQ4dZ/dBqWptbXY+zTvpA1nu0MjI6wi0P38LND92cl4Xth8T2RM1pDa++Yf93ctruh6Blt7/Q8wU++Fcf5INdHyx6DG5owVBCBts7aBo4QFtyL2Zq2YCN49fNGeyUxSxgayJKRxtt8xTsCuppCsfJxj8wNJA3sbrhFFJaKqwrfydMn4P5uxOmcBoeHS54HKY5qZaimY47NsYrNkLguGMLF4xWii27/Z1vfIfk60l+uPaHge7vhhYMJaSlv4/W/j5LPSJFa38fw60zxnMKrJrC4DEzaXnz9SzNwY2ISjFj746sa0jaO8JJY+B3crIep1yySazmnkJX9tVCqc09/Yf6ay4z+8qPzsnyMQBMaYxw5UeDFfMspuz2XevvYtOTm3j4mYeJRMIodWePFgwlxKt8dq6TuC25Z9xsZDqNlURsHc/j10uNIhkNoWFkyHHa8qqfVK2UKhJp/WPrs2z5TpNT7iTmh1oVCuWgfVp7zfWVMP0IYUclmWW3jzn2GN9lt//58n9m9tzZfOyDHwPgE5/+BF+47guBxmGHFgwlxM3ebyc07HoipKKNpFMqqxez2zlO+Q66UuoEie0JRwevaUoxNQQRKelE75V7UG90n9nN6odW2+6r5ufw8ffODD08tZiy26+NvRbqGJzQgiEEnPIG3EJR/TqDI6lRkvNOY8beHYZ2YNnnVBBPV0p1xy07OHkoya0/uZWx1BhAQRFAxbBw/kK2vrC1qifFsGhqbAJwNbXZOaetprypzVMRhIGhgar3TbjxP7/7Hz77ic9yzl+fU5Vlt6XUH/xSICctUqzaUtExuNU3SkuU/kx5Crvy2eC/L7MCkvNOs/VJSGrMviBetBEVbaiLBLdSmJKWfWOZq6/AD/FpcY6OHPXl1C0Vp5x4Cr/f/fusxLVoJMqZC8+sWmEjIq7CNj4tzppr1oy/9jLlRSNRWppaChYUJ/7+RN72rrcV/gZqiJd+/xIvv+vlrG1LZelzmf43rmiNoQi86huZfoS+zjMcy2f7FRYC4zkIudFLTgXxDsw+WQsCnJ3Lhcbf52I2x7n5oZtDG2sxvHrgVXo+1ePqQE9sTziabpyINcZYfOpinnruqdA1Jq/r5SbNuWV6g5HN7VXmw+5zcGLDiSilEPGzPKs9gv7dtGAoAj/1jUxNwiuz2Q9OZqfJWBCvkEgiu3yDdY+u4/RTT2fz85uLyiOw1v1xSxorB/2H+j37M3R1drFzz05bn4od1kQ3v+eEiUJxwfUXkFZpWptbC9bIcp3YThFQHznnI8T747S1t9WdcFBKcbj/MMNTCg8nNtGCoQj8+AdMZ69TNzY7inEcT6aCeH4jicB5pTk8Ohxowjs8dJg7nrgDMBypVn9EufHb63nFOSsAPN93bvZzpTD9D8Wa6axah1ME1D/+1z9y58fvpOn1puIHWsUMTxnm1VmvFn2+FgxF4Ke+kensde/Glo92HNvjFUmUO5mVsvfAwNAAa368hp5P9TAlNqWoCSwiEd497938Yd8fitJcCu31vOKcFVkVT+3IFbTFrNirAavAdPocvJR8if0nFl5nqJYS84JQugyJOubgCQsyxe0mUJmfsVgz/XM7x53FHds3FXx981qpaOP4tewwrz/nucfo2L6Jlv6+gu9V7SS2J+i5qcfVTm735fe7mgZjki6UVDrF6odWFz1xplWaP+z7A4tPXUx8Wtz2mFhjjCWLlozvN8cZnxZn5bkrC56Qlp+93PMYa8ju8rOXE43Yx9e3NrfS1tyGIMSnxbPGWWmSh5L03NRDYnvC8XNQyOfDxDRLJQ8lUahxQZrYngg65KojFI1BRD4GfA+jted6pdSqnP0XA/8Hoyc0wM1KqfWZfRcB/zuz/VtKqTvDGFMpybXtG2t85dkpzYtcbUHSzvHzk6GKqt/kMrsvuVu8fC5KKdqa28pepmJkdIStL2wdj8Ip9Wq0q7MrrzCeHaagtTb/8TumYpzdpcCctBefutjWn7Rw/sKCr1lriXlBCCwYRCQK3AJ8BNgHPCsij9j0br5PKXVVzrkzgK8BizDmxecy5x4MOq5SY06+TpOz3wY8JnYRSW5VUeupiqpTJJJXRIqJnUmlEKdr+7R2jo4c9R5oCbBqO16O5DBYfvZyT2FrFbSFjqmrs4t1j64ruI5SQ7QhdF+NKXgXn7o473OwcctGNm7ZWJBfpZjGSrVKGBrD+4EXlVIvAYjIvcB5QK5gsOOjwFNKqQOZc58CPgY4ZyBVEW6TcyHVTFVG47Cj0Gqp9VRF1c8XLhqJsnPPzvEIITN5yvzC/+z5n3lOUpXMRyjGpBEEqxZgF1Hl13fhpt00NjQWLBiuOO+KkkR59R/qZ+sLWx335/pVim2sVG+E4WPoAPZaXu/LbMvlb0TkNyLyoIjMLvBcROQyEdkiIlt48/UQhh0ct8m5sBIUyvH4sLbXIn6+cKl0io1bNo5/Yc2IFjM81c8E5SYUIhJhyaIltDW3+Ry1QW5J6mgkSkO0Ie+YQhzIYdHV2cWaa9Zw/9fu5+pPX018WnzcV+DHd+Flaz8ydKSg8cSnxbPGtGTRkqLfWy4i4ilsTHOQ1/vqPrPbttS41adRL4ShMTjlall5FOhVSg2LyOXAncAZPs81Niq1DlgHmcznKsCpxDUYwsFvdnM62uird4OVQo+vBXJXawvnLyw63yAsrvzrK+nq7BoP+fTj9zC1ldyVJxRmry8HxZivvGzthSQQ2gnHFeesCC2Hwm+dK3MhkYv1fblpW9VeIbZQwhAM+4DZltezgKw4MKWU1SbwA+DblnMX55y7OYQxVZTcekZ223MpNFmt1pPbTL+CEXVk/0Xb/PxmFp+6mK0vbPUseV0qcr/kfk0xThNubkZuz009VSUo/OBla+8+sztPeMYaY6w812hb6Uc4VlOorJ0fqOemnry/fz05osMQDM8C80XkRIyoowuAz1oPEJHjlVKvZF5+Evh95vcngRtFZHrm9RLgyyGMqSz4KWUtGCGsbrZ/8zqFJqvVenKb1+o7N2pn6TeWlnN4juGX1km/2EiiWutJYMXL1u4VzeTn/S0/ezlrfrwmqw5UpbAzada7IzqwYFBKjYnIVRiTfBS4XSm1Q0SuB7YopR4BPi8inwTGgAPAxZlzD4jINzGEC8D1piO6FvBb7sKPQ3jOc4/V3Ko/KH6ijswvWrntt37t/8VGEtVy6KOTRmB9XkEjrMxzKx366vQ5qHdHdCgJbkqpx5VS71BKnaSUuiGz7bqMUEAp9WWl1MlKqVOVUh9WSv2P5dzblVJvz/zcEcZ4yoVdopsdAi5xRxP7zXDXekxUs8PP6sr8om14YkNJx2ImaBXihA1CLa84uzq7WHnuypI/r67OroomzUUkwuJTF9u+LztHdKWCCUqBLokRgFw7fzraiKTGfDfVsaNWcxGKwctJGWuMsXD+Qnpu6il58pnpXC4Xtb7iLEfOBdhrJ1a8yngHIa3SbH5+MwvmLLANZbX6v2rJR+QHLRgCYlcK22/RPCfqKRfBSm4im9uXPj4tzsL5C9n0600lL1JXieqafswxk5nc5jxNDU0MDA1kNeppbW5lcHiQVAGJpE44NQ+ylgjJ9Qltfn5zyTXLSqEFg0+curTlMtjeQXrvDscwVj/UUy6CG7kRPrnJaRue2FCWyqWxhvzY9FJTTLmJyUKuY35gaIBYY4yrPn1V1vMJS5NsiDZwxXlXuLYcrWWfUDFoweCDQusSSYBIilrPRcjFrfGOuSp0Sk4rF5XKkyiXOabW8DsJh+WPMU1Rbi1HnUyeteATKgYtGHwwY++OguoSSQHN4xVGgpsRsipI5rpQP8Xw7PBbIK8c1Ipdf7Lg1zHv5aOaFZ/FvuQ+z/ul0inueOIO12Q4J6GR+9mpl7Lcuuy2By39fY75CtGRocARROloIwdmn4ySKJKpmjQZopP8FsgLk2gkWteRJPWC31LZTiUqTI6OHs0r+eGEVzJdWqVt72Wt0lpPZbm1YPBg+v6djo5kAdsJPB1t9HVtBRyZfrxrMb56pRIqeCqdKkuYpSYYhYSCuvmHzNana65Zw31fu48116wpOvw1Pi3OO2a9I2/75uc3k9ieILE9wS0P32JrAjM7/tUS2pTkgVeEUESlmLF3R5Zj+sj042lN7nUMWzURoLW/D3GIqqjV6CQ3v4JJIfV0NJMLP455P6ZIpz4dxZgwF85f6NhB8I4n7mBkbMTRFDUwNEBie6KmFiBaMHjgJ7s5khpFMuamhpEhWvv7GIjPpuXN141iepEokk7Zah4RlXIUH/UcnVTsFzQITY1NNVuGYrLh5Zj3MkU6aRjFZlS7le72U9Op1qKXtGBwoaW/D0mNeVZJtWuw0/Lm6/R1njEe0eR1/mTs9RxriI1/udua2/jgyR9k6wtbS6JJiAiNDY15X+JKhBz6UKjyeOAz4Y+jlnEzRXo13+nq7Cqo90N8Wjyw6dPr/GpzWmsfgwPmhB5NjRaVrGaagfx2cjOEg+T1ja5HTDOAdZIeGhni5zt+XjLz0tQpUx37BNRryGE94+Sgjk+Ls+aaNZ6Tqpfj2kryUNI1CXJKbIrnNdwi36rRaT2pNAa/SWpQeGvOXEwzUGF+AsWe951T9D0rhR+fghU7M8BYaqykZZaPDB2p6TIU1kestYdwMsdzNdaLz74YsC+p7hbK6tUW1mtc1Zg8N2k0BlMDaBgZ8hUSGsTxazUDFeInqGefgpVKrNBN9VyHq9YHQQr52Wmsw2PD49ddc82agjv25TIlNsX3uKqxoOKk0RjcQkLttAY/Tudcv4CZrHZg9snj17TrtGZHrfsUCrGRhhmRFJEISqmsLmlOK8l6KUPhpKBNNk2ilCXPg5baSKt0XgkPJ6pRk500gsGtP7MddhO6EiEdaSCSGiUVa2bwmJnjkUemaQoMIRTftW01R4+lAAAgAElEQVR8W//czqwKrMB4prPZ77mW+zAU2nQmzIgkpRT3fe2+vO1uTWJqTRBowqUcK/RCTEHVWFBx0ggGJw3AyXzjt3XmQcvvTjWV+ud20td5RjhvpAop1Eba1dnFzj07efq5p3335HXCblVVjZN/MZFIQe4x2bSHQvCzQg+jtahfQVONmuykEQx2GoCX+cZaUtt0XFs1gVwh4WSuiu/aRmr/zprWCtxw+gIkDyXpuamHhfMX8osdvxhXz5samxhLjQUWCpBdkkCj8YOfFfrys5cHLuQ4tXmq757e1baYCUUwiMjHgO9htPZcr5RalbP/n4AVGK09XwcuUUrtzuxLAdszh+5RSn0yjDHl4lcDsMNvdVUns5S4nFOrWCORem5y9hkkDyXzMkaHR4dDG4e1kYpmAjcNZbJrE35W6F2dXYEEg9kzwtQ6TPPqzj07a6K5T2DBICJR4BbgI8A+4FkReUQp9TvLYb8GFimlBkXkCuA7wLLMviGl1GlBx+GH3KY6fvGrCXg5rK31j4oRUNVKJbKYTSod1qepTUq1QheEqc1Tbc1QI6MjWYukas68D0NjeD/wolLqJQARuRc4DxgXDEqpn1qO/yXwuRDuWza8NIH47udJAoPHzKQtucc1IS6a0Rz89naoBXIb7pQbnaBWGDqqyR+F+hnM5LpLv3Op73OqdWETRh5DB7DX8npfZpsTlwJPWF5PEZEtIvJLEfmU00kiclnmuC28+XqgAbf099GxfRNznnuMju2bPMtbe+UXiFK079luFMTzvLvUZSVVM/67Es3bW5tby37PipJIQE8PLFtm/J+ovbLOtcDys5cTjUR9H999ZjeJ7YmCQ11NX1w1lecOQ2Owmwtt68KJyOeARcDpls1zlFL7ReRtwCYR2a6U+mPeBZVaB6wDkJMWFd39u9BubOAvF8GpSJ4VZfk3l1ytpJAs7WohsT3hmQVaCgaHB2uuemXRJBKwdi2MZMx2yaTxGqBrErz/MmLni3DTiLs6u+i5qaeoe1WbWSkMwbAPmG15PQvYn3uQiJwFXAucrpQa9z4qpfZn/n9JRDYD7wXyBENYFJroBvmOazsB4EcoHI7PoeXN1z3DZosRXpXGqQyyWRzPrmRxWKTSqapUx4sKUU0koLcX+vuhvR26u7Mn/N7eCaFgMjJibA8oGHS4az65voiem3pshYOpKbuZNU858RR++/JvHfdXk1kpDFPSs8B8ETlRRGLABcAj1gNE5L3AWuCTSqnXLNuni0hT5vc48BdYfBOloNBEN5PB9g76Os/w3YTHxCyKl5x3GgfndnLwhAWkJVs9zQ2brcXGPU5lkJtiTaw4Z0XJTUx14WdYvx5Wrza0AKUmtAGrqajf4X06bTfR5qdQcCqrsnD+Qnpu6kE5WARam1u57u+u87x+tXyOA2sMSqkxEbkKeBIjXPV2pdQOEbke2KKUegT4P0Ar8ECmSqEZlvouYK2IpDGE1KqcaKbQKTTRLZcDs0+mfdfznk14YEJLODi3c3ybn7DZYoVXJfHKJi115FItFMJzJJGAO+6AARtHp6kNgPG/cvjctbu8/yLMT1p7yMcs+zIyOjLeAzo+Lc7C+QvZ/Pxmx892rDHG8rOX+/IhiAjLvrGs4qGsoeQxKKUeBx7P2Xad5fezHM77OdBpt69UFJPoZmWwvYOmgQO0JfdCpkezEwK0vPl6Vna0eQ03k1BQ4VUJ/GSTptP2CW2RSMRxn19qthDe+vWw0cPMZk7kuSYkK0ePGgLAbqIvoflpspDYnuDWn9zKWGoMMGohNUQb6D6z27VpkNkbAuCWh2/xvI+Z9Flpn8OkyXw28Zvo5uT8benvy0Qf+fN/F+NUDiq8SoVbeW23bNLcL1UuQYXCkkVLqsIuWzCJhLdQMHETCmBoG05aQLHmpww6WQ42PLEh7/M7lhpj3aPrHBM2BWHNNWvG/W9umf6mBmKlkj6HSScYwHvFbuf8je/aRnrvDgDb6CSnLm/FOJWDZGlXCrds0p6behyFQhC8OnVVPRs2hHu9kRHjmrmCobUVDtuEULqZnzRZOIWgumXxm9qyVxtStw5xlfI5TErB4IWd81eAaGrUVU9ISzS7GisgqTGm794+XoXVrg2oXURUsVnalcQpm7QUH+625jbWXLMm9OsWy+y7E3Re20vLnn4G57Sz/YZuiNkILDPqKFmiRMDDh7NNSokEDA7aH7tQ15kqJWZ+glfSZ/JQcrx8fC6V8p1NmkY9heDm5HUPS1WkZcItbQqTtuSe8QZBhd6vHijFhztovfwwmX13gkWXrWXq7iSiFFN3J/nA51bD9ddnH5hIwC23lE4omJjOavP3lEP+zebNE9FJOmrJlWKTKP1WArAzM1Wy9LbWGGzwqnlkZzYSQFTacZ/X/eqZ7jO7XX0MtU7ntb00DGabCgTgt781hMOrr5ZeGFhJJuGCC8DLd2OansA5aglc8yomS/TS8rOXs+bHa0ili2/364fcxlOVMpOKnfpS7chJixSrtpTs+rm+gFysGkFQ0hKlf25nTZiNCu3tbCWxPcGGJzaEutKvFh/D+ZFlSA1+j8YRsQ+DbW01hIXV8R2NQkuL4ezOERT1LBggv0uhV5hqMQhi23gqLJbK0ueUUos8x6EFgz0t/X3M2LuDSGrUseZHEMGgwLELXLUKiSCCwWTZN5Y5JgEVy5JFS1hxzopQr1kIH5/Xw9Td5S8eWBXEYrByZZ7Du96FhEmusBgeGQ60+BERUJRMY/ArGLQpyQHT+Tvnucds9wcSCiIk554KUHOlL4ISZr9nE7PcRqWEw/6PL+Ttt24MRYOsOUZGjOS8SZoPkRtwkdieCNTHwVyoVzqPQTufPSiJ/V8pmgYO1GTpi2JJbE/4itAolo1bNlakOuXsuxPM+cHm+hMKsRi0tfk7dmAgz1n9mQcmfiYTXZ1dnHLiKaFcy8xjqASTSjAUWm4bsK1t5IWXoUSAtuSemix9UQxmgk+pezWU+0s0++4EH/jb1TSNlb9BUckZGXEOc7WjtzITWDVy3d9dx5JFS0K5ls5jKDHFVizNTTYDpzrjAihSsWYio8OIRz9j42h76i1KySvBJyySh5Is/cZSV6d0rk24WDvuX551Pcc989v60xSsOIW52uESdTVZIpdMEtsTbH1hayjX0nkMJSaI2casrJqKNTs6opPzTmXP+86hr/MMT6FgYiccqqH0RdiUe9WTPJRk9UOrueQ7l2SZl6yai0KN23ELNUGd1rO+/oVCMfjMf5h9d4KPz+vh/MgyPj6vh9l310/ORNja8fDIcEVMpJNGMIRhtnE71qp1FLLit04uChiowYxnLyq16hkYGsia+O00l2LsuG/7/tOlFQqtlmSqpiZoyFHso1H/9v9yYlcmPIfPfD7Bn1+SnQy46LK1dSMcvLRjKfCTc3joMKsfWs3Sbywta5e3SSMYnCbrQiZxv9coxi8BE9VY6w27Gvblwjrxh1WPJuJTIyyKeBxuvx3uv9/4uesuuOIKY7uI8X9PD9x2G1x9teEkLicRjynDjFJywqbSa8PgCJ3X1oePwu2zFJ8W56pPX1W0c7pYDbcYJo1g8NMgp9hrDB4zM8upDdA/t5OxWHPBEfv15ngGI1Jj5bkriU+LIwhtzW1l7dNs1qyZ2jzVdn8hGk0YK9sUwptNU/M+G0diLUbCWC5dXbBmDdx3n/G/GRra1WXkELSW71kSieRrMLnYRCmN41DRdeqe6mhQExSnz1J8Wny8ttcf9v2h6OuXK1Jp0giGwfaOrMl6LNZccMax3TUG2jto7e8br4VkdWqbfolCqDfHs0lXZxdrrlnDfV+7j9v+123c/r9uDy1yww/JQ0mOjhzNa+5eaD2aRSu+H8iMdCTWwt9efRfT7hrgwqt/xK74XNIi7IrP5e9Xris8H6Cry9Awrr46wKgKYGzM+PHCKUrJqaJrnVR6derwZpafv+XhWwIHYpTDZzdpopIgnIqludfo2L7J1qk9Y++O8Ugmv1nS9eh4diKxPcHm5zeX9Z5mrSZr9y2/UUlLH/gM3Ym7Of/oaMH3NTWD3fG5fKX7Bnq7LgSgt+vC8d9NnNaCCo+EgK4u5y5wTU2GT6Lc9Zp6evJ7Vnd35zcdisXsNaUaxKn8PODZk8Ev5fDZhSIYRORjwPcwWnuuV0qtytnfBPwQeB/QDyxTSu3K7PsycCmQAj6vlHoyjDGVCyfTTyQ1iqQmJhG3+kpmeYxqLocRBtZQUREJ5UtSDOZ9F85fWFCo6o291yLAed2n8+s5n0cwVobiYC/80Mu/5saf3sZXum/gJ+9ePL5Q6Ni+qTR/6+XLDVOTNcw0GoXLLpuYnHt6yicgTGf0zp2wdetEIb7Fi7Nf5wqPGseu/HzPTT2hhWwvnF/6cumBBYOIRIFbgI8A+4BnReSRnN7NlwIHlVJvF5ELgG8Dy0Tk3cAFwMnACcDTIvIOpRyq11UhTpVYC6mwmoo109d5RqjjqjbMMD7zy1ENNbo2btk4Xk6jtbmV5WcvZ+eenTz93NP5QkumcsqKI6jo6bSP/RMRLCYphz/u//e2hZz+toUcjs8pT+kTc3J1qYZqu2IvJSMj2V3qkkmj3LdNfaV6phDzT6wx5ipEwsqRcCMMjeH9wItKqZcARORe4DzAKhjOA76e+f1B4GYRkcz2e5VSw8DLIvJi5nq/CGFcZcGuDWchKGDwmJnhDqoK8ZvkJiIVERoDQwPuNW7UEY5MgY6jF2ULBRdMedGW3GPboCm+axvs2uZLWxTsM8PyTExdXe4Trp3wKKeJCRz7TddzIpzfGmGtza2MjrmbK8vhYwjD+dwB7LW83pfZZnuMUmoMOAS0+zwXABG5TES2iMgWqiik03RIFzuV1WuIai5+PsyxxlhVaBJuRFW84HOctEXJ/JgahJ8SLaHQ1WVoDu3thnDwCkEtBT77TdcLfkK2W5tbGRkbcW0XCrXjY3Aym/s5xs+5xkal1gHrIFN2u+pwK3LhTj2GqObitGLKbUzS+0xvyWsqBSElSRrUW0K/rlOLVy98axJWEolsc1IlhLFHFFK9aQ9Wp7TT53tgyCZwIIdIJFKWrm5hCIZ9wGzL61nAfodj9olIAzANOODz3KrGrMEkAXsMtPT31bXjufvM7iwfAxgawspzV+Y56nKPqyYONtxJ++g/+TYnFYLpmC55bw6bJLOSEI0611uahP2mTad0kCrDV37qyrKU4Q5DMDwLzBeRE4E+DGfyZ3OOeQS4CMN3cD6wSSmlROQR4B4R+TcM5/N84L9DGFPZsKvBVCiSuU49CwanML7cD7n5OkhN+1Iy2PAzANpHLVFJIRbIMAMZGkaGiO/axuGBAxyc21nwdXI1iSwNwsmMI2Ikyx0OqcueWxG+zZthwYJJ4YC26/z2zNZnimoTaia3lVo4BBYMSqkxEbkKeBIjXPV2pdQOEbke2KKUegS4Dbgr41w+gCE8yBx3P4ajegy4spYiksCfGchPHsNkMCfZhfE5HVfNJqXBhp+NC4gThm6jgbeEIhzsItnaknsYbp0R7qLByeFs+hzKgYMDut7IjcZLHkqy+fnNNDY0khopfKorVwMf3dozIB3bN9mGqxaKUaH1tLwJoKW/bzz+vZpyHcJo8+lG7heqKmk+E0582rMNbFDGQghnztIYcn0MViIRSJcpv0TEKPNRALXmbyhVcypriY1C8Nvac9KUxCgVxRbMy8U0J1kx/Re55TbKFr1SQaz1lfxwyomn+D42MA1z4YQfwYlPA0Zk2r7TSlfeIzoyFO7f3KyxFLd5XsUIhSVLiivmN9W+dlU9UarQ0lKHrE6qkhhBcVu9h7FiNM1J1vvYxb/Xuz/CxDQ9uWkPuWUt1j+2fjxpLVSkFd7lbnt3SnYMfGsInBBn9TkoHpjIdwgrE7qpqXCH9tGjhvZSx+Ykp2g8MzQ1NxijqaGJw0PePp5Sh6xqweATrw5w0/fvzCqBUSwzd/6C5oEDrgJmMvgjrPh1XINbVmjx4cQgcPz3PY8KmuzoRskWBG4+hVjM32S/sUhBPDZW934Gp2i85WcvB/I/0zv37PS1sCl1WQwtGHzi1gFusL3DtxPa6oi2czZ6CQWojgqsS12MvaXwP/h1XCcdVWwF0XZIFaqCCxx7ORx7oeeRuW1gw/Y3hLUgyNIepl5iX3ivtdWovbS6xNFhTsX2HKi1/AavRY31M11IYcmfPf8zVpyzIvTxmmjB4BOvDnBeZgQFjDRNJTZ8xHXC8JpMJlMF1qJomANju222z4V37II37obXroWxPcaxb7khe9L32u+BWX23pb+P+K5toQqHkiwIxGGEIsZEvXNn8RqBX8xie1CX2oPfRU0hvdGHR4dZ/9j6kgkHLRh84jTxm19WOzOCshxz8IQFxHc9X/REYVxLGMisSsuSCFUkTtpEUE3CTUsZ5y0j8MploAYntkmLMcGDMcm7TfRe+30y2N6B2rMdKSJWHfJDnBUQGR1m1raNRFKj4f3d7bQFc3siYVRBLQdFhK/WmvbgRaEO5aefe1oLhkpjN/FbV++5ZgTbL+6uba73cMt3kMwRbck9WUXZGkaGiO9+nnTG+V2NgqKsmJN6gFV/GLT096EkgiIVitYggKg0pIyoITMBLr13Bwdmn1z839spp2Hq1PJWYYVJVz8pF7+F9kxKWbZeCwaf+Jn4vRsB2TtA3Xo12F0hb5tSRDOO75KVdA4BXyv+MAhp1V8suYEKxeD3sxBNjQb6e3+2+yZ+sPYypo5YNKxYzDAllVMoQKAubrnKaC1qEHaOajciUrpsAy0YCiBoB7jD8dl5JZgVoCRi22Deb+e3XCZTSGs1EkaZlEII8vc2O8jd2Hst8/r3TPRwuPnmsIfpTh11cSuWXEf11OapjKXGODpy1Pb4s953VsnGogVDGTFr3rQl92JO+6awCJvJFtJaTVTi2Qe5p9liNCs7ure3fH0a4vG66+JWLH5ydyIS4az3naWjkuqJg3M7s4qitfT3OQqGILbpaghpnayUKtHN656h0t2d3yY0bGKxSdfJzS9OEUrFlsIoFC0Yykhu5vTgMTNp698berx7GtEhrRUk7EQ3u7Q862cmrBDm7OzohHMoaxjE40bp7d5ew2wVcu/nWo9YcopQKkf3NtC1ksqGXd2jtuQepARFDFW0QfsXKoQp/EWlxhMaw0AsP4iQijaiMArs9c/tDP/v3dtrZCaXgtZWQwhs3myYq5SayGVIJEpzzxrDqeRFObq3gRYMZcPOIVmq9VgkhNIcmsLJFf7m3zeocMjLkFcKFW1gz/vOoa/zjNIsAkoZOnr0KGzYkB/1ZOYyhMxnHpj4qRWcWoGWuhSGiTYllYlyOiTT0UbHBLhqLeNdD5RC+DtFppX88+SU3xAGY2POzYAmeS6DSVdnl23dpM3Pb2bBnAXV36hH4w8nh6TdF7/YMFXz3EhqdLygnzWvAXAtBKgJRjmFf8mDC7q7S18nyY4AuQy1hl1nt60vbB1/PTwynHfOyOgIvc/0llwwaFNSmXDq22CmvJk/qWgjh+NzgtQBdSzV7VYIUBMMo19C+MbBdLQx73NTlnpZXV3Q1lb4ebGY0Z+htbW4c0ucy1AtZiUzHDV5KIlCkTyUZOOWjVmvncpvl8MBHUgwiMgMEXlKRF7I/D/d5pjTROQXIrJDRH4jIsss+zaIyMsisi3zc1qQ8VQzg+0d9M/tRNlMHoKxAtzzvnPYd9qSonr8ehEdGXItBNixfVPRzWBa+vvo2L6JOc89Fug6tYrpW5DQXM0GCjgy/Xj653YyFmsurbPZjosvLrwBj1JGL+fbbzcEhF/i8UkVulpIwbxcyuGADmpK+hLwjFJqlYh8KfP6iznHDAJ/p5R6QUROAJ4TkSeVUm9k9n9BKfVgwHHUBIPtHY71kqyTdikm1nS0ERVtsDVnWbvDjY/TJ159KiYDpcp0FqC1v4/h1hmBW3sWfu/PQNdn6OYD3LP6c/5PHB2FW281fvdbgC8eN3ImykwlQ1qLXfXHGmN0n1n6DPGgpqTzgDszv98JfCr3AKXUH5RSL2R+3w+8BswMeN+axck2bG6fWH36w+8aNZIeY/CYmaRdrlyMWWmymKfctKJS+hYq/Sx7uy4sbOUPhnN59Wr/zutJ6HAuZtUfnxZn5bkrS+5fgOCC4a1KqVcAMv+/xe1gEXk/EAP+aNl8Q8bE9F0RaXI59zIR2SIiW3jz9YDDrhwHT1iQNzlbE9L8rD5Nf8RYrNm3P0KUYurBVzxzlgqd5Lz6VNQDXr23S+0IrvizXLHCEA6RzHQRicCUKeFdfxI5nE2cwlGdMDOeyyEUwIcpSUSeBo6z2XVtITcSkeOBu4CLlBqvGPdl4FUMYbEOwwx1vd35Sql1mWOQkxaFnxVWQqwhouloY54t2jpZ+50EkvMMd4y5mvQTyeS3J3XH9k2+w1i9+lTUA17d+0rZ0hMq+yy7E3dD7zXGqt6anZxIhBe1tLA8sfnVhF1nt4XzF/LzHT9nYCi7R0a5zEdWPAWDUsqxhJ+I/ElEjldKvZKZ+F9zOO4Y4DHgfyulfmm59iuZX4dF5A7gXwoafQ2Qa4OP2iSfiVLjk4yfOjsCzNi7A0mNEbEImSBhrtZr2/kJnPIfvPpU1ANeWpH5jMLu2AblfZbdibu5sfda5vTvYU/7HP7fwo+zfPOdYJbkzu20FlZ3t82bDYd1BR3PlfA32HV2W3HOirwwVqf+5qUkqPP5EeAiYFXm/5/kHiAiMeBh4IdKqQdy9plCRTD8E78NOJ6qw69j0pxk/K4+7Vb/bpNSoULDuiK2czDHd22DXdtIRxtBpbN0oIGA5cmrAasgdOqjYfULlcIPoCjfs+xO3J3Vl2Fecjc9G7+ftfAAsjutLVgAmzYFL51RRPe2esZvK9BSElQwrALuF5FLgT1gVOESkUXA5UqpFcBS4K+AdhG5OHPexUqpbcDdIjIT45u3Dbg84HiqDr+mIXOSKcXqUzlMbF5ER4bGJz2njF47Dag1uZfh1hk1KxzyG+2oPMFq+oVa+vto3/V8/gQaAtaopFI/yxt7r81u1gPO78l0FodZTymZNMxTVSAc6qHpT1ACCQalVD9wps32LcCKzO8/An7kcH55Y/AqgB/TUK65YLC9g9T+na7nOQkNu17BxVbrEYxMaSnQdh5BBWoUVMqyHX6u7ae0hekXmrF3R0mEgkm5mi7N6S+gJ4jpLA47mshqptJUFJ35XGLsMp6Vj+qYtuf5uJ+deckuG9ovxTpUi42ksYsAiu/axnRLWY9i8YouMkNS/Yzd9AuVo2BhOaKS9rTPsd2eF95sZicnSlCWu0RF9IJSLdnS5UTXSioxfnpF+z3Pa4IIw/lsh2mIKuTaxUbSOK3W25J7HE0qfjUMp+iiGXt3GCt/n1FbJuUKIy1HVNJXum/I6/18JNbCHYsv4qqtD2RHJYGxuk8X0YxeBK66yjmiaRLmNFQjWjCUgWJ7Reee17F9k2MhvlSsGUmN2dr8wyDXS+E2gXo1CnKbyJ0mWwFbk0ohmddO1y5UIFhHpUQQm37dYVGuqCRr7+c5yd2kI1GaRwb5xNbH8xvo9PTkl8z2i1KGVtDWZl9hdZLlNFRDBJIdWjDUEE6hoaYpKt9pak+xmoWX5qAAJRH6577HURA6RTil9+7gwOyTXX0ydhO7kxYQ3/U87NqWJXicru0VzeV8jAq90ZLCKF8SSY2WvSy6KRxyo5PybP9BV/XJJESj0NCQ7bwuQxG9aiK3r3PyUJK1jxrPutLCQQuGGsLLLJW7H/IntDTCQHw2Uw++kmUf9ysovI7bu/Bs1/1OpqJoatQIgcVZ+OSaVFr6+1w0DGPCtmoQdoI1iPmtFDkLZSuQ54BddFKW7b+311j1ezFrFvT1OR+bShkVWKdMyU+eq2LCzHewK6RXrrLaXmjBUGN4maWs+1v6+8Zt52CsRA/MPtlITJvb6VvDKIQ5zz2W9dq8J2QLLDtyo6lyX0dGh5nz3GNG9ng6hSi3yk8TRFSK9t2/yazu1bgW4Mf8VsKux+OYpsBKN03qTtzN3ORu+53JZGGZzmbLTjeOHDGqsE5SKt3X2Q0tGOoYLyFSbFXQQpoLmZqAQgoK67SNrsrY8ovxo+QKEQWMxJppGjpcMqe9HxRGeZNK53x0J+7mnrWXhHfBo0e9j6lxf4JTlJJfTaJ9WjvJQ/mFBsvV19kNHa46iQkzqsZtYhVckqXKhJ2gaR44QLRox3NwFHA4PqfiWsLLPfO4e/XnincoF4OdPyGRMBzby5YZ/ycS5RtPBbArpFeJukh2aI1hEpOONha3+i7BWCpBud9HJR3LduSWwSgruU15EgnDyW0Kp9y6TDWEXz+EXSE9HZWkqSgt/X1E0oWXM6ik2cUv1TzGfacV2NughNg6mstBJJI/2ff25mssk6CGUjXURbJDC4ZJyvT9O21DLd3CM80Vb6lyJcKa0P1coxLCo9pKkXuWwYhGjYS0sOohmZxlU7DZKQS2xhPearXukvYx5GDaXFPLIrzcM8+oR1+DePVhLta/cGD2yXmlOqwU6klQ4z/e03RQL4V5LyitULDex6QaS5E7lcEYJ5UyhEJYpS8iEaPhz4oV+f6E1lb7c2rcQV2raI3Bgl3p4R+svQyYSP6pBfxkA7s12ImOHMVpGo5nSm2rVMpeq4hEIW2/zwklUV/RUUGmJzP5LhJClrL5ZJRE8qKdzFwEKLwMSrn5SvcNRiSSl9M5V7NsbYUPfch/LwYRuO++ideJhNHjOZX5myeTxjGTPOGtmtCCwYKdzXXqyCA39l5bU4LBq+MYOGdRHzxhwXiiWS7WUttOq3dJpwo2N9kJhbBNPQIQUCjY5Ru4lfeoNkGQS2/XhdzDrwrvxDY0ZPRi+M//LDws1anzm1KG6erYY2sq4a1Qgoa4lgstGCw42VwLKklcBfjpw+yWRe1V8hucJ20zoS2++/nQy593+HcAABfaSURBVEU44VeIBBU0qVgzfZ3ZleKLrYNV06RScMcdMDzs73hz1W9GHjkxPAx33RV8fJrAaMFgYU/7HKM2jM32WsJvH2anSS1oD+PB9g6SeDcb8hIbpZjw7TKqnRztuSaiavMRFIvCsmwttsz1wIBhUhoYcD+uqWli1W8XeaQBKtNa1A3tfLbwle4bOBJrydp2JNbCV7pvqNCIisOul0MhE9tgewf9czsZizX7dgybmOU3vFbRCjFKW9juC9ZDwvW+Ehl/X6loY95dzO2H43PGj3PqmVEXBIn68WNGilkSuLzu1dZW/Fg0oRJIYxCRGcB9wDxgF7BUKXXQ5rgUYHZa2aOU+mRm+4nAvcAMYCvwt0opzyXF+zjIFh5ACFe0ZpUezjRE/0r3DfR2XWjbKP0TWx/PO64aKLYHRO41rHZ0v8XnrFqJe/c65djkJsze1XnnR6Lj5qCO7ZuQnDEIoKINHJzbSd4HuR5pbzecv8XgJ4zVqlG43auhAS6+uLhx1BnVoD0ENSV9CXhGKbVKRL6Uef1Fm+OGlFKn2Wz/NvBdpdS9IvJ94FLg1oBjCkRv14V5E7xdtNKVG28dn6CqMXopTNu3naAZPGYmrf19ts5rE9ORbT+RC+log28nten4jYyNIGlvE5eTALEKIz++mLqnuzs74zhsrI5np3u1tRlCoc4czbVMUMFwHrA48/udwGbsBUMeIiLAGcBnLed/nQIEQ5attAj8ahx20Uq5k04tRi8Vgp2gGW6d4aqVDLZ3cHjgAG3JPTa1ihSR9JhvDSAdbaSv8wxa+vs8HdtKhHTEXuj40WiqLREtDBy/K+ZkXGhkkh9yw02tvoY6jjwKk0pFMQUVDG9VSr0CoJR6RUTe4nDcFBHZAowBq5RSPwbagTeUUqY+ug+oSiOu36ikWoteCoofreTg3E6GW2cQ3/X8eI8EE1GKdIF5D6Zj264Vp5mZbZb5dgrHHR+bS8jupCGR8O+AFvHXi8Ektx4SGK+1IKh6PAWDiDwNHGez69oC7jNHKbVfRN4GbBKR7cCbNsc5fupE5DLgMoA58XgBt3bGTeOwahNO0Uq51Fr0UrkYbO8Ap9yIdIrkvNNcmwtBtgnIFEh+ej17aTRex9QqvrTp3MJ1nhdVRpSRnzDVq692FgCmMNJaQ9GUutSGp2BQStkUNjEQkT+JyPEZbeF44DWHa+zP/P+SiGwG3gv8B3CsiDRktIZZwH6XcawD1gEsOumkstZwtmuUnsvRaON49FKuo7qaHNOVws1sY9U8nPpa25l3CmlaFOSYuqWY8NHRUX+ag5tQqJMqqvVMUFPSI8BFwKrM/z/JPUBEpgODSqlhEYkDfwF8RymlROSnwPkYkUm251eKrBVXVwy4FHp7Ucmk7Yp2pCE2Hr1UD2U1wsav2Uabd7wJ6lsbp5hQ1XQa4nH3SCY3jX6SVlEtNWFHMgUVDKuA+0XkUmAPGPYXEVkEXK6UWgG8C1grImmMvIlVSqnfZc7/InCviHwL+DVwW8DxlA7TNrp0qe3utuEjQP2U1Qgbv2abejbvlJ1ck83ChbB168TrWMx/9rIVt0gmr/pGdVpFtd4IJBiUUv3AmTbbtwArMr//HOh0OP8l4P1BxlBuvJyk9VJWoxT4NdtMavOOBVvNwM4+D/bbck021qJ3xeYuRDI5sStXGvdMJo1tpibh5S9wymXQVVRDwymSqRB0SYxCaWuDw4fzNifbjA92vZTV0FQhdvb5NWuMSdm0+ZvbWlpKk5uQTsMtt8CVVxr3KRQ7bUNXUa06tGAolIsvhltvzcv6nMkIKvF56P4kR9belmVOqsWyGpryUJC/wM4+n7JJ9kulbBcvoZFOZzuMC4ky0rkMNYEWDIVifoDvuCM73f/w4fEkocG2dgZjzbQfOaCjkjThUS47fDRqL3CsmA5jKDzKSOcyVD1aMBRDV5fxpXCoLDnzcOYLvGQJ81asoDfkmk6a6iW0iCE7gtQ1KgQRf5VT+/t1lFGdoqurFouf1dvGjYaardGEQXd3drXSUjE2BlOmwP33G4lqEYdpor1dRxnVKVpjKBa/q7feXtTOnfD004ZtNhIxmqGvWBF6dVhNuHiu/suZwWvea2RkIgrI/N8OtyS0q6+eiChywpzYzffj5DB2uo6OMqpptMZQLH5Xb2aYoPkFTqeN1+vXl3Z8mtJiRgglk8YEbNrWS6Ehrl9v+K/MCTidNvwATkIBvDOTFy5032+d2Lu6jPDUeNwQOPH4RB0ku++BjjKqebTGUCzW6Ipi7L5PP41a4W2P9tIqdPkNf4Ru+y+XbT2RyM4/MHFzDre2wuCgs+BYs8YQLG7kTuxODmMdZVSXaMEQBOuXZf16+y+wE26rPQ/GhUFyNyBEMrUHdfmNMhKWbd3LHFVM600vp3Eq5S5YliwpbGLXUUZ1hxYMYbFiBSxY4F+DMB16dhODxScxJhGOxJppHRkc7xy3fPOdljyJbJOBU/kNrVmETBgZvH4KypXbietWFVUzaRBVSH31KmHRSSepLatWVXoYzvT0eAuHJUsMQVKC7llpEaL3TWgkuYX9wEi6+/uV6+pOOJQ0XNSKXcnqWMy+B4HT+bfcYq85xuMTWcV+Pkth0dpqRCNpk1DdIkuXPqeUWuR1nHY+lwK3VV4kYgiFFSuKK3vs5/ZTZ/ByzzxSyyK83DOP793xD46F/TRF4uaQ9cIUKk7mROvnp7vbuL4dTU2Fj9uJaBSOHi2PM11T9WhTUilwMjNYV4JQMjPBzIF+Zg4Y13ZrMDSvf4/tCtvq8K4mE1TZtAG/FGNbTyS822jmRgStW1dcFVQ/iBj3Gx7OL6OhE9UmLVpjKAV+Q/gqHevtcX/TBDUvuZuIUuPO7e7E3Y7HWzUVp+MmLYmEd+E5u8+Jk1AIKiyamuC++4wxOTmsdaLapERrDKXAbwifW117J2IxWLy4sAgop+s4xJqPr8zvuBxsTFD33HE59/Re41rmeV5yN/esvYR7+FU4K856aAfZ2+tdg2jx4vK9r1TKeK5dXboctiYLLRhKhR8zg7nfyQlp0tRkTLjWCXHr1mBOSa8JKJFwXkUODEzsM23RsVjp4vprqR2kkwBLJPz9vTZvNoISrO/Lb59lk2jU8BN4hUSPjU38fXQ5bI0FLRgqTVcX3Hyz8/7777ff3t3tbat2Y+vW/G2JBGzYUHjJ5pERZ62nEFOE06TqN5ms0lqFnQBbvdr4cXIg5zIyYlTuNcedSHhrGVbMZjmQ/SychFJu6Yta18o0oRBIMIjIDOA+YB6wC1iqlDqYc8yHge9aNr0TuEAp9WMR2QCcDhzK7LtYKbUtyJhqEqcvbmurEa5o90Xt6gomGJLJCTMCGL/b9JkIjF9ThJtW4CeZrFxahZvwcYsyKyQsfGBg4m/T2+v/bxKJTFQ87e6eqGXU3+9cVynX0a0FgYbgzucvAc8opeYDz2ReZ6GU+qlS6jSl1GnAGcAgYDWQf8HcPymFAtg7q8sRPmi9XiETkB1tbcFq5rhpBU7Cxbrd7fywsKuPtGYNXHopLFsWbr6BOe5CNC6zk5s5rltvnRirnVDQpiKNA0FNSecBizO/3wlsBr7ocvz5wBNKqUGXYyYfdmq8n/BBhzajvrFeL0j0STRqdLaD/Obzvb2GqczLNOGmFVx1lbf9u5QlKsz3ZTfxl6pbmnmvqVO9S1zY4WR+ikQMQaFNRRoXggqGtyqlXgFQSr0iIm/xOP4C4N9ytt0gIteR0TiUUiUK2K5yctX4Zcvsj7NOdA5tRrOIRqGx0dA+3K4XpAmMaT+3vge/ph1zInYytUyd6m3/TiScy0wHLVERxFwXlKVLw7+mUkaIqkbjgqdgEJGngeNsdhWUNisixwOdwJOWzV8GXgViwDoMbeN6h/MvAy4DmBOPF3Lr2sQtfNC6qm1tNb7sR45MrNK3bjX2TZ1qCAQnoQDGhLpsmXEdtxr+boyNZTtMwZ/D2K6shN34wNn+7ZZFHI0amteyZe4rZPN5lqv0RFDa2oxFgfkZEPFflFGHn2p84CkYlFJnOe0TkT+JyPEZbeF44DWXSy0FHlZKjVqu/Urm12ERuQP4F5dxrMMQHiw66aTaK/BUKE7hgwsXZm8/fNjYftVV+ZNeT4+3GcKcUA4fNiaYQkMjTQYG4JJLJgSUVxQM+CsJ4jV+p2uIGD+mmccaIWRG7phhpGHXq3JroBMGAwPu2pkT2qeg8UlQ5/MjwEWZ3y8CfuJybDeQ5QnMCBNERIBPAb8NOJ76wakWz9at/p2shdrXlTLMTmZLx0LbSA4MTDg/nbCuWP2s0L1WuE7vUSlnE5vVabx6dfFCobUVGnLWVrFYaYUC5D8T62fFDb+1nDSTnqA+hlXA/SJyKbAHjCI7IrIIuFwptSLzeh4wG/hZzvl3i8hMQIBtwOUBx1Nf2JlPnHIeksl8k0kxjkvz+KCNiOywrlj9RFflHm/nYwjinA3qNJ4yBT70oWzTnUhxgsZ0CnuZhZxW/eZn5YIL7M+PRLRQ0PgmkGBQSvUDZ9ps3wKssLzeBXTYHHdGkPtPStzMNNaw1p073X0LbuTmTgQRDvG4c8y/G6bP4+ab4Qc/yH4vVke2U+JYsf6SQkgmjUzllSuN18WapKzlur0aPnllrDsJlVJrMZq6Qmc+1xp+6iuNjIw3+ikKUwiYE/DixfDMM4Vl4EJ+NVkrbmaupqZsLcBOwJnmMydtoVx9RqxmPL9CIRKBlpYJf4zV37F5s/u5diUzrMTjzpV9NRqfaMFQa+SGbjpNgGGtEEdGDFNJS4uz6aWtbcK/YGV4eCKDN5EwIpf8mH38Or+9yj2UCzchJ2IEBvgpNeHHGe9Vf0rXPNKEgBYMtYjV9+DU4avQyBi3490mXhHnfIrDhyfMWsVoHF6Y4blBK82GMQ5wDi/2W2rCb7CA23G65pEmBHQ/hlrHqffDWWf5jyqKxeDKK4szN7S3u5fTMM1aYQsFMN67XTFAP7S1TfTddsLP8zBX4357cLjhN8fA67iuLsOEZ/Za0EJBUyBaMNQ6TmGtK1bkb1+yZGKyMydF83goPH/BnPi8VrqlcHyeckrxpTxiMUPLcfNDmO/NTThY23kGafVpYidcnMal0ZQQbUqqB5xMFX5NGIUkedlFGXlFLRVi1vIbTfTqq8b/hfoYWlth+XL3cUcihsPdab81ishK0OqkdmYgaya7NgtpyoQWDBp/Tk9wjjJys/MX2nGutdWISvLbR8DO2eokXE45Ba67buK1k6N28WIj+sfumVizpkuBLn2tqQK0YND4M8e4mTCc7PyRyMTK2q9gGBiA226beO3kXDft7H4r08KElmHi5Kh1EpRu4bcaTR2hBYPGeWXut0SzW1kK8xyn+Hq7sVjxE35ZTGVap3PBObs8SGlyjaaG0IJB4zz5+nWeOpWlsE7yfhLz3KqhFhJ+GbSxfdDzNZoaRwsGTbDY90TCPjM5Gs1f1efew65EuLUaqrV/Q6HRPUGSvHSSmGaSowWDxqBYp6dTDkNLS2FRO3Ylwr2yfJ0ImuSlk8Q0kxwtGDTBcLK7F1rxNKzWnCZhhI5qQaCZpOgEN00wnOzuhdrjw7qORqMJjBYMmmCEUQoizOtoNJrAaFOSJhhh2eO1XV+jqRq0YNAEJyx7vLbrazRVgTYlaTQajSaLQIJBRD4jIjtEJJ3p8+x03MdEZKeIvCgiX7JsP1FEfiUiL4jIfSJSYPd5jUaj0YRNUI3ht8Cngf90OkBEosAtwNnAu4FuEXl3Zve3ge8qpeYDB4FLA45Ho9FoNAEJJBiUUr9XSu30OOz9wItKqZeUUiPAvcB5IiLAGcCDmePuBD4VZDwajUajCU45fAwdwF7L632Zbe3AG0qpsZzttojIZSKyRUS2vP7mmyUbrEaj0Ux2PKOSRORp4DibXdcqpX7i4x5is025bLdFKbUOWAew6KSTfHRy0Wg0Gk0xeAoGpdRZAe+xD5hteT0L2A8kgWNFpCGjNZjbPXnupZeSsnTp7pzN8cw1q5FqHhtU9/j02IqnmsdXzWOD6h5fkLHN9XNQOfIYngXmi8iJQB9wAfBZpZQSkZ8C52P4HS4C/GggKKVm5m4TkS1KKcfIqEpSzWOD6h6fHlvxVPP4qnlsUN3jK8fYgoar/rWI7AM+CDwmIk9mtp8gIo8DZLSBq4Angd8D9yuldmQu8UXgn0TkRQyfw22599BoNBpNeQmkMSilHgYettm+H/i45fXjwOM2x72EEbWk0Wg0miqhnjKf11V6AC5U89igusenx1Y81Ty+ah4bVPf4Sj42UUoH+Gg0Go1mgnrSGDQajUYTAlowaDQajSaLmhEM1V6wT0RmiMhTmes/JSLTbY75sIhss/wcFZFPZfZtEJGXLftOK+fYMselLPd/xLK9Gp7daSLyi8xn4DcissyyL/Rn5/Q5suxvyjyLFzPPZp5l35cz23eKyEeDjqWIsf2TiPwu85yeEZG5ln22f+Myj+9iEXndMo4Vln0XZT4HL4jIRRUY23ct4/qDiLxh2VfSZycit4vIayLyW4f9IiL/nhn7b0RkoWVfuM9NKVUTP8C7gAXAZmCRwzFR4I/A24AY8Dzw7sy++4ELMr9/H7gi5PF9B/hS5vcvAd/2OH4GcABoybzeAJxfomfna2zAgMP2ij874B3A/MzvJwCvAMeW4tm5fY4sx/QA38/8fgFwX+b3d2eObwJOzFwnWuaxfdjyubrCHJvb37jM47sYuNnm3BnAS5n/p2d+n17OseUcfzVwexmf3V8BC4HfOuz/OPAERtWIPwd+VarnVjMag6r+gn3nZa7r9/rnA08opQZDHocdhY5tnGp5dkqpPyilXsj8vh94DchLdAwJ28+Ry5gfBM7MPKvzgHuVUsNKqZeBFwk3JNtzbEqpn1o+V7/EqCpQLvw8Oyc+CjyllDqglDoIPAV8rIJj6wZ6Q7y/K0qp/8RYLDpxHvBDZfBLjMoRx1OC51YzgsEnoRTsK5K3KqVeAcj8/xaP4y8g/0N3Q0ZF/K6INFVgbFPEKFT4S9PERRU+OxF5P8aK74+WzWE+O6fPke0xmWdzCONZ+Tm31GOzcinGKtPE7m8cJn7H9zeZv9eDImKWzKmaZ5cxv50IbLJsLvWz88Jp/KE/t6pq7SlVUrDP8eIu4yvwOscDnRjZ4CZfBl7FmPDWYWSFX1/msc1RSu0XkbcBm0RkO2BXyrbSz+4u4CKlVDqzOdCzs7uNzbbc91zSz5oLvq8vIp8DFgGnWzbn/Y2VUn+0O7+E43sU6FVKDYvI5Ria1xk+zy312EwuAB5USqUs20r97Lwo22euqgSDqsKCfX7HJyJ/EpHjlVKvZCav11wutRR4WCk1arn2K5lfh0XkDuBfyj22jIkGpdRLIrIZeC/wH1TJsxOR/7+9M2aRGoqi8HdF0EKUVRut1gXRUmEL0UILWXCLQcFiChHUZsGfsBZ2+hdES7sthAEFQXftBCtFFNSxWxAFC8vF4lncG3kZM2aGScKynA9CJi+5mcN5SW7yXnjZDzwF7sSjdLHvmbyrYNxxVLXNppntBg7gzQCTxLatDTO7iCfd8ymlraJ8TB03eXGr1ZdS+pktPsQ/2FXEXhiJfdWltow+cDsv6MC7Osbpb9y3ndaU9HfAPvM3Z/rAIHkPTTFgH0wxYN8UDGK/k+z/n7bLuCAWbfqX8a/jdabNzOaKJhgzOwycAz5uF++iPp/gbaxrI+ua9q7yOPqP5qvAeng1APrmby0dA44Db2bUM5U2MzsNPAB6KaUfWXllHTeobVJ9R7LFHj6GGvgT9FLonAOWKD9Vt64t9J3AO3FfZ2VdeFfHALgebyedAX7FTVHzvrXZy97kBFzBM+MW8B14HuVHgWfZdsvAZzyTr2blC/gJOgTWgD0N6zsEvAS+xPxglC8Cj7Lt5vFRZneNxK8D7/GL2mNgX5fagLPx/+9ifms7eQdcA34Db7PpVFveVR1HePNUL37vDS+G4c1CFrsacZ+ASy2cC3XaXsQ5Uvg0qKvjjvXdAz6Ejg3gZBZ7MzwdAje61hbLd4H7I3Gte4ffLH6L43wT7x9aAVZiveGfSf4aGhaz2EZ905AYQgghSuy0piQhhBAzosQghBCihBKDEEKIEkoMQgghSigxCCGEKKHEIIQQooQSgxBCiBJ/AC18B1zcDszKAAAAAElFTkSuQmCC
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<h2 id="Result">Compare Results of Different Momentum Terms</h2>
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<p>The plot below compares results of different momentum terms. We see that in general. The Cost decreases proportionally to the momentum term, but larger momentum terms lead to larger oscillations. While the momentum term decreases faster, it seems that a momentum term of 0.2 reaches the smallest value for the cost.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the Loss result for each term</span>

<span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">Results</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">value</span><span class="p">[</span><span class="s1">&#39;Loss&#39;</span><span class="p">],</span><span class="n">label</span><span class="o">=</span><span class="n">key</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Total Loss or Cost&#39;</span><span class="p">)</span>
</pre></div>

    </div>
</div>
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<p>The  accuracy seems to be proportional to the momentum term.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the Accuracy result for each term</span>

<span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">Results</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">value</span><span class="p">[</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">],</span><span class="n">label</span><span class="o">=</span><span class="n">key</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
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VEeAFbimpL6nhAiS1GUZ4FMIcQSYAzwvKIoAlf30e/dFY8kdTemfVkUzJyJsDR1q2g0YLcjUKgPTqIqOIVK3wjqfaMg8vf49RGEJoWRt6uS4FgfJk1PQecxGo+oyFZfPyEjlISM0HOKSVEU9L4eF/rWpE7k1hEVIcRyYPlJ981p8fXnwOfujOFSdjGUzp4/fz7//Oc/OXLkCBUVFYSEhLgllkuN02Si9NFHUfn743P3AxgqzdTV2KkgjKN1XljMAkWBHvF+9OnlhUqn41iBkbIcA9H9gpjw25RLfkBVap38rejGLobS2ZdddhnXXHMNY8aMafcYLmXHXnmVImMgeYP+RONPv9yv99USlxFMbGow0X2D0HlrOy9IqUuSSaEdyNLZpy+dPWDAgI75IXRjFpOd/D2V6Ly1+IfqMe/cwbrdPlT1u5OwMF8GDgsnIMwL/zA9/iF6FJXsy5fOX/dLCiseh6N7z97uXIT3h8kvnLGJLJ0tS2efDyEEwmJBpdPRYLBwaOsx/EP1hAQrmL5fzuH6CPbna7GanSc8TxXUh5HT4kifGH/K+gBJuhDdLyl0Elk6W5bOPhfWwkIMS5dSt2QptooKQv/xb1auhZqyhuY2ijMcoVITUrmT2GPrERYrJq8wHFGJpD94PWHDEjrvDUjdVvdLCmc5o3cXWTpbls5uC6fZzNG//AXDF1+CouA1dCh2rZ7l/92P0T+Gax5Io+6/b1KaVYb6qqkkDw3AuzQMa+4AdCmpeF9xOdqwsM5+G1I31v2SwkVMls6+tJkLitj5+OsUWcOxjH+FHn3DiejXg5ytpdQfqaN/9nto3gtDs3IFg/40m5C7JzU90/378krScR2/g8MlbN68eWRmZpKWlsbjjz9+XqWzH3vsMdLT08nIyGDTpk1nfM7YsWPJzs4mIyODxYsXc+ONN1JdXU1GRgZvvvlmu5XOnjRp0gmls6dMmUJpqWvx+uuvv05UVBTFxcWkpaVx1113nfcxuyJzg43Dmcf47sU1fPCX3ezwn0x91AACekdRkm9i/aJDlOYaGXNTLD29aqlbvoKAW24h+BL7PkkXD7eVznYXWTq7e+qOP8NNX+Swa3Whq0KnzUiYrYi034whfkxfVGoVQgiMNRYcNicBPbywV1VhXLsO/2lTL7jKqCSd7GIonS1Jl6z9G4vZuaqQ8JrdRBb+SPz0CYTefy8qj19W+yqKgm/QL5VGNcHBBNx4Q2eEK0nNZFKQpHYk7HbyFy5n7U+eBBjyyGALkQv+ji75/LvqJKkjyaQgSRcoZ/sxKvYV4pW/HWXDCjIjZ6D1UBj/m96ETr5XTtWVuhSZFCTpAmQtz2LtkmNNt3pDYm8UBa770wDCEgM7NTZJOh8yKUhSG5kbbGg91M37CRx871vWbdYSaMxn7DgvLGmjqKx0EhThTU+ZEKQuSiYFSWqDY3l1fPPPnajUCvF9ffHZ+wO7GvvgrdQz9S+T8Onl2iY2rnPDlKQLJtcpdGO7du1i+fLlZ294np5//nkSExNJTk5m5cqVrbaZOXMmycnJpKamcuedd2Kz2dwWj7tUlRpZOn8Xeh8N4R5VHNp6jEzrQDQ6D67/28TmhCBJ3YFMCt2YO5NCy9LZ3333Hb/73e9wOE7dj3fmzJkcOHCAvXv3YjKZeOedd9wSjzsIq5WcJ//GV3N/BEMNqT/MpdfXTzJZ9z3jbojgxqcvxy/Mp7PDlKR2JZNCO8jPz6dPnz7cddddpKamMnPmTFavXs1ll11GUlISW7duBaC6uprrrruOtLQ0hg8fzp49ewDXSuff/OY3TJgwgbi4OL788kseffRR+vfvz6RJk5rPrrdv387o0aMZNGgQEydOpKysDIAxY8bw2GOPMXToUHr37s2GDRuwWq3MmTOHxYsXN69onjdvHq+88kpz3KmpqeTn57c5/pZOVzr7ZFOmTEFRXHvxDh06lOLi4nb//rvLkf8sYl1JIk6VlpH+u4mYeiUxH35A3L9epc+EvgT08OrsECWp3XW7MYUXt77IgeoD7fqafYL68NjQx87YRpbOPnPpbJvNxkcffcRrr712xu/jxUA4BTu+zmLLvnA89TamPjaS8PjJnR2WJHWIbpcUOossnX3m0tm/+93vGDVqFFdcccU5x9aRTPVWVr2fTVF2NaG1+5n01+vxi/fv7LAkqcN0u6RwtjN6d5Gls09fOvuZZ56hoqKCt956q9XHLxblBXWseGsvjbUWkg99QvqvBuHXWw4iS5cWOabQgY6XzgYuqHQ2uLpjsrKyzvic1kpn79ixA2if0tmLFi3CYrGQl5d32tLZ77zzDitXruSTTz5Bpbo4f92cDifZG0v58uUdIARDixYQ71FM8G/v7OzQJKnDdbsrhYvZvHnzmDVrFmlpaXh5eZ1X6ew//OEPGAwG7HY7Dz300Bn3Uxg7diwvvPACGRkZPPHEE9x44418+OGHZGRkMGTIkHYrna3RaE4pnf3OO+/Qs2dP7rvvPmJjY5v3br7hhhuYM2fOeR+3vTjsTg5nHqNgbxVF+6uxNNqJSg6g34H3sR/ZTvh7751QvE6SLhWydLZ0UejIn+GxvDp+/Gg/1aUNePl7EJsSTExKEPolb1K3eDHh8+YROP2WDolFkjqKLJ0tSScxN9jIXJ7Pnh+L8PL3ZPJ9/YlPD0FRFKreeYfyxYsJvuu3MiFIlzS3JgVFUSYBrwFq4B0hxAsnPR4DfAAENLV5XAjhviW40iWpqsTInrXFHNp8FLvNScqoSEZc3wtPvQbhdFIx/w0q33gDvymTCZ09u7PDlaRO5bakoCiKGngDGA8UA9sURVkihMhu0ezPwKdCiDcVRekHLEeWj5Ha0aFtR1n1bjZqrYrkoT3oPzaakCjXKmSHwUDJo4/SsG49/tddR/gz81Au0sFwSeoo7rxSGArkCCFyARRFWQRMA1omBQEcn37jD5S6MR7pEuNwONn8dS6hMb5M/UMGOh9t82PWggIK774HW2kpPeY8TeCtt8p9D6SLVqWpks8Pfc6kuEnE+ce59VjuTAqRQFGL28XAsJPazAO+VxTlQcAbuKq1F1IU5R7gHoCYGDlvXGqbg5uPUl9lZtT03icmhMJCCn5zB8JsJvbDD/EaOKATo5QuRU7hpMZcQ7A++IT791ftZ1nuMgJ1gcT4xuDn6cfSI0tZkbcCm9OGv6d/l04KrZ12nTzV6VZggRDi74qijAA+UhQlVQjhPOFJQrwNvA2u2UduiVbqVhwOJ9tX5BMW60ts6i9/eNbCQgpu/w3CbCbmgwXokpM7MUrpUmO0Gvk652s+OfAJhfWF9A3qy9UJV9MvuB8fZX/EmqI1aFQa7M5fFozqNXpu6n0Tt/a5lXj/eLfH6M6kUAxEt7gdxandQ78FJgEIIX5WFEUHhADlbozrkrFr1y5KS0uZMmWKW17/+eef591330WtVvP6668zceLE07Z98MEHef/99zEajW6J5WSHthylrtLMFTf3bu4WMh86RNG997kSwoL3ZUKQ3KaisYKNJRvZULKBnNqc5vuPNhzFZDeRHprONQnXsK54Ha9kuopU+nr48vuM3zOz70xUioqi+iLKG8sZEDYAXw/fDovdnUlhG5CkKEo8UAJMB2ac1KYQGAcsUBSlL6ADKtwY0yVl165dZGZmuiUptCydXVpaylVXXcWhQ4eaF7C1lJmZSW1tbbvHcDoOh5PM5fmExvgS2z8YIQQ1H39M+YsvofL1dSWEPn06LB7p0mB32llbtJaF+xeSecy1lipMH0ZaaBpqlevvYkiPIVyfdD2pIakA3J9xP7mGXLIqsxgdPRo/j18qHPQJ6kOfoE74PRVCuO0fMAU4BBwBnmq671lgatPX/YCfgN3ALmDC2V5z0KBB4mTZ2dmn3NeR8vLyRHJysvjtb38rUlJSxIwZM8SqVavEyJEjRWJiotiyZYsQQoiqqioxbdo00b9/fzFs2DCxe/duIYQQc+fOFbfffrsYP368iI2NFV988YV45JFHRGpqqpg4caKwWq1CCCEyMzPFqFGjxMCBA8WECRNEaWmpEEKI0aNHi0cffVQMGTJEJCUlifXr1wuLxSKio6NFSEiISE9PF4sWLRJz584VL7/8cnPcKSkpIi8vr83xt/Tcc8+J5557rvn2hAkTxKZNm05pZ7fbxZgxY0Rpaanw9vY+7fewPX6GxlqzyP6pRCx5fZeYf+8PIndXubAbDKLw3vtEdnIfUXD33cJWUXHBx5GklqwOq1iYvVCM/2y8SF2QKiZ+PlG8tfstcaDqgHA6nZ0dXjMgU7Thc9ut6xSEa83B8pPum9Pi62zgsvY85tHnnsOyv31LZ3v27UP4k0+esY0snd166ez58+czderUEyq6usO+9SWs+/ggAN7+HgyYEENcWghlTz+NceNGejz5JIG3/VrOMJLa1caSjby87WVyDbkMDBvIY0MfY0zUmOYrg65IrmhuJ7J09qmls0tLS/nss89Yu3btOcdzLoQQ7PmxiNAYX668vQ/BkT4oioL54EEMX3xJ0O23E3T7bW6NQeq+So2lZB7LZE/FHvZW7sVgcf3NOoSDow1HifGN4V9X/ovRUaO7xUlHt0sKZzujdxdZOvvU0tk7d+4kJyeHxMREABobG0lMTCQnJ4f2VF3aQM3RRkZN701IlGtATgjhGkPw8yPk/vva9XhS9yeE4Oeyn/l4/8esL16PQOCt9SY1OJVe/r2a2/UL7sctybegVWvP8GpdS7dLChez46Wzn3766QsqnT1ixAhsNhuHDh06Y5XU1kpnL1u2DGif0tkzZsxg9uzZlJaWtlo6++qrr+bo0aPNt318fNo9IQDk7CgHBRIGhDbf17BxIw2bNtHjicdRBwS0+zGl7kMIwZ7KPXx1+CvKGsqotdRS2VhJuamcIF0Q96bfy8TYicT7x3fpbqG2kkmhA12KpbM7wpHt5fRMDMDb33V1I+x2yl96CW1MDIG33tohMUhdS4OtgaL6IvZX7efTg5+yr2of3lpvevn3IkgXRIJ/AsMjhjM5fjIe6kurhLosnS1dFM73Z1hVamTRs1sZNb03/cdEue5bsIDyF14k8rXX8Js4ob1Dlbogg8XAptJNbCjewJajWyhv/GUpVJxfHDP7zmRqr6l4ab06MUr3kqWzpUvCke0ndh01bN5M+cuv4DN2LL4TxndydFJn2ViykTd2vkGVuQqDxUCjvREAf09/RkSMIDkomWjfaOL84kgKTEKlyEKIx8mkIHVpOTsqmruOrEVFlPzxITzi4uj58kvdYiaIdO4WH1jMc1ufI8Y3hiHhQ/D39CdIF8SQ8CGkBqdeEuMCF0ImBalL2beumKIDNSQOCsM/VE9NWQOpt/TGYWyg+He/QwDR/34DtY9PZ4cquVmDrYHVBas5XHOYSN9IYn1j+an0Jz7M/pBRUaN4adRLeGu9OzvMLkcmBalL2fVDEYZyE7k7K1wlFxXoNTCUyjdfx5KbR8x/38YjNrazw5TaWUVjBdlV2dRaajFYDOyr3MeaojWYHWY0iga7+GXa9PTk6Tw29DE0Kvnxdj7kd03qMkz1VgzlJoZfl0CPOD8Obj2G3keLl58HZSu/x+fyy/EeObKzw5Ta0e6K3Szcv5BV+atO+OAP8AxgWuI0rkm4hrTQNCpNlRTUFaCgMKjHINl1eAFkUpC6jKN5dQBE9AqgZ1IAUX2CALAcPoytuJjgu+7qzPCkC1RUV8ScTXM4UO0qUyMQNNga8NH6ML3PdCbGTSRYF4yfpx++Hr4nDA6HeYUR5hXWWaFfGCHAZgKtHlpLZtV5cHgV5KyC4fdDryvdGo5MCt3YxVA6+4477mDdunX4+/sDsGDBAjIyMs7reEePGFCpFMJiTywjXL9mLQA+Y8ec1+tKHa/SVImCQpAuCEVRWHpkKX/d/FfUippre12LWnENBsf5xXFNr2u619iAxQgHl8Ph76EqB6pzwWwARQ36QNAHuL4GsDWCoalyQFACmOvcHp5MCt3YxVI6++WXX+amm2664GMezTUQEu2DxuPEYxh//BFdairaHj0u+BiS+xgsBr4v+J5lR5axo3wHAD5aH0K9Qskz5DEwbCAvXPECET7uLZ7odk4nVByAkkwozoS6UtcHvT4QGqtdCcHWCD49IKwvpN4E/pFgbXA9bja2coYsAAAgAElEQVTA8X3GVBoY+SAkXgXBvc583HYik0I7yM/PZ9KkSVx++eVs3ryZ9PR0Zs2axdy5cykvL2fhwoUMHTqU6upq7rzzTnJzc/Hy8uLtt98mLS2NefPmkZeXR1lZGYcOHeLVV19l8+bNrFixgsjISJYuXYpWq2X79u3Mnj0bo9FISEgICxYsICIigjFjxjBs2DDWrFlDbW0t7777LsOGDWPOnDmYTCY2btzIE088wf79+/Hx8eHhhx8GIDU1tbnsRVvib+mbb75h+vTpeHp6Eh8fT2JiIlu3bmXEiBFu+R47HE7K8+vod8WJq6TtVVWYdu8m5IHfu+W40oWxOCysL17PsiPLWF+yHrvTToJ/Ag9kPIC31pvC+kKK6ouY1msad6Tc0TWnizqdUFcMRVtdZ/85q6GxyvWYzh8C41xXBKYaUKkh7WZIuwWih4Pq4lsf0e2SwoZPD1FZ1L67e4VE+3DFzWcuCSFLZ7deOhvgqaee4tlnn2XcuHG88MILJxTfa6uqYiN2m5PwBP8T7jeuXQdC4Hule/tZpbYrbyxnY8lGNpZsZFPpJhpsDYToQ7i1z61cm3AtfYL6dO2B4IYqOPKDq5+/bDfU5IPD4nrMKxh6jYNeYyFqCAT1uig/+M+k2yWFziJLZ59aOhtc4w7h4eFYrVbuueceXnzxRebMmXNKu7M5muv6Pp2aFNagiYjAU+6k1unsTjv/3ftf3tr9Fg7hIMwrjElxk5gQN4Fh4cO6zlWA0wnVR1wDwPpA19n+sb2uJHB4FZRsB4QrAUQPg94TXB/+4f2h5wDX1UAX1u2SwtnO6N1Fls4+tXQ20Jy4PD09mTVrFq+88kqrsZ3N0dw6vAM88Q3SNd/ntFgwbvyJgOuv69pnnt1AqbGUJzY8wY7yHVydcDV3pt5JUkDSxflzaagCh9X1tdPuGsitOuLq4indASU7wVrfyhMViBwEYx6HpPEQMaDLXQW0RbdLChezS610NkBZWRkREREIIfj6669JTU1t0+uvXXgAn0BPBk+JB1wzj06+SmjcvBlhMuEzdux5vw/pwticNj49+Clv7HwDJ06eu/w5ru11bccH4nRCfSk0VLjO7PWBoNFBTYHrrL/ioOsMv2Q71Je1/hoqLfToB+m3QM+BoPF0DfyaalzjAonjwDukQ96OEIKcciObc6uoqLdQ02ij1mTjlsHRXJ7k3hhkUuhAl2Lp7JkzZ1JRUYEQgoyMDP7zn/+c9bXLC+rI2lAKgJe/J7GpwdRXm0m7Mqq5jSkri/LXXkPx8sKrlWQkud+mkk28uO1Fcg25DIsYxtwRc4n2je6YgwsBpTthz6eQt841rdNuPvNzghIg7gromQHHq6EqKtfMn6Be4B8N6vb9SHQ6BVUNVvz0Gjw1aoQQ1DTayKts4KjBjMDVe+BwCgwmGzUNNsoMJjYcrqSk1uQKUQF/vZZALw/G93P/DDtZOlu6KLT8Ga56P4u8XZWExflSlmOg/9godq8u4sbHBhHiZ6f81VcxfPkV6sBAwuc8jV/T+IvUMSpNlTy/5Xm+L/ieaN9oHh78MGOjx7qnq8hhg8LNroVb1bm/3F9+AKoOg9oD4kdDaLLrQ9833DWX31TjmvYZEAvBCa4PfX3HbbbkcAqW7Snl9R8Oc6SiAQC9Vo1GpVBvab179zg/nYZhCcGMSQ5lVFIokQF6VKoL/97K0tlSl9RgsJCTWU7qqEiGXBPP5y9ksnt1EWqNitBoX0ruvYeGrVsJmjWLkPvvQ+3re/YXldqFEIIlR5bw0raXMNlNPJDxALNSZ7XPJjR2q2sWT3Wuq7un6ojr/+Ltrv59ldY1T//4Kma/nq75+/2murqKOojBZEOlgK/Otf2mEIIjFQ2sPVhOcY2p+b6fjlSRU24kuYcvf766L2abg9pGGzaHk5hgb+JDvIjw16Np+rBXFAV/vZYALy1adeeOU8ikIF1U9q0vwekU9B8bhc5by5TfpfH5i5mERPkg6mpp+Plngu+5m7CHHursUC8pNeYa5myaw9qitQwIG8C8kfNI8E84/xe0W6FwU1P5hh+g8uAvC7bANS4Q1Av63wiJ4yFhNHi6/wTAYneQXVrH3hIDRsvxCSJwpNzIrqJacitdZ/0hPh7EBntTXm+mqNqVDHx1GlRNV0tRgXremDGQyanh7XKW35G6TVIQQlycMx2kszrehWm3OchaX0Jc/xACwlx9vkER3tz02GDUGhX1PywDpxO/CXI3tY70c+nPPLXxKWottTwy+BF+3e/X574pjdMBtQWQu86VCPLWgdXo6v6JvQz6Xuu6Egjq5eoG8gpqvQ5QOyisaiSnop68ykYKqxqobrRR22il0mglp7wem+PULvUQH08yogO4YWAkGrWK/MoG8iobSO7hx72jejEmOZSowO6xa1u3SAo6nY6qqiqCg4NlYuhihBBUVVWh0+k4vK0cU73thAFlcCUGgMLvV6GNisJTjh91CJvDxr92/ov3s94nwT+BN696k+Sg5DM/yWxwLeiqPNzUFZTr6gqqyftlGqh/jGtV7/ErAA/31zWyOZyszDrKgp/yySyoab7f11NDiK8n/not4X6ejOodwoDoANKjAwj0+qVbzFOjumQ+W9yaFBRFmQS8BqiBd4QQL5z0+D+A4/MJvYAwIcQ5jwZFRUVRXFxMRUXFhYYsdQKdTkdkZCRfLtxFUE9vopJP7SN21NXRsHkzQbfddsn8cXamPEMej61/jP3V+/lV71/xyJBH0Gv0JzZy2KE8y1Xfp2S76//KQ9A0owaNznXWH5IEvSe6rgSih7sGhdv5Z3i8z76k1sTuolp2FdVyuNzYfBVaabRQabQSE+TFU1P6MjA2gLhgb4K8PeTv00nclhQURVEDbwDjgWJgm6IoS4QQ2cfbCCH+r0X7B4EB53MsrVZLfHz8BUYsdabcnRVUFRsZd0ffVv9IjWvWgM2Gn9x32a1yDbksO7KM/+3/H55qT/459p+Mixn3SwOHzTUGsGcxHPrONcMHXKt7IwdD/19B5EDXB79vz3Zb3OV0CkpqTRRUNZJX1UB+ZdO/qgZKak2Ybc4T2kf46+gb4YdW7fpdSg73ZWp6T8Ykh6HuYn38Hc2dVwpDgRwhRC6AoiiLgGlA9mna3wrMdWM80kXK6RRsWZpLYLgXvYeGt9qm7vtVaHr0QJeW1sHRdX9CCFbkreCD7A/IrspGhYrRIWn8OexywnJ+hsxPwdS0iKvqiOtrfZCrqFvc5a5VvoFxF3T2b3c42VlUy/pDFRhMNgL0WgK8PKhusLKrqJbdRbUnTOXUaVXEBXuTFObL2OQwAr09CPDSEurjSVpUAOH+ujMcTToTdyaFSKCoxe1iYFhrDRVFiQXigR/dGI90kcrJPEZ1aQMT7kppdaaGs6GBho0bCfjVr1C6YVmBzlRmLOPZn55m49EtJDnVPFpvYrKhipC8fGCJawqoX6Rr4FcfBMmToe9U10YvmnOfimqxO1hzoIJv95ZR0+AaY3A4BVmlBurMdtQqBR9PDXVmG0KAWqXQJ9yXqRk9SenpT3yIN/Eh3oT5ena5WT1dhTuTQms/sdOtlJsOfC6EcLT6QopyD3APQExMTPtEJ10UnA4nW5fmERzpQ+LA1nfOMq5fj7BY8JVdR+2mpK6IJdkLWXBoMcJh4/GaGqYHZaDu1bdpFlDTgq+AmPP68D/O4XSVa9hVVENmfg0rs45SZ7Y3T+k8bmJKOGP7hHFZYgj+ei0Op6DOZEOnVaP36NoF5rqasyYFRVEeABYKIWrO1vYkxUDLNe9RQOlp2k4HTlsQXwjxNvA2uFY0n2Mc0kXswOajGCpMTLm/P8ppzvzqvv8edXAwXoMGdXB03YAQrhlB5ftxFm9jeeEqPjMVskPt6oMf1WjiyYCBRM6YA+Ftq0t1OsfqzOwsrGVvSS25Fa4pmwVVjZhsrnM9P52GK/uEcd2ASC5PDEFzhkVaapVCoHc7LIqTzllbrhTCcQ0S7wDeA1aKttXG2AYkKYoSD5Tg+uCfcXIjRVGSgUCg9fKfUrdlNtrYtiyPsFhf4tJaL/LlbGzEuHYd/lOnorSyq5vUQnUe5G907fhVst2145epFoSDXZ4evBgcyD5PT+LVnvzRN4HJ4SOJTJzo2v3rHAghqG6wklNuZHdxLTsLXbN9ygyu2kNqlUJMkBdxwV6M6BVMak9/MmICiA/2ll0+XcBZk4IQ4s+KojwNTABmAfMVRfkUeFcIceQMz7M3XWWsxDUl9T0hRJaiKM8CmUKIJU1NbwUWtTHRSN2E3eZg+X/20FhvZeLdqaedFmhctw5hMuE3eXIHR9iFWBth7fPw83zXqmCdv2vwN2ooTl0Af63fx2d1+wnTBfPc4D9xdcLVpyw+M9scmKwO/PRa1CoFIQS1jbaTZvo0kl/lugKoN/8y6BsdpGdQbCADYgLJiA4gpacfOq1M4F1Vm8YUhBBCUZSjwFHAjuvM/nNFUVYJIR49w/OWA8tPum/OSbfnnWvQUtcmnIIfP9hPWY6BCXelnFISu6W65StQh4bgNeSsdbwuTXnrYekfXYvEBt4OIx6E4MTmqaD/zHyVz0r2c1u/23gg4wG8mqqDVtRbWLS1kC151eRVNlBqMHH8tMxP5/pYqGvxwa9SIDJQT1ywN9dlRBIX4k1CiDf9o/wJ8Tn3nfSki1dbxhT+APwGqATeAR4RQtgURVEBh4HTJgVJas3mb3I5nFnOiOt7kTT49KWAHcYGjOvXE3DTTbLr6GTFma6rg5zVEBiHuO0b9vkFE6z3oWdTQlh8YDHvZ73PLcm38MjgR3A4Bdvyq/lkayHLdpdhdTjpH+nPkLhAYoOj8NdrMZhcJR+cAmKDvYgP8SY22JvoID2eGvkzuBS05UohBLhBCFHQ8k4hhFNRlGvcE5bUXVWVGNmxsoB+l0UwYMKZZ5IZ1/yIsFjwmyK7jgCwmeHwStj+gWuPYH0QXDWPw72v4qVdr7O5bDMAA8MGMqjHIN7d9y7Dw6+gt+Y2HvxkJxsOV2Iw2fDyUHPr0GhuHxlHr1Cfzn1P0kWnLUlhOVB9/IaiKL5APyHEFiHEfrdFJnVL2RtLUWkUhl/f66zlBeqWr0DTowf6Aee10L37KN0Fme9B1tdgMYBPDxg3l8YBv+afWe+w+Ltf46P14ZHBj2BxWFhyZCn/3ftfPBwxrFo7nlViH6G+nozv14OxyWGM6h3SXPpZkk7WlqTwJjCwxe2GVu6TpLOyWx0c3HKUXgPC0Pucebqho64O48aNBM2YcWktWLOZftkCsuIAbHsHCn8Grbdr74C0myF+NFnVB3hs1Z0U1hVyS/It/D7j9wToAtheUMOivCQaDEdI6BHLrPGxjEkOo1+En5z5I7VJW5KC0nJmUFO3Ubeorip1rCM7yrE02ul3ec+ztq1f/YOr1tHkS2BXtcZqyP7GtbVk4aYTHwuIxTz+WTaExWJWqYEG8nf/m/f2vkewPph3J77L4B6D2V9Wz8tb9vLx1kIi/HS8O+Naxia3vhhQks6kLR/uuU2DzW823f4dkHuG9pLUqqyNpfiH6onsffZCuHUrVqDt2RNdenoHRNZJnE5Y/zJseMVVVjqkN4x6BPyjQB+IWR/I5435vJv1PpU5lSc8dXzseP6Y/iQr9hj48ycbOHisHo1K4bbhsTw6qQ8+nvK8TTo/bfnNuQ94HfgzrjIVP9BUckKS2qq6tIGyHAMjbjj7WILD2OAqkz1zZvcta2yqha/udVUaTbkBLvsjRKSDopBTk8O3ed/yzb7XqDBVMDR8KM9d/hxRPq59JvIqzSzd3sD4v2/DancyMCaAv1yXytX9IwiSq4ClC9SWxWvluFYjS9J5y95Yikqt0Gd4xFnbNmz6CWw2fMaOPWvbLsdcB7lrYfU8105kk1+GoXdTbqpgRfaHLMtdxoHqA6gVNSmBg7mn79OM7DkMRYHvdh3lq50lZJfVodOquGlQFHeMjKN3D7lPtdR+2rJOQQf8FkgBmuvRCiHudGNcUjditzo4sLmMhIxQvPzOfiZrXLsOla8vXgO7yawjIWDfF7B9gWvQ2Gmn0TeCrGl/Z6/ayaZVd7O1bCsCQUpwCg8PepSfdkfx/U+N/PRTI7Cm+aXSowOYe20/rh8QSYCXvCqQ2l9buo8+Ag4AE4FngZmAnIoqtdmu1YVYGu30HxN11rbC6cS4bh0+V1yOou0G0yZLtsOKx6F4KwQncXTonfxDVLGyYgeOXX8HIM4vjnvT7+Xq+KvpoY/m/oXbWXuwgj+OS6J/pD81jVbMNgeXJYaQINcVSG7WlqSQKIT4laIo04QQHyiK8jGuekaSdFbGGjPbvyug14BQeiadfYDZvG8fjqoqfMaMcX9w7mRtgJVP4dj+PkafMGonPsu3Og3vZy1AIJjRdwbDI4aTGpJKkC4Ik9XBvlIDj36ylW0F1Tx/Q39uHSrLxEsdry1Jwdb0f62iKKm46h/FuS0iqVvZ9OURhBNG3pjYpvbGtetApcL7iivcHFn7MtvNrMhbwScHPiG3Nse1baVwYo2PcW0icugdACbGTWT2oNn09HFNy126u5S31m9gf1k9DqfAQ63iX7cO4Jq0s0/blSR3aEtSeFtRlEBcs4+WAD7A026NSuoWynJqObztGIOnxOEXoj/7EwDj2rXoMzLQBAa6Obq2Kaoros5WB7hKRh9rPEZhXSGF9YWY7CYAnE4nP5f9TK2lliSPYG6tqUHRekHviXgEJRDgGYC/pz+9AnrRL7gfAEaLnXlLsvh8ezF9wn25b3QCA6IDGRATQLAsMCd1ojMmhaaid3VNG+ysBxI6JCqpyxNOwYZPD+Md4MnAibFteo7t2DHM2dmEzp7t5ujO7FjDMVbkrWBZ7jIO1hxstU2AZwC+Hr/M+hkcNpAZhjoG7/4SJXkKTHvDtYVlK/aVGHjg4x0UVjfyhysTeXBcEtozbDgjSR3pjEmhafXyA8CnHRSP1E1sX1lARWE94+/sh9azbdU1jevWAeAzZrQ7Q2v92FYjqwpW8W3et80zgdJC0nh86ONE+kQ2twvRhxDjF4Ofh98vT7bUw2ezIGeVa73BuHnNpatP9llmEU99vY9gbw8+uXs4wxKC3fzOJOnctKX7aJWiKA8Di3HVPQJACFF9+qdIl7Ki/dVsXZJL0pAeJA05fWnskxnXrkPTMwLPpKR2j6mwrpC39rzFirwV2J32Ux4XTduHR/tGc2/6vVyTcA2xfme5wjHVws7/wZa3oK4ErvknDJ7ValOr3cmzy7L43+ZCLksM5vXpA2Q3kXRRaktSOL4eoeUeygLZlSS1or7azPfvZhEY4c3YX/dp04pkp8VC+d//jvHHHwn6zW8ueBVzo62RrKosDBYDtZZadpbv5Nvcb9GoNExLnEaw7tSzc41Kw8ieI+kf0v/sx2+ocpWn2PEh2BogZiRc9wbEj2q1eV5lA39ctJM9xQbuHZ3AIxOSz7g/sSR1prasaI7viECkrs9hd7Lyv/tw2JxMuie1Td1GlpwcSv70MJaDBwn89a8Jnf1/53xcu9NOnbWOrMosluUuY03RmuZBYABPtSe39rmV3/b/LSH61veCbhOHzVW1dO3zYDFC2i0w/D5XeYpWCCH4LLOYeUuz0KpV/OfXg5iUGn7+x5ekDtCWFc23t3a/EOLD9g9H6sry91RyLK+O8Xf2IzDc+6zt63/4gZKHH0Gl1xP1nzfxbWVtgt1pZ23RWnaW76SwrpCC+gLqLHXNj1sdVupt9c23/Tz8uCbhGsZGjyXMKwx/T38CdYF4qi+wq8ZsgAXXwNE90OtKmPjcGTe8NzTaePKrvXy7t4wRCcG8eks6Ef5tm4ElSZ2pLd1HQ1p8rQPGATsAmRSkE1QU1qOoFBIGhJ6xnRCCmo8+4tjzL6BLTSXqjflow8IwWAwYLAYA7MLOj4U/sujAIo41HsNT7Um0bzQJ/gkE6gJRcHXxaFXa5imfUb5RDI8Yjoe6ncs/OB3w+W+hPBtu/hD6ToUzdDFtzavmoUU7Ka+38MjEZO4b3Qu13MtA6iLa0n30YMvbiqL44yp9IUknqCw2EhjuhUZ7+m4j4XRy7Lnnqfnf//AdfxU9X3qJLGMOCze8ysr8lacMAg+LGMZTw55iVNQo1KpO2iN49TzXzKJr/gn9pp22mRCC+T/m8I/Vh4gJ8uKL+0eSHn32VdySdDE5n6LrjUD7Tw+RurzKYiORyaf/EBRCcOz5F6j53/+ovW4UX08LZ8fq2zlQfQBvrTe3JN9CSnBKc/t+wf3oFdCrI0I/vd2LYNPrMOTu084sArDYHTz+xV6+2lnCdRk9+ev1/eWeBlKX1JYxhaXA8Z3XVEA/5LoF6SQmo5WGWgshka2Xca4yVbH7xaeIWLSOZUMUPuzzE/rcnfQL7sfjQx/nusTr8NaefRyiQxVnwpI/QNwVMOn50zarbbRyz0fb2ZpXzSMTk/ndmLPvGSFJF6u2nMq80uJrO1AghCh2UzxSF5Bdlc2qglWkh6YzNHwoXlovKouNAFgCDWw7ug2DxUCFqYKsyiz2Vu4l+YccZq1ysmNwAKGP3MPnUSPpFdALjeoiPZuuK4VFM8E3HH71Aahbr9hqtNiZ/vZmcisaeG16BtMyIlttJ0ldRVv+IguBMiGEGUBRFL2iKHFCiPyzPVFRlEnAa4AaeEcI8UIrbW4G5uG6GtkthJjR9vCljvZDwQ88vuFxzA4z4Bro7R3YG/8D8aQxngd33405u3mNI4GegUyuiuS6VU6UUcOZ8e//omgu0kRwnM3kSghWI9z2FXi3vurY6RT83+JdHC438v4dQxjV+8wD7JLUFbTlr/MzYGSL246m+4a03txFURQ18AYwHigGtimKskQIkd2iTRLwBHCZEKJGURS503gHarQ18mPRj6zIW4Feo+eu/nfRJ6hP8+NGq5HyxnL8PP3w9/Dn4wMf8/fMv5MaksqrY14lvy6fDcUbOFhzkCRnf/C285dx8wjUBbqmgnoGEmz1IG/adagSEoh/7d9dICGY4ZsHoHQHTP8YevQ7bdN/rD7EquxjzL22n0wIUrfRlr9QjRDCevyGEMKqKEpb5vwNBXKEELkAiqIsAqYB2S3a3A280VRw7/jWn5KbfJf3HTvKd5yw0tdkNxHhHYHRamRl/krGxYyjf0h/NpVuYsexHdjFibOBxseO52+X/w29Rk+4dzjDI4YDsGjLFnzidUyK/2UhlxCC0qf/hL26mrh//xuV/iKep28zw44PYOM/oL4Mrnwa+lx92uZf7SzmXz/mcPNg15aYktRdtCUpVCiKMlUIsQRAUZRpQGUbnhcJFLW4XQwMO6lN76bX/AlXF9M8IcR3bXjtS57NYaPIWERP757oNLqztv/q8FfM2TQHH62P60zew5+rE67mmoRrGBA2AKPNyMLshXyU/RE/FP5AUmASt6fcTlJgEkarEYPFQJA+iBuTbkSlnFiiwWFzUlPWSGz/E1cL1y37lrrlKwh96I/oU1O4aO1fCisec9UvihkJN7zdaskKq93J8r1lvL8pn91FtQyKDeQv16XKQWWpW2lLUrgPWKgoyvym28VAq6ucT9LaX4o46bYG1/TWMUAUsEFRlFQhRO0JL6Qo9wD3AMTEXLq7UdVZ6/jvnv+yo3wHB6oOYHVa0SgakgKTSAtN44akG5rr9be0qWQTz/z8DCN7jmT+uPloVacOmvp5+HF/xv3cnnI7JrvpnMpBVJc14HQKQqJ8sJWW0rhzJ+Y9e6j94kv0AwYQfNddF/S+3ab+GCx/GPYvgfD+cN2brmTQyof8ltwqZn+6m5JaEwkh3jw7LYWbBkXhqemktROS5CZtWbx2BBiuKIoPoAgh6s/2nCbFQHSL21FAaSttNgshbECeoigHcSWJbSfF8DbwNsDgwYNPTiyXhEZbI79f/Xv2Ve4jLTSNW/vcSmJgIgV1Beyt2MuSI0tYfHAxY6PHcn/6/fQNdpVgOFh9kNnrZtMroBd/H/33VhNCS95a73OeGnp85pFm80py5rumbiqenujT04l47m8X5zjCvi9g2f+5uo3GzYWRD7Y6w8jmcPL6D4d5Y00OMUFevH/HEEb3DkUlVyhL3VRb1ik8B7x0/Oy9aRe2Pwkh/nyWp24DkhRFiQdKgOnAyTOLvgZuBRYoihKCqzsp99zeQvdnc9iYvXY2eyr38MroVxgfO/6UNvXWehbuX8iH2R9y87Kbm8tACARhXmG8Me4NfDzcs+l7ZXE9apUT0/wX8Js0ieC770LXuzeK9swJqFNY6l1dRbsWQtQQ19VByKlrMQ0mG9/tK+OjzQXsK6njV4OimDc1BW+5IE3q5tryGz5ZCPHk8RtNs4Sm4Nqe87SEEPamDXpW4hoveE8IkaUoyrNAZtMYxUpggqIo2bhmNT0ihKg63zfTHTmcDp7Y+AQ/lf7EMyOfaTUhAPh6+HJf+n3M6DuDJTlLqLW4euBUioqrE64m3Nt91TnLtuXgXVOK/5RJ9HzppYvzysBhc3UT/X979x0fVZX/f/z1ySST3hNSSaEEQZAiIlhA1wJWdMWuK+rq7trW1f266q519aus/uyouDbs7qp8xS4KAhZKQghKD4T03sskk5k5vz9mCAFCUTIEM5/n45EH3DtnZs7lknnPPefccxY+APXbYPJtMOW2na4OjDEsL6jj9R8KWbC+ErvDRWZcKE9fPJazRuuayco37M9vr0VEAo0xHeC+TwHYryknjTGfAp/usu/ubn83wC2eH9WDefnz+GLbF9xy5C38duhv91k+whrBZSMu22c5e2EhLd98g72wCHtREaHHHEPsVXuexqG7qsImcr8sYvzpGciSj6mvCyM1xu/QDISmclj9Bqx8yT2qKGYwXPExZBzbVcTucPF/uaW8/F0BGyqaiQoJ4JIJaZwzNoXRqZHakax8yv78Br8BfC0ir3i2rwTmeq9KajtjDK+ve53hMcOZefjMXnjW9AkAACAASURBVHtdV0cH2y69DGdNDX7h4YjVim3VKqIvvmi/ho1uXFZBfk4VW1ZVkVy6AUfyZNJmnHzoBEJzBeR/DWvehYIlgHFPd33WkzDklK6lMu0OF+/llDB7UT6lDTYOSwxn1nmjmD4mhaC9TOqnVH+2Px3N/xKRNcDJuEcUfQ7s30rs6oD8UPYDWxu38uBxD/bqt9Wmjz7CWVPDwDnPEzp5Mm3Ll1M080paFi8mYtq0Hp9jnE6cTU34R0e7Z0ON9SdwwzJKk91DN+PTI3utfj+LvQ3KV7vnKSrNhpIcaPLMwhKd4W4iGnUBxA3pekqjrZP/ZhfzynfbKG2wMWZgFA+eO5IpWfF6VaB83v5+tasAXMAFQAHwvtdqpLq8sf4NYoNimZbR8wf1L2GMofbVVwk87DBCJ09GRAg56ij84+Np+uSTHkPBGEPZ326n6eOPsSQlUTXsbyTW5XJ4/QLG3jqDslIn8ek9T4TnFS4X5H8Fy5+Hrd+Acbr3R6XBwAmQeh2kTYTkcTsNLy2ua+OFJVt5f1UJbXYnR2VEaxgotYs9hoKIZOEeMXQxUAu8i3tI6okHqW4+raCxgKWlS7lu9HW9umhM69Kl2PO3kPyvWV0fhGKxEH7aNBreeRdnUxOWiIidnlP7wr9p+vhjIqdPp6XDH0d7ABGdNQx8YQ6BQwZ5f7HukmwoywVbPbTVweYvoG4rhCW6h5KmTYSUIyGs51lSiuvamL0on/dySvAT4ewxycw8JoORKX10daPUIWxvVwobgKXAWcaYfAAR+fkL6Kpf5K31bxHgF8D5w87v1detffkV/BMSiDjttJ32R555JvWvvU7zgq+IOm9Hh3bzwkVUP/EEEWeeSdLDD7F1dTXM+Ynhj91FYKaXP1SLlrvXQ966aMc+azgkHA4n/t294M0u9xYU1bbx4epSlhfUUd9mp6Gtk4qmdix+wmUT0/njlMEkRu77DnClfNXeQuE83FcKi0Tkc+Ader5LWfWyJnsTH275kNMzTz+wheZ30b5+PW3LljHgr7fudg9B0KhRBKSl0fTJJ12h0L5xE2V//StBI0aQ9MA/ERFqilsQgbiUXr7nweWCLV9DaQ7UboHqDe71kEPi4NQHYNT5mOAYqtpctHc6iQq2Ei7+tLR3sqa4kdXF9SzaWE1OYT0AI1MiSIgIYlhiOClRwVx6dLqGgVL7YY+hYIyZB8wTkVDgHOAvQIKIPAfMM8Z8eZDq6HM+2PQBNodtv4aW/hy1r7yCX0gIURdcsNtjIkLE6adR+8K/cdTUYFvzI2W33YaEhpA6+xn8gtwfqDUlLUQlhuJv7aXROS4XbPwEvpkFlT8CgjMihaqAFH5KvYGFYWdRtclC2crNFNa20mZ3dquz+0/jucf9sMRwbps2jLNHJ5MaHdI79VPKx+zP6KNW4E3c8x/FAOcDtwMaCl7Q6erkjfVvMCFxwk7TWB8oZ0sLzZ9/QdSMGbv1GWwXecYZ1D4/h5Ibb8KWm0vQiBGkPv0UAYk7bnyrKW4macgBrjvsdLhHCm3+EjZ8AtUb6IzMZPXYh3ipbjRfbW7E4TKEWC1Eh7QRGRxAYkQgEwfFkBkXSqjVnwZbJ41tdgIsfoweGMXo1CgiQw7BO6iV+pX5WQPLjTF1wBzPj/KCL7d9SWVbJXdPunvfhX+GlkWLMHY7EWeeuccygUOHEpiVhS03l8hzzyXxnru7rhAA2ls6aanvIG7g7k1HNruTwrpWaprtZCWGMSDc8zxbPaz7ELPhE+z1pXQ212K112E1dpz4sSlgOG/L9bxZORFnpYWECBtXH5fJOWNTGJ7Uc3gppbznELnbSIF76OfctXPJjMzkuJTjevW1mz7/Av+EBILHjN5ruaQHH6SzrIzwU0/ZbZhmTYl7LsT41HBcLkNOUT3zckv5ZkMVZY3tXeXiqeecsPWcbs1lZNsKAuikWJLY6EiikSxcQdGUhB7OGus42vzCyIgL4Z8DoxkzMIphieFYdLI5pfqMhsIhZGXFStbXreeeSffstmbBgXC2tNC6dClRF12I+O38usYYPvupguVba6lv66TB1onLFUnk27lEhwQQHxZERlwI6bGhVK51L6MxJ28bOfOXsqlBCAgI4KRhsdx8WD1j2leQXPUtYfVrwQE1zhg+DTqd7MhTaIo6nPGZsZyQFc/AGG3vV+pQpaFwCJm7bi4xQTGcNfisXn3dlkXfuJuOpk7daX9pg42/z/uRbzZWEx7oT0yYlagQK34CZQ02Gmyd2NsaSaeSDKngsNY0rH5x3LbxMiJohSAwgRFIkQF7M4jFffPYuLthyCnEJY5iugjTe/VolFLepKFwCHC4HORU5rCkZAnXjb6OQMt+zTe435q++Bz/AQMoSBjE2uxiGts6qWxq5+0VRQSadt4cm8+kkFL82uvdfQC2erB4fgJ3LJ/xdtMThIaUEz7ufIjPgo4WxFYHLgdkHAeDToTgA+yEVkr1KQ2FPpRTmcPTuU+zrnYdNoeN8IBwLhi2+3DR7Tq2bqXh3f8Qd92fsETu341jzpZWWpcspfjYU/nD7O9xeYZvDvar4NG4H5ja8SV+6xshOBpCYiE4BsISIH44hMRAaDzEDsYRnkn9QzVkHp+OnH1dbxy+UuoQpKHQRzqcHdyx9A6cxsm5Q85lVPwoJiROIDY4tsfyzV99RdnfbsfV2gpAwh2379f71Hz1NcZu59nOJG4ZVMLv4jYRVrwIv7ot0GyB4WfB0X90TxWxS8fyio+2suHzCsacnEa8NQzjqiEu9SDOcaSUOug0FPrIG+veoLy1nBdPfZGjk47eYznjclH95FPUzpnjvus4MZH6t94i5neXE5CS0mP5qlmzsLfbWecXSeDCecQF+fHuwFlYS9uhIhAyj4cJ18LwMyEytcf3bW/pJHdBERZ/P5a+uwmLv7uDOj7NO6u3KaUODRoKfaCuvY4Xf3yRKalT9hoIAE2ffkbtnDlEzjiPxLvuwllfT8uSJVQ/9TTJsx7eqawxhrXvf4pl7mt0WAJIc3YCEDESrOMvh6Gnutv+rfse/fPj4hIcdhczbh9PW5OdlR8X0N7qICJ23+stKKV+vTQU+sCzq5/F5rBxy/h9LzjXsmQxlpgYku6/H/Hzwy8xkejLLqXu5VeIueoqgoZl0d7p5JXvtvH+qhKu/mAOKcFRzL/lEe4rugG/FgeBty+GyJ6bpXrSaXeyZlEJGaNiiU0OIzYZBh4WcyCHrJT6lei9wfBqv2xt3Mp7m95jRtYMBkXufdJpYwytP/xA6MSJO91fEHfNNfiFh1P9+OP8sKWWaU8sYdbnGzisrYoxNfkMuuYKHk1ZTGhnAcG/fwq/nxEIAOu/K6e9pZOxU3UtJaV8jYbCQfZkzpME+Qfxp9F/2mfZjs2bcVbXEHrsMTvtt0RFEXDZFbR88w1P3/dvXAbe+v3R3NmehwQFkXTqOPj2cTjiIvcylD+Dy+li9VdFJA6KJPlA5zhSSv3qaPPRQbS2Zi0Lixdy/Zjr9zjKqLu2H34AIHTSJMB95bCioI5Xv9/GopJkZkUP5M5Vb5H8hylExFrI/8i9EI5l8T8gMBymPrhf9dq6upqSDfUEhvrT3tJJc207x18w9JcfqFLqV0tD4SB6evXTRAVGcdnw/ZsSu+X777FmZOCMT2DeymJe+X4b68ubiAoJYOaJhzHuulexX38t1TfdiO03v8F0dBAzOgB+XA7nPA+h+16LwWF3svD19XR2OHE5DRiITQ0jY1TvreOglPr10FA4SFZVruK70u+45chbCLPuPqyzfdMmWhZ9Q+y11yAiGLudtpXZtJwwlfMfXkhdq51hCeE89NtRnDMmhWDPegadL71I4SWX0vTRR4ROGEvg+mdg6FQYfdF+1St/VRUdrQ6m3zyG5Kxo7G0O/AP9EJ2UTimfpKFwEBhjeDr3aeKC47josJ4/rGuefprmBV/hHxdL1HnnYcvLw7S18URdJEkZQTxzyVgmDYrdbebSgMRE0l5+ifK77yY+qwQsVjjrid1uRNuTnxaXEpUQQsqwaESEoDBdk0ApX+bVjmYRmSYiG0UkX0R2uwVXRGaKSLWIrPb8/N6b9ekryyuWk12ZzTWjriHYf/dx/s6GBpq/WQwWC5X/egRHTQ0//OcznAh+48bzzrUTOWZw3G6BsJ01I4P0648j2JED0/4XIpL3q17Vxc1UFjQxcnLKHl9bKeVbvBYKImIBZgOnASOAi0VkRA9F3zXGjPH8vOit+vSVdkc7s1bMIjE0kRlZM3os0/TZZ9DZSfKsWZi2NnJuu5vGb7+nMnkQL/zpBMKD9vHtvSQbvroHhpwMYy7tsUiHzcH7/8pm4WvrcTpdAKxdUoolwI9hExN7fI5Syvd4s/loApBvjNkKICLvANOBdV58z0POo9mPkt+Qz3MnP4fVYu2xTOP/fUhgVhYRZ5xO25atmOeeJQKIvvCPBAXsYy3kkmx4/Vz3JHZnP9Njs5HLZVjw8loqC5qo2NqErdnOiZcPZ+OKSoaOH0BQqDYZKaXcvNl8lAIUd9su8ezb1XkiskZE3hORgV6sz0G3oHAB7258lysPv3KPK6l1FBRgy8sjcvrZiAjvDTuJorABAEQcd+ze36Akxx0IITEw82OISOqx2PIPt1D4Yy2TL8piysVZbPuplnf+uRxHh5ORk3ue+0gp5Zu8GQo9NVKbXbY/AjKMMUcAXwFze3whkWtFJFtEsqurq3u5mt5R1lLGPd/fw6i4Udw49sY9lmucPx/8/Ig48yyqmtp57vsivr3gRqLOn0Hw6D0snWkM/PieOxCCo+GKj/c4sd3G5RWs+qKIwyenMHJKKiOnpHLKVSPoaHUQnxbOgAyd9VQptYM3m49KgO7f/FOBsu4FjDG13Tb/Dczq6YWMMS8ALwCMHz9+12A55BhjuPPbOzHG8PBxD1F58620ZWcTdMQogo84gtAJEwg+8kgAmj6cT+ikSQQkDODxD9bQ6XRx9VWnkRTXc/8DjaXwyS2w6XNIORLOnwtRO19guVyGbWtqWLOomNKNDSQPjdrpZrSsoxKJSQrDGmzRDmal1E68GQorgaEikgmUAhcBl3QvICJJxphyz+bZwHov1uegmb9lPjmVOdx3zH2EfrCIqgULCJ18PI6yMmqWLKXGPIN/UhKhE46is6yM+L/czPryJt5dWczMYzLJiAvd/UVdLsh5GRbcC8YJU//XvQ6C3859DrYWO/MeXUV9RRthMYFMOncwI6ekdE19vV1cqk6BrZTanddCwRjjEJEbgC8AC/CyMWatiNwPZBtj5gM3icjZgAOoA2Z6qz4HS2NHI4/lPMbo+NFMtQ2m6LHLCT/lZFKeegoRwdncTMuSJTTN/4jGjz/BLyKCxnHH8Pu52USFWLnppCG7v2jNZph/ExR9D4NOgLOehOiM3YoZY/h67noaa2yc+vvDGTw2Hj+LTm+llNp/Yswh3xqzk/Hjx5vs7Oy+rsYePbDsAf676b+8c+IrBFx1O8bpYNC8eT0un+moq6O0vJ5r5q/jpI6v+GNmFZFRse5+AosV6gugbitUroWAYJj6EIy5ZI83puV9Xcy3/93M8RcO5YgT+1WfvVLqAIlIjjFm/L7K6R3NvcTV3s76Fx5jwOK3eNKSjPXNO7GXlZH++mt7XE+5pnYbKz94hHnOhYTSDg0ZUN0OtjpwOSByIMQOdq+SdsxNEJ7Q9dy6slY2raggOimUtMNjaK5t5/sP8sk4Io5RJ+iIIqXUL6OhcICMMTR/9hmVjzyKX3k5w6MsJKVEEJAaQ9z11xEybtzOT2itgdVvYc99h8SatZyNP61DpxN64o2QPHb7i4JxUVNm48dFxZQsrSehpIb0w11EJYSSt7CYzdmVO8ZyCQRYLYREWDnpd8O181gp9YtpKByAjq1bqbj7Htqys2kYGM0Tl/hx7cwnGZJ20u6FjYG8t+HzO6C9gc2SxYdcxTmX3sjwwZnkfl3M5ldXYg22EBQSQFuznfL8RvwD/EgZFk3Jhjo2r6wEwD/QwrhT0xl90kCaa9spXFtLxZYGJpw1SOcuUkodEA2FX8B0dlL70svUzJ6NhIRQdcNvuTH0Q2YecTUn9RQIDUXw0Z8x+QvZGn4hz9pPYblfBM/+8WjSw4KZ/9RqSjbUMyAjApfDUFfeCiJMOncwI45LJig0AOMyVBc3U1PSQuYRcQSHu++ODomwkpAZcZD/BZRS/ZV2NP8MnVVVNH3yKQ3vvYd9yxbCp02j5YaLuHzZDYyMG8m/T/03/n675Gz1JsyrZ1LUNJgV5kaqaoK6HoocEExHqwNHp5PjL8hi+LFJ2vSjlPIK7WjuRc6mJspu+xstS5aAy0XQyJGkzn4Gjp/AHz6+iHBrOI9MeWSnQHB2uihbtZaieW+xrfVeGjoTkVALXwTbuGL6MIYafwp/qsXEGo6/MIvoxB7uTVBKqYNMQ2EfjN1OyU1/pi0nh9hrryHy7OkEDsrEGMPNi26mtKWUl6e+TFxwHGX5DWxZVUVlQRPVRU24nODHCaQMDiNjdAp/WLqB8YNi+O2UDEREh40qpQ45Ggp7YYyh/K67aVu2jKSHHyLqnHO6Hnt17assLF7I/4z/H8YljKOioJEPH8/Fzw8GRNQxOvhbkkK3kXrNA/injODqudk4gX9OH6lNREqpQ5aGwl7UPDObxg8/JO7GG3YKhJUVK3li1ROcmn4ql4+4HFuznS9e+InQoA4uiLyeIFMH4y+EE56A6HTm55WxcEMV/zhjOANjQvrwiJRSau80FPag5dvvqJk9m8hzziHuuutYUb6CH8p/4MfqH8mrziMtPI37j70fY2DBy2uxNXVwXtQdBA0ZD6c+CHFDMMYw97sCHvhkPaNTI5l5TEZfH5ZSSu2VhkIPXG1tVNxzD9bMTBLvu5cFhQu4dfGt+Is/WTFZTB8ynZmHz8TfEch38zZTvL6eE9PmE29tg/NehMBwbHYnf5/3Ix/klnLy8AQeu3A0/joPkVLqEKeh0IPq2bPpLC0l7bW5lHfWcO/39zIqbhQvTX2JIEsQRevqWPtOOQVr8nF2uhgxvJUR9a/AGXNwBoQxP7eEp77OZ1ttK7ecksUNJw7Bz0/7EZRShz4NhV20r1tH3atziTp/BtbxY/nb51diMMyaPIvWCgdf/CeX0k0NBIUFMOLYZLLGhJEwfwqkHsUC/yk89Phitla3clhiOK9dNYHjh8b39SEppdR+01DoxjidlN91N5boaAb89a88s/pZ8qrzeOjIR9gyv5V1324mMCSAyRdlMeL4ZCwWP/jyLmirYsmEZ7j2jVVkDQjn+cvGceqIRL06UEr96mgodNO6bBnta9eSPOthSqWRV/Je5VLHTZS/GIzDXs6oE1M56ozMHQvdl+XCsmcpz/wtV33p5KiMGF67agJBAZa9v5FSSh2iNBS6sa1eDSKEnXQSn2z4lBl5txHenkDSyCiOnTFk57uOO23wwbXYg+I4J/90hiWG8+IV4zUQlFK/ahoK3djy8ggcMgQJCaVsPoTboznj+iPIGBW3e+Gv7oWaTVxv/kFoZDxzr5pARJDOUKqU+nXTMZIexhja89YQNPoIsj8rILgqjpaj83sOhC0LYfnzvOqcRknMRN685mjiwgIPfqWVUqqX6ZWCR2dhIc7GRprTjmTlx9vYHJfNb44dvnvB1lqa372WClcK32XcwH8vm0RYoP4zKqX6B71S8LDl5eGwBPHD5hgkopMlmf9hQtJROxcyho73/4C1o54PB9/LczOP1UBQSvUrGgoetrw8mgYMp7XZybaRy0mJSSIxNHHnQsufJ3DrAh5yXMLUk6bqHcpKqX5HP9U8bKvzcA0aAUCO/XuOTjp65wJlufDlXayPOJb3/c9gRLKudqaU6n80FACXzUb7pk04EwcBUONXwYTECTsKODvhvashNJ47XH/kqMxYLHpjmlKqH9JQwD21BQ4HnVGJEOTE5efkqMRu/QkVa6BuC43H/Z3VNRYmDorpu8oqpZQXeTUURGSaiGwUkXwRuX0v5WaIiBGRfa4f6g221XkAdAREYLM2MSx6GNFB0TsKlOUCsMI1DICJg2IPeh2VUupg8FooiIgFmA2cBowALhaRET2UCwduApZ7qy77YsvLI2DgQFpandRYKpiQNGHnAqW5EBLLN+WBhAX6MyJJ+xOUUv2TN68UJgD5xpitxhg78A4wvYdy/wT+BbR7sS57ZcvLI3j0aJrq22gJaGB8wi4XLGW5kDyOZQV1HJURraOOlFL9ljc/3VKA4m7bJZ59XURkLDDQGPOxF+uxV50VFTgqKwkceQSdLS5arY0Mjhq8o4C9FarX0xo3ii3Vrdp0pJTq17wZCj0NzzFdD4r4AY8Dt+7zhUSuFZFsEcmurq7uxSpC+08/uSs2ZAQgtFkbSQ5N3lGg4kcwLtYyBND+BKVU/+bNUCgBBnbbTgXKum2HAyOBb0RkGzARmN9TZ7Mx5gVjzHhjzPj4+N5dtMa+bRsAndHuIAgI9yPA0m1iu9JVACxsTiYs0J/D9f4EpVQ/5s1QWAkMFZFMEbECFwHztz9ojGk0xsQZYzKMMRnAMuBsY0y2F+u0G3thIZaYGGx295TXEdHBOxcoy4XwZL4q9mO89icopfo5r33CGWMcwA3AF8B64D/GmLUicr+InO2t9/257IVFWNPTaW2wAxAfF7VzgbJV2BNGk1/VwtGZ2nSklOrfvDqbmzHmU+DTXfbdvYeyJ3izLntiLywkdNIkGutacYqDxLgBOx5sb4TafMoHujNsZIo2HSml+jefbgtx2Ww4KiuxZqRTU9tAW0ATAyNSdxQod9/UtlHcnczDEsL7oppKKXXQ+HQo2IuKALCmpdFY10artZHUsG6h4OlkXt6RTlRIAPHhupCOUqp/8+1QKCwEICA9HVtjpzsUwruFQlkuRKWzutaPrIRwRHQSPKVU/6ahAFjTM3C2CB1BrcQGdetMLluFSR7LpopmbTpSSvkEnw8FS1wcTv9ApNNCQBg7rgZaa6GhiKaYUTR3OMhK1FBQSvV/Ph0KndsKsaal0drQAUBoVLc+g6LvAdgS5J7DT68UlFK+wKdDwV5Y6LlHwR0KUbGhOx4sWAIBIeR0uhfe0VBQSvkCnw0FV1sbjupqrOnpVNXUAzAgrtviOQVLIG0S66vbSYwIIjIkYA+vpJRS/YfPhkLXcNSMdCqqagBITUh0P9hcCdUbIHMymyqbtT9BKeUzfDcUtnlGHqWlUVfbhN3STlqsZzjqtqUAODMms7myhWEJYX1VTaWUOqh8NxS236OQlk5zg41WawMpYZ7lHgoWQ2AkRdYhdDhcZGl/glLKR/huKBQVYomPwxIWSkeTE3tQGyEBIe4HC5ZAxnFsrGoDYJg2HymlfITvhoJn5BGAafFHQp3uB+oLoX5bV3+CCAwZoM1HSinf4POhYFwG//YgAiPc6yls708gczIbK5tJiwkhxOrVyWSVUuqQ4ZOh4GxpxVldgzUtnZZmG37GQvj2xXUKlkBIHAwYzqaKZu1PUEr5FJ8Mhc5iz3DU9HQKy90rhMbGRoAxULAEV+ZkttW2UVDTqjetKaV8is+0i8z9y5101h8OgBiQCXfTNL8df9c2BD+s2c9RlH07aa5y7s6L5Y2cbwBdWEcp5Vt8JhQCwgJw1FV0bTv8DQ3RHTgCbBj/JsYFCjUyiHK/EcQNmcHDickMGRDGuLToPqy1UkodXD4TCpf88779Lnu0F+uhlFKHMp/sU1BKKdUzDQWllFJdNBSUUkp10VBQSinVRUNBKaVUFw0FpZRSXTQUlFJKddFQUEop1UWMMX1dh59FRKqBwl/49Digpher82vhi8fti8cMvnncvnjM8POPO90YE7+vQr+6UDgQIpJtjBnf1/U42HzxuH3xmME3j9sXjxm8d9zafKSUUqqLhoJSSqkuvhYKL/R1BfqILx63Lx4z+OZx++Ixg5eO26f6FJRSSu2dr10pKKWU2gufCQURmSYiG0UkX0Ru7+v6eIOIDBSRRSKyXkTWisifPftjRGSBiGz2/NnvVg4SEYuI5IrIx57tTBFZ7jnmd0XE2td17G0iEiUi74nIBs85n+Qj5/ovnv/fP4nI2yIS1N/Ot4i8LCJVIvJTt309nltxe8rz2bZGRMYdyHv7RCiIiAWYDZwGjAAuFpERfVsrr3AAtxpjhgMTges9x3k78LUxZijwtWe7v/kzsL7b9izgcc8x1wNX90mtvOtJ4HNjzGHAaNzH36/PtYikADcB440xIwELcBH973y/CkzbZd+ezu1pwFDPz7XAcwfyxj4RCsAEIN8Ys9UYYwfeAab3cZ16nTGm3BizyvP3ZtwfEim4j3Wup9hc4Jy+qaF3iEgqcAbwomdbgN8A73mK9MdjjgAmAy8BGGPsxpgG+vm59vAHgkXEHwgByuln59sYswSo22X3ns7tdOA147YMiBKRpF/63r4SCilAcbftEs++fktEMoCxwHIgwRhTDu7gAAb0Xc284gngNsDl2Y4FGowxDs92fzzfg4Bq4BVPs9mLIhJKPz/XxphS4FGgCHcYNAI59P/zDXs+t736+eYroSA97Ou3w65EJAx4H7jZGNPU1/XxJhE5E6gyxuR0391D0f52vv2BccBzxpixQCv9rKmoJ5529OlAJpAMhOJuPtlVfzvfe9Or/999JRRKgIHdtlOBsj6qi1eJSADuQHjTGPOBZ3fl9stJz59VfVU/LzgWOFtEtuFuFvwN7iuHKE/zAvTP810ClBhjlnu238MdEv35XAOcDBQYY6qNMZ3AB8Ax9P/zDXs+t736+eYrobASGOoZoWDF3TE1v4/r1Os8bekvAeuNMY91e2g+cIXn71cAHx7sunmLMeYOY0yqMSYD93ldaIy5FFgEzPAU61fHDGCMqQCKRWSYZ9dJwDr68bn2KAImikiI5//79uPu1+fbY0/ndj7wO88opIlA4/Zmpl/Ciha9eQAAAnxJREFUZ25eE5HTcX+DtAAvG2Me7OMq9ToROQ5YCvzIjvb1O3H3K/wHSMP9S3W+MWbXTqxfPRE5AfirMeZMERmE+8ohBsgFLjPGdPRl/XqbiIzB3bluBbYCV+L+otevz7WI3AdciHu0XS7we9xt6P3mfIvI28AJuGdCrQTuAf6PHs6tJxyfwT1aqQ240hiT/Yvf21dCQSml1L75SvORUkqp/aChoJRSqouGglJKqS4aCkoppbpoKCillOqioaDUQSQiJ2yfyVWpQ5GGglJKqS4aCkr1QEQuE5EVIrJaROZ41mtoEZH/JyKrRORrEYn3lB0jIss8c9nP6zbP/RAR+UpE8jzPGex5+bBu6yC86bn5SKlDgoaCUrsQkeG475g91hgzBnACl+KefG2VMWYcsBj3XaYArwF/M8Ycgftu8u373wRmG2NG456fZ/vUA2OBm3Gv7TEI9/xNSh0S/PddRCmfcxJwJLDS8yU+GPfkYy7gXU+ZN4APRCQSiDLGLPbsnwv8V0TCgRRjzDwAY0w7gOf1VhhjSjzbq4EM4FvvH5ZS+6ahoNTuBJhrjLljp50id+1Sbm9zxOytSaj7nDxO9PdQHUK0+Uip3X0NzBCRAdC1Nm467t+X7TNxXgJ8a4xpBOpF5HjP/suBxZ51LEpE5BzPawSKSMhBPQqlfgH9hqLULowx60TkH8CXIuIHdALX417I5nARycG94teFnqdcATzv+dDfPlspuANijojc73mN8w/iYSj1i+gsqUrtJxFpMcaE9XU9lPImbT5SSinVRa8UlFJKddErBaWUUl00FJRSSnXRUFBKKdVFQ0EppVQXDQWllFJdNBSUUkp1+f/TvkhhC2ZkrwAAAABJRU5ErkJggg==
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<p><a href="http://cocl.us/pytorch_link_bottom">
    <img src="https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DL0110EN/notebook_images%20/notebook_bottom%20.png" width="750" alt="PyTorch Bottom" />
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<h2>About the Authors:</h2><p><a href="https://www.linkedin.com/in/joseph-s-50398b136/">Joseph Santarcangelo</a> has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.</p>

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<p>Other contributors: <a href="https://www.linkedin.com/in/michelleccarey/">Michelle Carey</a>, <a href="www.linkedin.com/in/jiahui-mavis-zhou-a4537814a">Mavis Zhou</a></p>

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<p>Copyright &copy; 2018 <a href="cognitiveclass.ai?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu">cognitiveclass.ai</a>. This notebook and its source code are released under the terms of the <a href="https://bigdatauniversity.com/mit-license/">MIT License</a>.</p>

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