FIZ220_EST_UygulamaNotlari_05_NumPy_Dizileri_II.html

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  content: "\e251";
}
.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;
}
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.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 */
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.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">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<h1 id="Uygulama-Notlar&#305;:-5">Uygulama Notlar&#305;: 5<a class="anchor-link" href="#Uygulama-Notlar&#305;:-5">&#182;</a></h1><h2 id="F&#304;Z220---Bilgisayar-Programlama-II-|-16/04/2020">F&#304;Z220 - Bilgisayar Programlama II | 16/04/2020<a class="anchor-link" href="#F&#304;Z220---Bilgisayar-Programlama-II-|-16/04/2020">&#182;</a></h2><p><strong>Matrisler II (NumPy Dizi (<em>numpy.ndarray</em>) Nesneleri)</strong></p>
<ul>
<li>Matrislerin Özellikleri<ul>
<li>size</li>
<li>shape</li>
<li>reshape</li>
<li>ndim</li>
<li>dtype</li>
</ul>
</li>
<li>Tipik Matrisler<ul>
<li>zeros</li>
<li>ones</li>
<li>fill ile matrisi doldurmak</li>
<li>birim matris</li>
<li>rastgele matrisler</li>
<li>arange ile aralıklar</li>
<li>linspace</li>
</ul>
</li>
<li>Matris işlemleri<ul>
<li>Dört temel işlem (eleman bazında)</li>
<li>Skaler ve Vektörel Çarpımlar<ul>
<li>Skaler Çarpım</li>
<li>Vektörel Çarpım</li>
</ul>
</li>
<li>Matrisin transpozesi, tersi ve determinantı<ul>
<li>Transpozesi</li>
<li>Tersi</li>
<li>'Tersimsisi'</li>
<li>Determinantı</li>
</ul>
</li>
</ul>
</li>
</ul>
<p>Dr. Emre S. Taşcı, emre.tasci@hacettepe.edu.tr<br>
Fizik Mühendisliği Bölümü<br>
Hacettepe Üniversitesi</p>

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<h2 id="Matrislerin-&#214;zellikleri">Matrislerin &#214;zellikleri<a class="anchor-link" href="#Matrislerin-&#214;zellikleri">&#182;</a></h2><p>Sıklıkla, elimize geçirdiğimiz bir NumPy dizisinin özelliklerini bilmek isteriz: boyu nedir, boyutu nedir, kimlerdendir, içinde sevdiceğimiz var mıdır vs. Bu bölümde temel bilgi komut ve metotlarını işleyeceğiz.</p>
<p>O halde, bir tane 2 boyutlu $(4\times5)$ matris tanımlayıp, işimize bakalım:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">mat1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">],[</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">,</span><span class="mi">12</span><span class="p">,</span><span class="mi">13</span><span class="p">,</span><span class="mi">14</span><span class="p">],[</span><span class="mi">20</span><span class="p">,</span><span class="mi">21</span><span class="p">,</span><span class="mi">22</span><span class="p">,</span><span class="mi">23</span><span class="p">,</span><span class="mi">24</span><span class="p">],[</span><span class="mi">30</span><span class="p">,</span><span class="mi">31</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">33</span><span class="p">,</span><span class="mi">34</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat1</span><span class="p">)</span>
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<pre>[[ 0  1  2  3  4]
 [10 11 12 13 14]
 [20 21 22 23 24]
 [30 31 32 33 34]]
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<p>Fark ettiyseniz, değerler aynı zamanda satır ve sütun indislerini veriyor (ilk satırın (0 satırı) misal 2 indisli elemanını <code>02</code> yazamadığımdan, <code>2</code> ile yetiniyoruz ama artık <em>o kadar kusur kadı kudu</em> (©Yiğit Özgür 8).</p>

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<h3 id="size:-Matrisin-eleman-say&#305;s&#305;">size: Matrisin eleman say&#305;s&#305;<a class="anchor-link" href="#size:-Matrisin-eleman-say&#305;s&#305;">&#182;</a></h3><p><code>size</code> metodu bize matrisin toplam eleman sayısını verir. Örneğimizdeki matrisimizin 20 elemanı var, o halde, "size" diye sorunce, "20" demesini bekliyoruz, bakalım:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Matrisimizin eleman sayısı: &quot;</span><span class="p">,</span><span class="n">mat1</span><span class="o">.</span><span class="n">size</span><span class="p">)</span>
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<pre>Matrisimizin eleman sayısı:  20
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<h2 id="shape:-Matrisimizin-boyutlar&#305;-(90-60-90)">shape: Matrisimizin boyutlar&#305; <em>(90-60-90)</em><a class="anchor-link" href="#shape:-Matrisimizin-boyutlar&#305;-(90-60-90)">&#182;</a></h2><p><code>shape</code> metodu matrisimizin "şeklini" yani boyutlarını bir demet (<em>tuple</em>) olarak döndürür:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Matrisimizin boyutları: &quot;</span><span class="p">,</span><span class="n">mat1</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Matrisimizin &quot;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">mat1</span><span class="o">.</span><span class="n">shape</span><span class="p">),</span><span class="s2">&quot; adet boyutu var.&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Asıl (0 - satırlar) eksendeki &#39;kat&#39; sayısı: &quot;</span><span class="p">,</span><span class="n">mat1</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="nb">print</span><span class="p">(</span><span class="s2">&quot;İkincil (1 - sütunlar) eksendeki &#39;daire sayısı: &quot;</span><span class="p">,</span><span class="n">mat1</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
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<pre>Matrisimizin boyutları:  (4, 5)
Matrisimizin  2  adet boyutu var.
Asıl (0 - satırlar) eksendeki &#39;kat&#39; sayısı:  4
İkincil (1 - sütunlar) eksendeki &#39;daire sayısı:  5
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<p>Burada dikkatinizi çektiyse, boyutların döndürüldüğü mat1.shape demetinin boyunu bulurken <code>size</code> metodunu değil, <code>len</code> komutunu kullandık. Bunun sebebi, <code>size</code>ın bir ndarray metodu olup, demetlere uygulanabilir olmaması. <code>len</code> komutu epey evrensel bir komut olup, hemen her değişkene sorulabilir. O halde niye <code>len</code> dururken, matrislerde <code>size</code> ile uğraşıyoruz? Hemen bakalım:</p>

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<pre>4
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<p>Gördüğünüz üzere, sadece ilk eksenin (satırların) sayısını veriyor, gayet de mantıklı zira Python bunu -teknik olarak- her birinde 5 elemanlı 1 boyutlu dizi olan, 4 elemanlı bir derleme olarak görüyor (matrisi nasıl tanımladığımızı hatırlayın: [ [1. eleman: 1. dizi], [2. eleman: 2. dizi], ...]). Bu yüzden, n-boyutlu matrislerin eleman sayısını <code>len</code> ile değil, <code>size</code> ile öğreniyoruz (bu konu sanırım bölüm sonlarında olan "bunları bilmeseniz de olur ama işte..." kısmına daha uygundu!.. 8)</p>

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" alt="play-it-sam.jpg">
(Casablanca, "Play it -again- Sam" (tamam, Bogart hiç <em>again</em> lafını söylemiyor aslında ama olsun))</p>

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<h2 id="reshape:-yeniden-&#351;ekillendir,-Sam..">reshape: yeniden &#351;ekillendir, Sam..<a class="anchor-link" href="#reshape:-yeniden-&#351;ekillendir,-Sam..">&#182;</a></h2><p>Matrisin şekli çok önemlidir zira o şekli yeniden ("re-") biçimlendirebiliriz ("shape") =&gt; <code>reshape</code>!</p>
<p>Elimizdeki matris (4x5)'ti, 20 elemanı vardı. Elemanları düzgünce dağıtabileceğimiz (yani bütün boyutlarının çarpımı 20 olduğu sürece) her boyuta çıkabiliriz. Çarpımı 20 olan sayılardan bazılarını sıralayalım:</p>
<ul>
<li>1x20</li>
<li>2x10</li>
<li>2x2x5</li>
<li>20x1</li>
</ul>
<p>Gördüğünüz üzere, yukarıdakilerden 1. ve 4. örnekler bir boyutlu matrisler (ilki satır, ikincisi sütun vektörü); 2. örnek 2 satırlı, 10 sütunlu iki boyutlu bir matris; 3. ilginç çünkü 3 boyut var. Tek tek deneyelim:</p>

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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">mat1</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
</pre></div>

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<pre>[[ 0  1  2  3  4 10 11 12 13 14 20 21 22 23 24 30 31 32 33 34]]
</pre>
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">mat1</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
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<pre>[[ 0  1  2  3  4 10 11 12 13 14]
 [20 21 22 23 24 30 31 32 33 34]]
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">mat1</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat1</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">)[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
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<pre>[[[ 0  1  2  3  4]
  [10 11 12 13 14]]

 [[20 21 22 23 24]
  [30 31 32 33 34]]]
33
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<pre>[[ 0]
 [ 1]
 [ 2]
 [ 3]
 [ 4]
 [10]
 [11]
 [12]
 [13]
 [14]
 [20]
 [21]
 [22]
 [23]
 [24]
 [30]
 [31]
 [32]
 [33]
 [34]]
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<p>(2x2x5) üç boyutlu matrisimizde [1,1,3] indisli elemanı istediğimizde, önce 1. eksende ilerleyip, 1 indisli diziye gittik:</p>
<p><code>[[20 21 22 23 24]
  [30 31 32 33 34]]</code></p>
<p>dizisi. Sonra bu dizinin 1 indisli dizisine gittik:</p>
<p><code>[30 31 32 33 34]</code></p>
<p>dizisi. Sonra da, bu dizinin 3 indisli elemanına (yani 4. elemanına) gittik: 33</p>
<p>Bu vesileyle, çaktırmadan, 3 boyutlu bir diziyi nasıl oluşturabileceğimize dair bir yolu da keşfetmiş olduk: <code>reshape</code> metodu ile.</p>

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<h2 id="ndim:-k&#305;sa-yoldan-ka&#231;-boyutlu-bir-matrisimiz-oldu&#287;una-dair...">ndim: k&#305;sa yoldan ka&#231; boyutlu bir matrisimiz oldu&#287;una dair...<a class="anchor-link" href="#ndim:-k&#305;sa-yoldan-ka&#231;-boyutlu-bir-matrisimiz-oldu&#287;una-dair...">&#182;</a></h2><p>Elimizdeki matrisimizin kaç boyutlu olduğunu şeklinin kaç elemanı olduğunu sorarak öğrenebilmiştik:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Matrisimizin &quot;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">mat1</span><span class="o">.</span><span class="n">shape</span><span class="p">),</span><span class="s2">&quot; adet boyutu var.&quot;</span><span class="p">)</span>
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<pre>Matrisimizin  2  adet boyutu var.
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<p>Bunu tek bir metotla da yapmak mümkün, bu iş için <code>ndim</code> metotu yardımımıza koşuyor:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Matrisimizin &quot;</span><span class="p">,</span><span class="n">mat1</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span><span class="s2">&quot; adet boyutu var.&quot;</span><span class="p">)</span>
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<pre>Matrisimizin  2  adet boyutu var.
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<h2 id="dtype:-elemanlar&#305;n&#305;n-cinsi">dtype: elemanlar&#305;n&#305;n cinsi<a class="anchor-link" href="#dtype:-elemanlar&#305;n&#305;n-cinsi">&#182;</a></h2><p>Aşağıdaki üç diziye bir bakın -- sizce aralarında çok fark var mı?</p>
<ol>
<li><code>dizi_1 = np.array([0,1,2])</code></li>
<li><code>dizi_2 = np.array([0,1,2.0])</code></li>
<li><code>dizi_3 = np.array([0,1.0,"iki"])</code></li>
</ol>
<p>...</p>
<p>Herhalde, 3.yü listeye koymasaydık, "fark yok" cevabı normal karşılanacaktı ama 3. işi bozduğundan, bu sefer 1. ile 2. arasında da bir bit yeniği çıkmasını bekliyoruz. Python'a verelim, bakalım o ne diyecek:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dizi_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="n">dizi_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mf">2.0</span><span class="p">])</span>
<span class="n">dizi_3</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mf">1.0</span><span class="p">,</span><span class="s2">&quot;iki&quot;</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;dizi_1:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">dizi_1</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;dizi_2:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">dizi_2</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;dizi_3:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">dizi_3</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>dizi_1:
 [0 1 2] 

dizi_2:
 [0. 1. 2.] 

dizi_3:
 [&#39;0&#39; &#39;1.0&#39; &#39;iki&#39;] 

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<p>Hemen fark edenler kendilerine bir 10 puan yazsınlar bakalım! Detaylıca incelediğimizde, ilkinde sayılarımızın ondalık noktalarının olmadığını, ikincisinde diziyi girerken sadece 2'yi ondalıklı girdiğimiz halde (o da hani "2.3" gibi değil, bildiğiniz "2.0" masumane şekliyleydi!) 0 ve 1'in kuyruklarına da ondalık noktasının takılmış olduğunu, üçüncü dizide ise hepsinin (0'ın ve 1.0'ın bile!) bir kelimeymişçesine kesme (') işaretleri arasına alınmış olduğunu görüyoruz. Bunun sebebi şu:</p>
<p>NumPy dizileri sadece tek bir eleman cinsini tutarlar. İlk dizimizde bütün elemanlarımız tam sayı, o yüzden tam sayı olarak tutulabiliyorlar; ikinci dizimizde iki tam sayı, bir tane ondalıklı sayı girdiğimizde, ondalıklı sayının varlığı (değerinden bağımsız olarak), dizinin elemanları tuttuğu cins olarak tam sayıyı değil, hepsini içerebilecek ondalıklı sayı cinsini seçmesini gerektiriyor (genel olarak: tam sayıları bilgi kaybı olmadan ondalıklı olarak tutabilsek de, tersi mümkün değil); üçüncüsünde ise, tam sayı olsun, ondalıklı sayı olsun, bunları string olarak tutabiliyoruz ama string değişkenlerini -genel olarak- sayı olarak ifade edemediğimizden, elemanların cinsi "en küçük ortak cins" olan string olarak tanımlanıyor.</p>
<p>Bir dizinin tuttuğu eleman cinsini de <code>dtype</code> metodu ile öğreniyoruz:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;dizi_1&#39;in elemanlarının cinsi :&quot;</span><span class="p">,</span><span class="n">dizi_1</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;dizi_2&#39;nin elemanlarının cinsi:&quot;</span><span class="p">,</span><span class="n">dizi_2</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;dizi_3&#39;ün elemanlarının cinsi :&quot;</span><span class="p">,</span><span class="n">dizi_3</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>dizi_1&#39;in elemanlarının cinsi : int64 

dizi_2&#39;nin elemanlarının cinsi: float64 

dizi_3&#39;ün elemanlarının cinsi : &lt;U32 

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<p>Tipte yazılı kısım cinsi (integer: tam sayı; float: ondalıklı sayı; U: Unicode string) verirken, peşinden gelen sayı her bir eleman için hafızada ayrılan yer miktarını (bit cinsinden) verir.</p>

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<p>Bir dizinin elemanlarının cinsini <strong>zorla</strong> bir başka cinse dönüştürmek mümkündür: bunu <code>astype</code> metotu ile yaparız:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">dizi_2</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">))</span>
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<pre>[0 1 2]
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<p>Ama bunun mümkün olmadığı yerde de zorlamanın pek bir alemi yok:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">dizi_3</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">))</span>
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<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">ValueError</span>                                Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-14-b930b903e208&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>print<span class="ansi-blue-fg">(</span>dizi_3<span class="ansi-blue-fg">.</span>astype<span class="ansi-blue-fg">(</span>float<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">)</span>

<span class="ansi-red-fg">ValueError</span>: could not convert string to float: &#39;iki&#39;</pre>
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<p>150 tane tam sayı elemanı olan bir diziye, 151. eleman olarak ondalıklı sayı eklediğimizde bütün elemanlarının tipi nasıl da tümden ondalıklı sayılara dönüşüyorsa, iki sayıyı topladığımızda da bu kural otomatikman uygulanır:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tam sayı + tam sayı = tam sayı:</span>
<span class="mi">5</span> <span class="o">+</span> <span class="mi">7</span>
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<pre>12</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tam sayı + ondalıklı sayı = ondalıklı sayı:</span>
<span class="mi">5</span> <span class="o">+</span> <span class="mf">7.5</span>
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<pre>12.5</pre>
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<span class="mi">5</span> <span class="o">+</span> <span class="mf">7.0</span>
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<pre>12.0</pre>
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<h2 id="Tipik-Matrisler">Tipik Matrisler<a class="anchor-link" href="#Tipik-Matrisler">&#182;</a></h2><p>Şimdi eğri oturup, doğru konuşalım: NumPy'da matris elemanlarını tanımlamak çoğu kez epey sıkıcı. Bu yüzden hayatı kolaylaştırıcı birkaç tipik hazır matris türü var.</p>

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<h3 id="zeros-:-s&#305;f&#305;r-s&#305;f&#305;r-s&#305;f&#305;r...">zeros : s&#305;f&#305;r s&#305;f&#305;r s&#305;f&#305;r...<a class="anchor-link" href="#zeros-:-s&#305;f&#305;r-s&#305;f&#305;r-s&#305;f&#305;r...">&#182;</a></h3><p>Adı üzerinde, istediğimiz boyutta, tüm elemanları sıfır olan bir matris döndürür - yapmamız gereken, istediğimiz matris boyutunu belirlemekten ibaret:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_0</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">mat_0</span><span class="p">)</span>
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<pre>[[[0. 0. 0. 0.]
  [0. 0. 0. 0.]
  [0. 0. 0. 0.]]

 [[0. 0. 0. 0.]
  [0. 0. 0. 0.]
  [0. 0. 0. 0.]]]
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<h3 id="ones-:-bir-bir-bir...-(nereye-kadar-gidece&#287;iz-b&#246;yle,-haydi-bakal&#305;m...)">ones : bir bir bir... (nereye kadar gidece&#287;iz b&#246;yle, haydi bakal&#305;m...)<a class="anchor-link" href="#ones-:-bir-bir-bir...-(nereye-kadar-gidece&#287;iz-b&#246;yle,-haydi-bakal&#305;m...)">&#182;</a></h3>
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<p>Bu da, bütün elemanları 1 olan bir matris döndürür:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_1</span><span class="p">)</span>
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<pre>[[[1. 1.]
  [1. 1.]
  [1. 1.]
  [1. 1.]
  [1. 1.]]

 [[1. 1.]
  [1. 1.]
  [1. 1.]
  [1. 1.]
  [1. 1.]]]
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<h3 id="fill-ile-matrisi-doldurmak">fill ile matrisi doldurmak<a class="anchor-link" href="#fill-ile-matrisi-doldurmak">&#182;</a></h3><p>Bütün elemanları sıfır veya bir olan bir matrisi nasıl tanımlayacağımızı artık biliyoruz, peki bütün elemanlarının 2.7 olmasını istiyorsak? Bu durumda, iki-üç(-çok?) yolumuz var:</p>
<ol>
<li>0-matrisi oluşturup, bütün elemanlarına 2.7 ekleriz:</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_0</span> <span class="o">+</span> <span class="mf">2.7</span>
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<pre>array([[[2.7, 2.7, 2.7, 2.7],
        [2.7, 2.7, 2.7, 2.7],
        [2.7, 2.7, 2.7, 2.7]],

       [[2.7, 2.7, 2.7, 2.7],
        [2.7, 2.7, 2.7, 2.7],
        [2.7, 2.7, 2.7, 2.7]]])</pre>
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<ol>
<li>1-matrisi oluşturup, bütün elemanlarını 2.7 ile çarparız:</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_1</span> <span class="o">*</span> <span class="mf">2.7</span>
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<pre>array([[[2.7, 2.7],
        [2.7, 2.7],
        [2.7, 2.7],
        [2.7, 2.7],
        [2.7, 2.7]],

       [[2.7, 2.7],
        [2.7, 2.7],
        [2.7, 2.7],
        [2.7, 2.7],
        [2.7, 2.7]]])</pre>
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<ol>
<li>Herhangi bir matris oluşturup (ya da hazır alıp), bütün elemanlarını 2.7 ile <em>doldururuz</em>:</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_n</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mf">3.</span><span class="p">],[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_n</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;----------&quot;</span><span class="p">)</span>
<span class="n">mat_n</span><span class="o">.</span><span class="n">fill</span><span class="p">(</span><span class="mf">2.3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_n</span><span class="p">)</span>
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<pre>[[1. 2. 3.]
 [4. 5. 6.]]
----------
[[2.3 2.3 2.3]
 [2.3 2.3 2.3]]
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<p><code>fill</code> metodunu kullanırken dikkat etmeniz gereken iki şey var:</p>
<ul>
<li>Metodu kullandığınızda doğrudan ilgili matrise etki eder, yeni bir matris döndürmez.</li>
<li>Elinizdeki matrisin cinsi ne ise, doldururken kullandığınız değerin cinsini matrisin cinsine döndürür.</li>
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<p>İkinci noktanın nasıl çalıştığını görmek için üstteki örneği bir kez daha, bu kez "hilesiz, el çabukluğu kerametsiz", ağır çekimde izleyelim:</p>

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<span class="nb">print</span><span class="p">(</span><span class="n">mat_n</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;----------&quot;</span><span class="p">)</span>
<span class="n">mat_n</span><span class="o">.</span><span class="n">fill</span><span class="p">(</span><span class="mf">2.3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_n</span><span class="p">)</span>
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<pre>[[1 2 3]
 [4 5 6]]
----------
[[2 2 2]
 [2 2 2]]
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<p>Hoppala! Yukarıdakinin <em>aynısını</em> yazdık ama bu sefer 2.3 yerine, 2 ile doldurdu... nereyi farklı girdik ki?.. (haydi bulun bakalım, size 1 dakika süre...)</p>

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<p>....</p>

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<p>Buldunuz mu? İki girişte de ilk satırdaki "3"e bakın. Evet, tam orası işte! İlk kodda "3." diyerek, çaktırmadan bütün diziyi ondalıklı tipine dönüştürmüşüz, ikincisinde hepsi tam sayı. Bu yüzden ikincisinde "2.3" ondalıklı sayısı ile doldur deyince matrisimize, "hiç kusura bakma, ben tam sayı matrisiyim, çok istiyorsa tam sayı kılığına girsin, 2 olarak eklerim" diyor, olayımız bundan ibaret. 8P 8)</p>

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<h3 id="birim-matris">birim matris<a class="anchor-link" href="#birim-matris">&#182;</a></h3><p>Birim matris, tanım itibarı ile -ve tabii ki boyutları ile uyumlu olmak şartıyla- bir matrisle çarpıldığı zaman, o matrisi değiştirmeyen matristir. Bunu da sağlamanın tek yolu, köşegeni boyunca "1" değerini almasıdır. "Identity" (birim, etkisiz) olarak isimlendirilip "I" harfi ile temsil edildiğinden, okunuşundan yola çıkıp, ufak bir kelime oyunu ile <code>eye</code> olarak tanımlanır:</p>

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<pre>[[1. 0. 0. 0. 0.]
 [0. 1. 0. 0. 0.]
 [0. 0. 1. 0. 0.]
 [0. 0. 0. 1. 0.]
 [0. 0. 0. 0. 1.]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Kare matris olması zorunluluğu yoktur:</span>
<span class="n">mat_birim_3x5</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_birim_3x5</span><span class="p">)</span>
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<pre>[[1. 0. 0. 0. 0.]
 [0. 1. 0. 0. 0.]
 [0. 0. 1. 0. 0.]]
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<h3 id="rastgele-matrisler">rastgele matrisler<a class="anchor-link" href="#rastgele-matrisler">&#182;</a></h3><p>Bazen uğraşmak istemeyiz, "sen kafana göre doldur, ben sonra bakarım" deriz. Bu durumlarda numpy.random kütüphanesinin rand ve randint'i epey yardımcı olur:</p>

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<span class="nb">print</span><span class="p">(</span><span class="n">mat_rastgele_tamsayilar</span><span class="p">)</span>
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<pre>[[[6 8 9 5]
  [9 5 7 8]
  [9 9 9 5]]

 [[6 9 6 8]
  [8 5 7 6]
  [9 5 5 9]]]
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<span class="nb">print</span><span class="p">(</span><span class="n">mat_rastgele_ondaliklar</span><span class="p">)</span>
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<pre>[[[0.32050658 0.16444892 0.6934229  0.07682733]
  [0.67717982 0.99606652 0.55347651 0.71407072]
  [0.56696724 0.51968845 0.81804893 0.69267283]]

 [[0.57512085 0.19622693 0.849945   0.92691827]
  [0.66443058 0.57485047 0.17344993 0.60702466]
  [0.15546376 0.31921254 0.54711549 0.65001498]]]
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<p>Parametreler anlaşılıyor mu çağrıştan? randint'e ilk parametre olarak alt limiti (dahil), ikinci parametre olarak üst limiti (hariç), üçüncü parametre olarak da matrisimizin arzu ettiğimiz boyutunu belirtiyoruz (Bu arada, Python'da harikulade bir parametre sıralama opsiyonu var, birkaç haftaya göreceğiz inşallah 8)</p>
<p>rand'da ise parametre olarak sadece boyutu verebiliyoruz, o da bize, alışık olduğumuz üzere 0 ile 1 arasında (0 dahil, 1 hariç) sayılar üretiyor (teknik not: düzgün dağılımdan).</p>

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<h3 id="arange-ile-aral&#305;klar">arange ile aral&#305;klar<a class="anchor-link" href="#arange-ile-aral&#305;klar">&#182;</a></h3><p><code>arange</code> komutu bize bir boyutlu diziler verir ama elemanlarını istediğimiz adımla türetebildiğimiz için, peşine bir de <code>reshape</code> çekersek tadından yenmez olur. İlk parametre başlayacağı sayı (dahil), ikinci parametre biteceği sayı (hariç), üçüncü parametre de adım boyu olur:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_aralik</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mf">10.1</span><span class="p">,</span><span class="mf">2.3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_aralik</span><span class="p">)</span>
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<pre>[4.  6.3 8.6]
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<p>Gördüğünüz üzere, ne başlangıcın, ne bitişin, ne de adım boyunun tam sayı olmak gibi bir zorunluluğu yok. İleriye doğru gidebildiğimiz gibi, geriye doğru da gidebiliriz (Nasıl?.. Adım boyumuzu negatif alarak tabii ki!):</p>

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<span class="nb">print</span><span class="p">(</span><span class="n">mat_aralik_gerigeri</span><span class="p">)</span>
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<pre>[10  8  6  4]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Bir de arange + reshape kombosu yapalım, tam olsun:</span>
<span class="n">mat_kombo_3x3</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_kombo_3x3</span><span class="p">)</span>
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<pre>[[1 2 3]
 [4 5 6]
 [7 8 9]]
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<p>Yukarıdaki örnekte nokta ardından nokta birleşik yazımı (metodun dönüşüne metot) kafanızı karıştırıyorsa, parantez içinde de güzel güzel belirtebilirsiniz:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_kombo_3x3</span> <span class="o">=</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="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_kombo_3x3</span><span class="p">)</span>
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<pre>[[1 2 3]
 [4 5 6]
 [7 8 9]]
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<p><img src="data:image/png;base64,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" alt="SelcukErdem_AkilliEfendiKopek.png">
(Selçuk Erdem, Karikatürler 1, s.72)</p>
<h3 id="linspace:-d&#252;zenli,-disiplinli">linspace: d&#252;zenli, disiplinli<a class="anchor-link" href="#linspace:-d&#252;zenli,-disiplinli">&#182;</a></h3><p>Sayısal örneklerle haşır neşir olacağımız için bir fonksiyonun belli -ve hemen her zaman düzenl aralıklı- noktalarda değerini hesaplatmak istediğimizde arange yardıma koşar. Ama mesela doğrudan "23 ile 30 arasındaki değerleri hesaplayalım, 100 tane değer alalım" dersek, o zaman biraz zorlanıyoruz (ben zorlanıyorum en azından... <code>adım_boyu = (30 - 23) / 100</code>?..</p>
<p>Bu gibi durumlarda, bu işi yapan hazır linspace komutumuz var:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mat_duzenli_guzel_aralik</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="mi">23</span><span class="p">,</span><span class="mi">30</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_duzenli_guzel_aralik</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;---------------------&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Bu güzel, düzenli dizinin eleman sayısı: &quot;</span><span class="p">,</span><span class="n">mat_duzenli_guzel_aralik</span><span class="o">.</span><span class="n">size</span><span class="p">)</span>
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<pre>[23.         23.07070707 23.14141414 23.21212121 23.28282828 23.35353535
 23.42424242 23.49494949 23.56565657 23.63636364 23.70707071 23.77777778
 23.84848485 23.91919192 23.98989899 24.06060606 24.13131313 24.2020202
 24.27272727 24.34343434 24.41414141 24.48484848 24.55555556 24.62626263
 24.6969697  24.76767677 24.83838384 24.90909091 24.97979798 25.05050505
 25.12121212 25.19191919 25.26262626 25.33333333 25.4040404  25.47474747
 25.54545455 25.61616162 25.68686869 25.75757576 25.82828283 25.8989899
 25.96969697 26.04040404 26.11111111 26.18181818 26.25252525 26.32323232
 26.39393939 26.46464646 26.53535354 26.60606061 26.67676768 26.74747475
 26.81818182 26.88888889 26.95959596 27.03030303 27.1010101  27.17171717
 27.24242424 27.31313131 27.38383838 27.45454545 27.52525253 27.5959596
 27.66666667 27.73737374 27.80808081 27.87878788 27.94949495 28.02020202
 28.09090909 28.16161616 28.23232323 28.3030303  28.37373737 28.44444444
 28.51515152 28.58585859 28.65656566 28.72727273 28.7979798  28.86868687
 28.93939394 29.01010101 29.08080808 29.15151515 29.22222222 29.29292929
 29.36363636 29.43434343 29.50505051 29.57575758 29.64646465 29.71717172
 29.78787879 29.85858586 29.92929293 30.        ]
---------------------
Bu güzel, düzenli dizinin eleman sayısı:  100
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<p>Yani, linspace ile tek yapmamız gereken başlangıcı (dahil), bitişi (<strong>o da dahil</strong>, aman dikkat!) ve toplamda kaç tane nokta istediğimiz belirtip, arkamıza yaslanmak!</p>

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<h2 id="Matris-i&#351;lemleri-(d&#246;rt-i&#351;lem-+-bir-ters,-bir-d&#252;z)">Matris i&#351;lemleri (d&#246;rt i&#351;lem + bir ters, bir d&#252;z)<a class="anchor-link" href="#Matris-i&#351;lemleri-(d&#246;rt-i&#351;lem-+-bir-ters,-bir-d&#252;z)">&#182;</a></h2><h3 id="D&#246;rt-temel-i&#351;lem-(eleman-baz&#305;nda)">D&#246;rt temel i&#351;lem (eleman baz&#305;nda)<a class="anchor-link" href="#D&#246;rt-temel-i&#351;lem-(eleman-baz&#305;nda)">&#182;</a></h3><p>Matrislerimizi -birbirleriyle boyutları uyumlu olduğu sürece- dört temel işlemi kullanarak <u>eleman bazında</u> toplayabilir, çıkarabilir, çarpabilir ve hatta bölebiliriz.</p>

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<div class=" highlight hl-ipython3"><pre><span></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">220</span><span class="p">)</span>
<span class="n">mat_a_3x2</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">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">,[</span><span class="mi">3</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x2:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">mat_a_3x2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>

<span class="n">mat_b_3x2</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">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">,[</span><span class="mi">3</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_b_3x2:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">mat_b_3x2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>

<span class="n">mat_c_2x4</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">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">,[</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_c_2x4:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">mat_c_2x4</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>
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<pre>mat_a_3x2:
 [[4 5]
 [9 3]
 [1 3]]
--------------------------------------------------
mat_b_3x2:
 [[7 1]
 [9 3]
 [6 6]]
--------------------------------------------------
mat_c_2x4:
 [[3 1 6 1]
 [3 1 1 7]]
--------------------------------------------------
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x2 + mat_b_3x2&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x2</span> <span class="o">+</span> <span class="n">mat_b_3x2</span><span class="p">)</span>
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<pre>mat_a_3x2 + mat_b_3x2
[[11  6]
 [18  6]
 [ 7  9]]
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<span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x2</span> <span class="o">*</span> <span class="n">mat_b_3x2</span><span class="p">)</span>
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<pre>mat_a_3x2 * mat_b_3x2
[[28  5]
 [81  9]
 [ 6 18]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x2 / mat_b_3x2&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x2</span> <span class="o">/</span> <span class="n">mat_b_3x2</span><span class="p">)</span>
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<pre>mat_a_3x2 / mat_b_3x2
[[0.57142857 5.        ]
 [1.         1.        ]
 [0.16666667 0.5       ]]
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<h3 id="Skaler-ve-Vekt&#246;rel-&#199;arp&#305;mlar">Skaler ve Vekt&#246;rel &#199;arp&#305;mlar<a class="anchor-link" href="#Skaler-ve-Vekt&#246;rel-&#199;arp&#305;mlar">&#182;</a></h3><p><strong>Skaler Çarpım</strong><br>
Matrislerin skaler çarpımını ise <code>dot</code> fonksiyonu ile sağlarız:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">skaler_carpim_3x4</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">mat_a_3x2</span><span class="p">,</span><span class="n">mat_c_2x4</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;skaler_carpim_3x4 = np.dot(mat_a_3x2,mat_c_2x4):&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">skaler_carpim_3x4</span><span class="p">)</span>
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<pre>skaler_carpim_3x4 = np.dot(mat_a_3x2,mat_c_2x4):
[[27  9 29 39]
 [36 12 57 30]
 [12  4  9 22]]
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<p><strong>Vektörel Çarpım</strong><br>
Vektörel çarpım ise <code>cross</code> fonksiyonu ile yapılmakta:
$$\hat{i}\times \hat{j} = \hat{k}$$</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">i_hat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">])</span>
<span class="n">j_hat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">])</span>
<span class="n">k_hat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;i_hat x j_hat = &quot;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">cross</span><span class="p">(</span><span class="n">i_hat</span><span class="p">,</span><span class="n">j_hat</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x2 x mat_b_3x2 =&quot;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">cross</span><span class="p">(</span><span class="n">mat_a_3x2</span><span class="p">,</span><span class="n">mat_b_3x2</span><span class="p">))</span>
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<pre>i_hat x j_hat =  [0 0 1]
--------------------------------------------------
mat_a_3x2 x mat_b_3x2 = [-31   0 -12]
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<h3 id="Matrisin-transpozesi,-tersi-ve-determinant&#305;">Matrisin transpozesi, tersi ve determinant&#305;<a class="anchor-link" href="#Matrisin-transpozesi,-tersi-ve-determinant&#305;">&#182;</a></h3>
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<p><strong>Transpozesi</strong>
Matrislerimizin transpozesini <code>T</code> metodu ile alırız (Uzun uzadıya yazmak isterseniz transpose() komutunu kullanabilirsiniz)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x2</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">mat_a_3x2</span><span class="p">))</span>
<span class="n">mat_d_2x3x4</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">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">,[</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;=&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">mat_d_2x3x4</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_d_2x3x4</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
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<pre>[[4 5]
 [9 3]
 [1 3]]
--------------------------------------------------
[[4 9 1]
 [5 3 3]]

[[4 9 1]
 [5 3 3]]
==================================================
[[[9 6 2 9]
  [9 1 9 3]
  [5 1 1 6]]

 [[5 3 9 6]
  [7 2 9 2]
  [9 2 3 7]]]
--------------------------------------------------
[[[9 5]
  [9 7]
  [5 9]]

 [[6 3]
  [1 2]
  [1 2]]

 [[2 9]
  [9 9]
  [1 3]]

 [[9 6]
  [3 2]
  [6 7]]]
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<p><strong>Tersi</strong><br>
Kare bir matrisin tersini <code>linalg</code> (<em>linear algebra</em>) kütüphanesinin <code>inv</code> (<em>inverse</em>) komutu ile alabiliriz:</p>

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<div class=" highlight hl-ipython3"><pre><span></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">220</span><span class="p">)</span>
<span class="n">mat_e_3x3</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">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">,[</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<span class="n">mat_e_3x3_tersi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">mat_e_3x3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_e_3x3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_e_3x3_tersi</span><span class="p">)</span>
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<pre>[[4 5 9]
 [3 1 3]
 [7 1 9]]
[[-0.14285714  0.85714286 -0.14285714]
 [ 0.14285714  0.64285714 -0.35714286]
 [ 0.0952381  -0.73809524  0.26190476]]
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<p>Bildiğiniz üzere, bir matrisin tersi, o matrisle çarpıldığında, birim matrisini veren matristir, yani:
$$A\cdot A^{-1} = \mathbb{1}$$</p>
<p>Yukarıdaki hesabımızı kontrol edelim:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">mat_e_3x3</span><span class="p">,</span><span class="n">mat_e_3x3_tersi</span><span class="p">))</span>
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<pre>[[ 1.00000000e+00  0.00000000e+00  0.00000000e+00]
 [ 0.00000000e+00  1.00000000e+00  1.11022302e-16]
 [-1.11022302e-16 -8.88178420e-16  1.00000000e+00]]
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<p>$10^{-16}$ küçüklüğünü pratik olarak 0 alabileceğimiz için, çarpımın gayet güzel bir birim matris vermiş olduğunu görüyoruz! 8)</p>

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<p><strong>'Tersimsisi'</strong><br>
Bir matrisin tersi hesaplanırken, analitik olarak determinantından da faydalanır. Determinant ise sadece kare matrislerin bir özelliği olduğundan, bu nedenle kare olmayan matrislerin analitik olarak tersleri yoktur. Fakat, nümerik olarak kare olmayan (nxm)'lik bir matris ile çarpılıp, (nxn)'lik bir birim matrisi verebilecek (mxn)'lik bir matris bulunabilir. Kare olmayan bu ters matrisler de sanki-ters, 'tersimsi' (<em>pseudo-inverse</em>) olarak adlandırılıp, buradan kısaltmayla, yine <code>linalg</code> kütüphanesinin <code>pinv</code> komutu ile bulunur (yalnız tabii her matrisin tersi olacak diye bir garanti yoktur).</p>

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<div class=" highlight hl-ipython3"><pre><span></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">220</span><span class="p">)</span>
<span class="n">mat_a_3x5</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">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">,[</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x5:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x5</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x5_tersimsi:&quot;</span><span class="p">)</span>
<span class="n">mat_a_3x5_tersimsi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">pinv</span><span class="p">(</span><span class="n">mat_a_3x5</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_a_3x5_tersimsi</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_a_3x5 x mat_a_3x5_tersimsi =&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">mat_a_3x5</span><span class="p">,</span><span class="n">mat_a_3x5_tersimsi</span><span class="p">))</span>
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<pre>mat_a_3x5:
[[4 5 9 3 1]
 [3 7 1 9 3]
 [6 6 3 1 6]]
--------------------------------------------------
mat_a_3x5_tersimsi:
[[-0.00395615 -0.01876163  0.06817458]
 [-0.00167376  0.03052392  0.02884309]
 [ 0.11726905 -0.0413591  -0.03247369]
 [ 0.00768583  0.10084997 -0.07430697]
 [-0.05428559 -0.00789107  0.09827033]]
--------------------------------------------------
mat_a_3x5 x mat_a_3x5_tersimsi =
[[ 1.00000000e+00  2.60208521e-16  0.00000000e+00]
 [ 1.38777878e-16  1.00000000e+00  6.66133815e-16]
 [-5.55111512e-17 -2.08166817e-17  1.00000000e+00]]
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<p><strong>Determinantı</strong><br>
Kare bir matrisin determinantını da şaşırtıcı olmayan bir biçimde, <code>linalg</code> kütüphanesinin <code>det</code> komutu ile elde ederiz:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mat_e_3x3&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mat_e_3x3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span><span class="o">*</span><span class="mi">50</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;det(mat_e_3x3):&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">det</span><span class="p">(</span><span class="n">mat_e_3x3</span><span class="p">))</span>
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<pre>mat_e_3x3
[[4 5 9]
 [3 1 3]
 [7 1 9]]
--------------------------------------------------
det(mat_e_3x3):
-41.999999999999986
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