week_2_3_python.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

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<style type="text/css">
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<h1 id="Jupyter-Notebook-&#20351;&#29992;&#35828;&#26126;">Jupyter Notebook &#20351;&#29992;&#35828;&#26126;<a class="anchor-link" href="#Jupyter-Notebook-&#20351;&#29992;&#35828;&#26126;">&#182;</a></h1>
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<h2 id="python-&#27010;&#20917;">python &#27010;&#20917;<a class="anchor-link" href="#python-&#27010;&#20917;">&#182;</a></h2>
<pre><code>### 解释性 语言（逐句执行，不需要编译）

### 区分大小写，区分格式（要对齐，不可随便缩进。缩进代表子结构）

### 比C方便十倍，代价是慢十倍


</code></pre>
<h2 id="&#25512;&#33616;&#22823;&#23478;&#21435;&#30475;&#8220;&#24278;&#38634;&#23792;&#8221;&#22823;&#21654;&#30340;&#32593;&#31449;">&#25512;&#33616;&#22823;&#23478;&#21435;&#30475;&#8220;&#24278;&#38634;&#23792;&#8221;&#22823;&#21654;&#30340;&#32593;&#31449;<a class="anchor-link" href="#&#25512;&#33616;&#22823;&#23478;&#21435;&#30475;&#8220;&#24278;&#38634;&#23792;&#8221;&#22823;&#21654;&#30340;&#32593;&#31449;">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">1</span> <span class="o">+</span> <span class="mi">2</span> <span class="o">-</span><span class="mi">3</span>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="mi">7</span><span class="o">+</span><span class="mi">8</span><span class="p">)</span><span class="o">*</span><span class="mi">6</span>
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<pre>90</pre>
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<pre>81</pre>
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<pre>3.0</pre>
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<h4 id="print()&#23631;&#24149;&#36755;&#20986;">print()&#23631;&#24149;&#36755;&#20986;<a class="anchor-link" href="#print()&#23631;&#24149;&#36755;&#20986;">&#182;</a></h4>
<pre><code>多个字符串或数字，用逗号“,”隔开，形成连贯输出。

在多个字符串、数字之间自动加 空格</code></pre>

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<pre>Hello world!
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Hello world!&#39;</span><span class="p">,</span> <span class="s1">&#39;I am using python.&#39;</span><span class="p">,</span> <span class="s1">&#39;I find 1+2+3 =&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="o">+</span><span class="mi">2</span><span class="o">+</span><span class="mi">3</span><span class="p">)</span>
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<pre>Hello world! I am using python. I find 1+2+3 = 6
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;1*2, 9**2, 2/3. = &#39;</span><span class="p">,</span> <span class="mi">1</span><span class="o">*</span><span class="mi">2</span><span class="p">,</span> <span class="mi">9</span><span class="o">**</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="o">/</span><span class="mf">3.</span><span class="p">)</span>
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<pre>1*2, 9**2, 2/3. =  2 81 0.6666666666666666
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<h4 id="&#29992;-import-&#23548;&#20837;&#31532;&#19977;&#26041;&#27169;&#22359;&#65292;&#23601;&#21487;&#20197;&#20351;&#29992;&#31532;&#19977;&#26041;&#31243;&#24207;&#20102;">&#29992; import &#23548;&#20837;&#31532;&#19977;&#26041;&#27169;&#22359;&#65292;&#23601;&#21487;&#20197;&#20351;&#29992;&#31532;&#19977;&#26041;&#31243;&#24207;&#20102;<a class="anchor-link" href="#&#29992;-import-&#23548;&#20837;&#31532;&#19977;&#26041;&#27169;&#22359;&#65292;&#23601;&#21487;&#20197;&#20351;&#29992;&#31532;&#19977;&#26041;&#31243;&#24207;&#20102;">&#182;</a></h4>
<pre><code>numpy 常用数值计算包

matplotlib 画图</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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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">sin</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="o">/</span><span class="mf">2.</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="mf">100.</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="mf">1.</span><span class="p">))</span>
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<pre>1.0 2.0 2.718281828459045
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<span class="n">Y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">X</span><span class="p">,</span> <span class="n">Y</span>
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<pre>(array([0.        , 0.33069396, 0.66138793, 0.99208189, 1.32277585,
        1.65346982, 1.98416378, 2.31485774, 2.64555171, 2.97624567,
        3.30693964, 3.6376336 , 3.96832756, 4.29902153, 4.62971549,
        4.96040945, 5.29110342, 5.62179738, 5.95249134, 6.28318531]),
 array([ 0.00000000e+00,  3.24699469e-01,  6.14212713e-01,  8.37166478e-01,
         9.69400266e-01,  9.96584493e-01,  9.15773327e-01,  7.35723911e-01,
         4.75947393e-01,  1.64594590e-01, -1.64594590e-01, -4.75947393e-01,
        -7.35723911e-01, -9.15773327e-01, -9.96584493e-01, -9.69400266e-01,
        -8.37166478e-01, -6.14212713e-01, -3.24699469e-01, -2.44929360e-16]))</pre>
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<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
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<h3 id="np.random-&#21487;&#20197;&#29983;&#25104;&#21508;&#31181;&#20998;&#24067;&#30340;&#38543;&#26426;&#25968;&#65292;&#22914;-gauss-&#20998;&#24067;">np.random &#21487;&#20197;&#29983;&#25104;&#21508;&#31181;&#20998;&#24067;&#30340;&#38543;&#26426;&#25968;&#65292;&#22914; gauss &#20998;&#24067;<a class="anchor-link" href="#np.random-&#21487;&#20197;&#29983;&#25104;&#21508;&#31181;&#20998;&#24067;&#30340;&#38543;&#26426;&#25968;&#65292;&#22914;-gauss-&#20998;&#24067;">&#182;</a></h3>
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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">random</span><span class="o">.</span><span class="n">uniform</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="p">)</span>
<span class="nb">print</span> <span class="p">(</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</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="p">)</span>
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<pre>0.37148476377547557
0.6683510446017809
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<h1 id="&#31532;&#20108;&#31456;-&#21464;&#37327;(&#25972;&#25968;&#65292;&#28014;&#28857;&#25968;&#65292;&#23383;&#31526;&#20018;&#65292;&#36923;&#36753;&#21464;&#37327;)">&#31532;&#20108;&#31456; &#21464;&#37327;(&#25972;&#25968;&#65292;&#28014;&#28857;&#25968;&#65292;&#23383;&#31526;&#20018;&#65292;&#36923;&#36753;&#21464;&#37327;)<a class="anchor-link" href="#&#31532;&#20108;&#31456;-&#21464;&#37327;(&#25972;&#25968;&#65292;&#28014;&#28857;&#25968;&#65292;&#23383;&#31526;&#20018;&#65292;&#36923;&#36753;&#21464;&#37327;)">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="mi">1</span><span class="p">;</span> <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
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<pre>2
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<h3 id="python-&#21487;&#20197;&#22788;&#29702;&#20219;&#24847;&#22823;&#23567;&#25972;&#25968;&#65281;&#65281;&#65281;">python &#21487;&#20197;&#22788;&#29702;&#20219;&#24847;&#22823;&#23567;&#25972;&#25968;&#65281;&#65281;&#65281;<a class="anchor-link" href="#python-&#21487;&#20197;&#22788;&#29702;&#20219;&#24847;&#22823;&#23567;&#25972;&#25968;&#65281;&#65281;&#65281;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 10 的 1000 次方加1。 </span>

<span class="c1"># 我们用 # 来书写注释语句</span>

<span class="c1"># ** 表示幂指数。</span>

<span class="mi">10</span><span class="o">**</span><span class="mi">1000</span>  <span class="o">+</span> <span class="mi">1</span>
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<pre>10000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000001</pre>
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<h3 id="Python-&#27809;&#26377;&#21333;&#31934;&#24230;&#65292;&#21482;&#26377;&#21452;&#31934;&#24230;&#12290;">Python &#27809;&#26377;&#21333;&#31934;&#24230;&#65292;&#21482;&#26377;&#21452;&#31934;&#24230;&#12290;<a class="anchor-link" href="#Python-&#27809;&#26377;&#21333;&#31934;&#24230;&#65292;&#21482;&#26377;&#21452;&#31934;&#24230;&#12290;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">x</span><span class="p">)</span>
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<pre>3.141592653589793
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<h3 id="&#36923;&#36753;&#21464;&#37327;">&#36923;&#36753;&#21464;&#37327;<a class="anchor-link" href="#&#36923;&#36753;&#21464;&#37327;">&#182;</a></h3>
<pre><code>   ### 取值为 True False
   ### 逻辑算符为： and or not </code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="kc">True</span><span class="p">;</span> 

<span class="n">b</span> <span class="o">=</span> <span class="n">a</span> <span class="ow">and</span> <span class="kc">False</span><span class="p">;</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="ow">not</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">)</span>
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<pre>True False False
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<h3 id="&#29305;&#27530;&#21464;&#37327;-None&#65292;&#20160;&#20040;&#37117;&#27809;&#26377;">&#29305;&#27530;&#21464;&#37327; None&#65292;&#20160;&#20040;&#37117;&#27809;&#26377;<a class="anchor-link" href="#&#29305;&#27530;&#21464;&#37327;-None&#65292;&#20160;&#20040;&#37117;&#27809;&#26377;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># None is not zero. None is just none...</span>

<span class="n">x</span><span class="o">=</span> <span class="kc">None</span><span class="p">;</span> 

<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
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<pre>None
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<pre><code>可用 ' '  " " 

可以用 + 号直接连接字符串</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">str1</span> <span class="o">=</span> <span class="s1">&#39;hahaha!&#39;</span><span class="p">;</span> 

<span class="n">str2</span> <span class="o">=</span> <span class="s2">&quot;I like python!&quot;</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">str1</span><span class="o">+</span><span class="n">str2</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">str1</span><span class="o">+</span><span class="s1">&#39; &#39;</span><span class="o">+</span><span class="n">str2</span><span class="p">)</span> <span class="c1"># 这里用加法直接 粘贴 两个字符串为一个</span>
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<pre>hahaha!I like python!
hahaha! I like python!
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<h3 id="&#26684;&#24335;&#21270;&#36755;&#20986;&#65292;-%d-%f">&#26684;&#24335;&#21270;&#36755;&#20986;&#65292; %d %f<a class="anchor-link" href="#&#26684;&#24335;&#21270;&#36755;&#20986;&#65292;-%d-%f">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">i</span> <span class="o">=</span> <span class="mi">1</span><span class="p">;</span> <span class="n">x</span> <span class="o">=</span> <span class="mf">3.14</span><span class="p">;</span>
<span class="nb">print</span><span class="p">(</span> <span class="s1">&#39;</span><span class="si">%d</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">i</span>, &#39;%f&#39;%x )
<span class="nb">print</span><span class="p">(</span> <span class="s1">&#39;</span><span class="si">%03d</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">i</span>, &#39;%10.4f&#39;%x )
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<pre>1 3.140000
001     3.1400
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<h3 id="&#36716;&#20041;&#23383;&#31526;-\n-\t">&#36716;&#20041;&#23383;&#31526; \n \t<a class="anchor-link" href="#&#36716;&#20041;&#23383;&#31526;-\n-\t">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;haha!</span><span class="se">\n\t</span><span class="s1">haha!</span><span class="se">\n</span><span class="s1">测试中文&#39;</span><span class="p">)</span>
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<pre>haha!
	haha!
测试中文
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<h3 id="&#21487;&#20197;&#29992;-replace-&#20316;&#23383;&#31526;&#20018;&#26367;&#25442;">&#21487;&#20197;&#29992; replace &#20316;&#23383;&#31526;&#20018;&#26367;&#25442;<a class="anchor-link" href="#&#21487;&#20197;&#29992;-replace-&#20316;&#23383;&#31526;&#20018;&#26367;&#25442;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="s1">&#39;abc&#39;</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="s1">&#39;A&#39;</span><span class="p">)</span> <span class="c1">#字符串的替换</span>
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<pre>&#39;Abc&#39;</pre>
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<h1 id="&#31532;&#19977;&#31456;-&#21015;&#34920;list&#19982;&#20803;&#32452;-tuple">&#31532;&#19977;&#31456; &#21015;&#34920;list&#19982;&#20803;&#32452; tuple<a class="anchor-link" href="#&#31532;&#19977;&#31456;-&#21015;&#34920;list&#19982;&#20803;&#32452;-tuple">&#182;</a></h1>
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<h3 id="Python&#20869;&#32622;&#30340;&#19968;&#31181;&#25968;&#25454;&#31867;&#22411;&#26159;&#21015;&#34920;&#65306;list&#12290;">Python&#20869;&#32622;&#30340;&#19968;&#31181;&#25968;&#25454;&#31867;&#22411;&#26159;&#21015;&#34920;&#65306;list&#12290;<a class="anchor-link" href="#Python&#20869;&#32622;&#30340;&#19968;&#31181;&#25968;&#25454;&#31867;&#22411;&#26159;&#21015;&#34920;&#65306;list&#12290;">&#182;</a></h3>
<pre><code>list是一种有序的集合，可以随时添加和删除其中的元素。

list 很强大，支持不同类型的元素混合使用</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</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="s1">&#39;word&#39;</span><span class="p">,</span> <span class="kc">True</span><span class="p">]</span> 

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
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<pre>[1, 2, &#39;word&#39;, True]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">A</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="nb">len</span><span class="p">(</span><span class="n">A</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="c1"># 最后一个元素</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">[</span><span class="o">-</span><span class="mi">3</span><span class="p">])</span> <span class="c1"># 倒数第3个元素</span>
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<pre>1
4
True
2
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<h3 id="&#36861;&#21152;&#20803;&#32032;">&#36861;&#21152;&#20803;&#32032;<a class="anchor-link" href="#&#36861;&#21152;&#20803;&#32032;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;appended element&#39;</span><span class="p">);</span> 

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> 
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<pre>[1, 2, &#39;word&#39;, True, &#39;appended element&#39;]
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<h3 id="&#25913;&#21464;&#26576;&#20010;&#20803;&#32032;">&#25913;&#21464;&#26576;&#20010;&#20803;&#32032;<a class="anchor-link" href="#&#25913;&#21464;&#26576;&#20010;&#20803;&#32032;">&#182;</a></h3>
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<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> 
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<pre>[[1, 2, 3, 4, 5], 2, &#39;word&#39;, True, &#39;appended element&#39;]
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<h3 id="&#21024;&#38500;&#20803;&#32032;">&#21024;&#38500;&#20803;&#32032;<a class="anchor-link" href="#&#21024;&#38500;&#20803;&#32032;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span><span class="o">.</span><span class="n">pop</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">A</span><span class="p">)</span> <span class="c1">#删除 index 为 2 的元素</span>
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<pre>[[1, 2, 3, 4, 5], 2, True, &#39;appended element&#39;]
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<h3 id="&#26032;&#22686;&#20803;&#32032;">&#26032;&#22686;&#20803;&#32032;<a class="anchor-link" href="#&#26032;&#22686;&#20803;&#32032;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mf">3.1415</span><span class="p">);</span> 

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> <span class="c1">#新增 3.1415 为 第 2 个元素</span>
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<pre>[[1, 2, 3, 4, 5], 2, 3.1415, True, &#39;appended element&#39;]
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<h3 id="&#25968;&#32452;&#21512;&#24182;">&#25968;&#32452;&#21512;&#24182;<a class="anchor-link" href="#&#25968;&#32452;&#21512;&#24182;">&#182;</a></h3>
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<pre>[1, 2, 3, &#39;a&#39;, &#39;b&#39;, &#39;c&#39;]</pre>
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<h3 id="&#25968;&#32452;&#20493;&#22686;">&#25968;&#32452;&#20493;&#22686;<a class="anchor-link" href="#&#25968;&#32452;&#20493;&#22686;">&#182;</a></h3>
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<pre>[1, 2, 3, 1, 2, 3]</pre>
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<h3 id="&#20869;&#32622;&#25490;&#24207;">&#20869;&#32622;&#25490;&#24207;<a class="anchor-link" href="#&#20869;&#32622;&#25490;&#24207;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="p">[</span><span class="mf">1.1</span><span class="p">,</span> <span class="mf">3.2</span><span class="p">,</span> <span class="o">-</span><span class="mf">1.2</span><span class="p">]</span>

<span class="n">A</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span> <span class="c1"># 内置排序</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">A</span><span class="p">)</span>
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<pre>[-1.2, 1.1, 3.2]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>

<span class="n">A</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">)</span> <span class="c1"># 按照 np.sin() 作用到元素的大小排序</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</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">sin</span><span class="p">(</span><span class="n">a</span><span class="p">)</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">A</span><span class="p">])</span> <span class="c1"># 检查一下，果然排好了</span>
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<pre>[5, 4, 6, 0, 3, 9, 7, 1, 2, 8]
[-0.9589242746631385, -0.7568024953079282, -0.27941549819892586, 0.0, 0.1411200080598672, 0.4121184852417566, 0.6569865987187891, 0.8414709848078965, 0.9092974268256817, 0.9893582466233818]
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<h3 id="sorted-&#25490;&#24207;&#19981;&#25913;&#21464;&#21407;-list-&#30340;&#20540;">sorted &#25490;&#24207;&#19981;&#25913;&#21464;&#21407; list &#30340;&#20540;<a class="anchor-link" href="#sorted-&#25490;&#24207;&#19981;&#25913;&#21464;&#21407;-list-&#30340;&#20540;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">B</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">)</span> <span class="c1"># sorted 不改变 A 的值，返回另一个列表</span>
<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">B</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">cos</span><span class="p">(</span><span class="n">b</span><span class="p">)</span> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">B</span><span class="p">])</span>
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<pre>[5, 4, 6, 0, 3, 9, 7, 1, 2, 8]
[3, 9, 4, 2, 8, 5, 1, 7, 6, 0]
[-0.9899924966004454, -0.9111302618846769, -0.6536436208636119, -0.4161468365471424, -0.14550003380861354, 0.28366218546322625, 0.5403023058681398, 0.7539022543433046, 0.960170286650366, 1.0]
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<h3 id="&#20004;&#20010;-list-&#21464;&#37327;&#30452;&#25509;&#36171;&#20540;:">&#20004;&#20010; list &#21464;&#37327;&#30452;&#25509;&#36171;&#20540;:<a class="anchor-link" href="#&#20004;&#20010;-list-&#21464;&#37327;&#30452;&#25509;&#36171;&#20540;:">&#182;</a></h3>
<pre><code>不复制，指向同一个 list

list 变量名相当于指针</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span>

<span class="n">B</span> <span class="o">=</span> <span class="n">A</span><span class="p">;</span> <span class="c1"># 并不是把 A 复制，而是把地址给 B。此时 B, A 指向同一个 list</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>

<span class="n">A</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">3</span><span class="p">);</span> <span class="c1"># 修改 A ，也会对 B 造成影响</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span> 
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<pre>[1, 2, 3] [1, 2, 3]
[1, 2, 3, 3] [1, 2, 3, 3]
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<h3 id="&#23383;&#31526;&#20018;&#26412;&#36136;&#26159;&#25968;&#32452;">&#23383;&#31526;&#20018;&#26412;&#36136;&#26159;&#25968;&#32452;<a class="anchor-link" href="#&#23383;&#31526;&#20018;&#26412;&#36136;&#26159;&#25968;&#32452;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">nowchar</span> <span class="ow">in</span> <span class="s1">&#39;hahaha!&#39;</span><span class="p">:</span> <span class="c1"># 字符串本质是 字符数组</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">nowchar</span><span class="p">)</span>
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<pre>h
a
h
a
h
a
!
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<h3 id="&#21478;&#19968;&#31181;&#26377;&#24207;&#21015;&#34920;&#21483;&#20803;&#32452;&#65306;tuple&#12290;">&#21478;&#19968;&#31181;&#26377;&#24207;&#21015;&#34920;&#21483;&#20803;&#32452;&#65306;tuple&#12290;<a class="anchor-link" href="#&#21478;&#19968;&#31181;&#26377;&#24207;&#21015;&#34920;&#21483;&#20803;&#32452;&#65306;tuple&#12290;">&#182;</a></h3>
<pre><code>### tuple和list非常类似，但是tuple一旦初始化就不能修改</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</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="nb">print</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>

<span class="c1"># X[0]=2 # 这一句会报错</span>
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<pre>(1, 2)
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<h3 id="&#21487;&#20197;&#25226;-list,-tuple-&#30456;&#20114;&#36716;&#25442;">&#21487;&#20197;&#25226; list, tuple &#30456;&#20114;&#36716;&#25442;<a class="anchor-link" href="#&#21487;&#20197;&#25226;-list,-tuple-&#30456;&#20114;&#36716;&#25442;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
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<pre>[1, 2]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">tuple</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
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<pre>(1, 2)</pre>
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<h3 id="&#19981;&#21487;&#21464;&#30340;tuple&#26377;&#20160;&#20040;&#24847;&#20041;&#65311;">&#19981;&#21487;&#21464;&#30340;tuple&#26377;&#20160;&#20040;&#24847;&#20041;&#65311;<a class="anchor-link" href="#&#19981;&#21487;&#21464;&#30340;tuple&#26377;&#20160;&#20040;&#24847;&#20041;&#65311;">&#182;</a></h3>
<pre><code>因为tuple不可变，所以代码更安全。

如果可能，能用tuple代替list就尽量用tuple。</code></pre>

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<h1 id="&#31532;&#22235;&#31456;-&#20998;&#25903;&#19982;&#24490;&#29615;&#32467;&#26500;">&#31532;&#22235;&#31456; &#20998;&#25903;&#19982;&#24490;&#29615;&#32467;&#26500;<a class="anchor-link" href="#&#31532;&#22235;&#31456;-&#20998;&#25903;&#19982;&#24490;&#29615;&#32467;&#26500;">&#182;</a></h1>
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<h3 id="&#31616;&#27905;&#30340;-&#20882;&#21495;-+-&#32553;&#36827;">&#31616;&#27905;&#30340; &#20882;&#21495; + &#32553;&#36827;<a class="anchor-link" href="#&#31616;&#27905;&#30340;-&#20882;&#21495;-+-&#32553;&#36827;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">L</span> <span class="o">=</span> <span class="kc">True</span> <span class="ow">and</span> <span class="kc">False</span>

<span class="k">if</span> <span class="n">L</span><span class="p">:</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;True&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;False&#39;</span><span class="p">)</span>
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<pre>False
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<h3 id="elif-&#23454;&#29616;&#22810;&#37325;&#20998;&#25903;">elif &#23454;&#29616;&#22810;&#37325;&#20998;&#25903;<a class="anchor-link" href="#elif-&#23454;&#29616;&#22810;&#37325;&#20998;&#25903;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span>  <span class="n">random</span><span class="o">.</span><span class="n">uniform</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="n">x</span><span class="p">)</span>

<span class="k">if</span> <span class="n">x</span> <span class="o">&lt;</span> <span class="mf">0.5</span><span class="p">:</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;x&lt;0.5&#39;</span><span class="p">)</span>
<span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;</span> <span class="mf">0.8</span><span class="p">:</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;0.5&lt;x&lt;0.8&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;x&gt;0.8&#39;</span><span class="p">)</span>
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<pre>0.9350218643871236
x&gt;0.8
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<h3 id="for-&#24490;&#29615;&#65306;&#26522;&#20030;&#22411;&#24490;&#29615;&#12290;">for &#24490;&#29615;&#65306;&#26522;&#20030;&#22411;&#24490;&#29615;&#12290;<a class="anchor-link" href="#for-&#24490;&#29615;&#65306;&#26522;&#20030;&#22411;&#24490;&#29615;&#12290;">&#182;</a></h3>
<pre><code>循环变量可以是任何东东

比 C Fortran 更加强大</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</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="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">)</span>
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<pre>1
2
3
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    <span class="nb">print</span><span class="p">(</span><span class="n">nowstr</span><span class="o">+</span><span class="s1">&#39;!&#39;</span><span class="p">)</span>
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<pre>haha!
oh my god!
shit!
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<h3 id="&#20351;&#29992;&#20869;&#32622;&#20989;&#25968;--range(start,-end,-step)-&#29983;&#25104;&#25972;&#25968;&#24207;&#21015;">&#20351;&#29992;&#20869;&#32622;&#20989;&#25968;  range(start, end, step) &#29983;&#25104;&#25972;&#25968;&#24207;&#21015;<a class="anchor-link" href="#&#20351;&#29992;&#20869;&#32622;&#20989;&#25968;--range(start,-end,-step)-&#29983;&#25104;&#25972;&#25968;&#24207;&#21015;">&#182;</a></h3>
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<pre>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> 
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<pre>0
1
2
3
4
5
6
7
8
9
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<h3 id="&#31616;&#21333;&#30340;-1+&#12290;&#12290;&#12290;+-100">&#31616;&#21333;&#30340; 1+&#12290;&#12290;&#12290;+ 100<a class="anchor-link" href="#&#31616;&#21333;&#30340;-1+&#12290;&#12290;&#12290;+-100">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">101</span><span class="p">):</span>
    <span class="n">result</span><span class="o">+=</span> <span class="n">i</span>
    
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
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<pre>5050
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<h3 id="&#21487;&#29992;-sum-&#20989;&#25968;&#27714;&#21644;">&#21487;&#29992; sum &#20989;&#25968;&#27714;&#21644;<a class="anchor-link" href="#&#21487;&#29992;-sum-&#20989;&#25968;&#27714;&#21644;">&#182;</a></h3>
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<pre>5050</pre>
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<h3 id="&#20063;&#21487;&#20197;&#29992;-while">&#20063;&#21487;&#20197;&#29992; while<a class="anchor-link" href="#&#20063;&#21487;&#20197;&#29992;-while">&#182;</a></h3>
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<span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">while</span> <span class="n">i</span><span class="o">&lt;</span><span class="mi">101</span><span class="p">:</span> 
    <span class="n">result</span> <span class="o">+=</span><span class="n">i</span> 
    <span class="n">i</span><span class="o">+=</span><span class="mi">1</span>
    
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<pre>5050
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<h3 id="break-&#19982;-continue-&#35821;&#21477;">break &#19982; continue &#35821;&#21477;<a class="anchor-link" href="#break-&#19982;-continue-&#35821;&#21477;">&#182;</a></h3>
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<span class="n">i</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>

<span class="k">while</span> <span class="kc">True</span><span class="p">:</span> 
    <span class="n">result</span> <span class="o">+=</span> <span class="n">i</span>
    <span class="n">i</span><span class="o">+=</span><span class="mi">1</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">==</span><span class="mi">101</span><span class="p">:</span>
        <span class="k">break</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">continue</span> 
        
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<pre>5050
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<h1 id="&#31532;&#20116;&#31456;-&#40657;&#31185;&#25216;&#20043;-&#23383;&#20856;">&#31532;&#20116;&#31456; &#40657;&#31185;&#25216;&#20043; &#23383;&#20856;<a class="anchor-link" href="#&#31532;&#20116;&#31456;-&#40657;&#31185;&#25216;&#20043;-&#23383;&#20856;">&#182;</a></h1>
<pre><code>与 list 类似，只不过 index 不再是 整数，而是 任意 东东</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 冒号前面是类似 index 的“键值”——英文为 key。 后面是内容</span>

<span class="n">A</span> <span class="o">=</span> <span class="p">{</span> <span class="s1">&#39;王帅&#39;</span><span class="p">:</span><span class="s1">&#39;Shuai Wang&#39;</span><span class="p">,</span> <span class="s1">&#39;笑&#39;</span><span class="p">:</span><span class="s1">&#39;laugh&#39;</span> <span class="p">}</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span> 
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<pre>{&#39;王帅&#39;: &#39;Shuai Wang&#39;, &#39;笑&#39;: &#39;laugh&#39;}
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<pre>Shuai Wang
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 所有的 key</span>

<span class="n">A</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
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<pre>dict_keys([&#39;王帅&#39;, &#39;笑&#39;])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 字典遍历</span>

<span class="k">for</span> <span class="n">nowkey</span> <span class="ow">in</span> <span class="n">A</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">nowkey</span><span class="p">,</span>  <span class="n">A</span><span class="p">[</span><span class="n">nowkey</span><span class="p">])</span>
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<pre>王帅 Shuai Wang
笑 laugh
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 增加一个元素，非常简单</span>

<span class="n">A</span><span class="p">[</span><span class="s1">&#39;地球&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;earth&#39;</span> 

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
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<pre>{&#39;王帅&#39;: &#39;Shuai Wang&#39;, &#39;笑&#39;: &#39;laugh&#39;, &#39;地球&#39;: &#39;earth&#39;}
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<h3 id="&#21028;&#26029;&#26576;&#20010;&#20803;&#32032;&#26159;&#21542;&#22312;&#23383;&#20856;&#37324;">&#21028;&#26029;&#26576;&#20010;&#20803;&#32032;&#26159;&#21542;&#22312;&#23383;&#20856;&#37324;<a class="anchor-link" href="#&#21028;&#26029;&#26576;&#20010;&#20803;&#32032;&#26159;&#21542;&#22312;&#23383;&#20856;&#37324;">&#182;</a></h3>
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<pre>True</pre>
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<pre>False</pre>
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<h3 id="&#21024;&#38500;&#26576;&#20010;&#20803;&#32032;">&#21024;&#38500;&#26576;&#20010;&#20803;&#32032;<a class="anchor-link" href="#&#21024;&#38500;&#26576;&#20010;&#20803;&#32032;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;王帅&#39;</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
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<pre>{&#39;笑&#39;: &#39;laugh&#39;, &#39;地球&#39;: &#39;earth&#39;}
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<h3 id="python-&#36824;&#26377;-&#38598;&#21512;-&#36825;&#20010;&#32467;&#26500;">python &#36824;&#26377; &#38598;&#21512; &#36825;&#20010;&#32467;&#26500;<a class="anchor-link" href="#python-&#36824;&#26377;-&#38598;&#21512;-&#36825;&#20010;&#32467;&#26500;">&#182;</a></h3>
<pre><code>内部元素 互不重复


集合之间可以 合并交补</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="nb">set</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">2</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="mi">3</span><span class="p">])</span>

<span class="n">B</span> <span class="o">=</span> <span class="nb">set</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="s1">&#39;A = &#39;</span><span class="p">,</span> <span class="n">A</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;B = &#39;</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;A &amp; B = &#39;</span><span class="p">,</span> <span class="n">A</span> <span class="o">&amp;</span> <span class="n">B</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;A | B = &#39;</span><span class="p">,</span> <span class="n">A</span> <span class="o">|</span> <span class="n">B</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;A ^ B = &#39;</span><span class="p">,</span> <span class="n">A</span> <span class="o">^</span> <span class="n">B</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;A - B = &#39;</span><span class="p">,</span> <span class="n">A</span> <span class="o">-</span> <span class="n">B</span><span class="p">)</span>
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<pre>A =  {1, 2, 3}
B =  {2, 3, 4}
A &amp; B =  {2, 3}
A | B =  {1, 2, 3, 4}
A ^ B =  {1, 4}
A - B =  {1}
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<h3 id="&#29992;-def-&#22768;&#26126;&#20989;&#25968;&#12290;&#27809;&#26377;&#20102;&#21464;&#37327;&#31867;&#22411;&#30340;&#22768;&#26126;&#65292;&#24456;&#31616;&#27905;">&#29992; def &#22768;&#26126;&#20989;&#25968;&#12290;&#27809;&#26377;&#20102;&#21464;&#37327;&#31867;&#22411;&#30340;&#22768;&#26126;&#65292;&#24456;&#31616;&#27905;<a class="anchor-link" href="#&#29992;-def-&#22768;&#26126;&#20989;&#25968;&#12290;&#27809;&#26377;&#20102;&#21464;&#37327;&#31867;&#22411;&#30340;&#22768;&#26126;&#65292;&#24456;&#31616;&#27905;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">square</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">x</span><span class="o">*</span><span class="n">x</span>

<span class="n">square</span><span class="p">(</span><span class="mf">3.</span><span class="p">),</span> <span class="n">square</span><span class="p">(</span><span class="mi">9</span><span class="p">),</span> <span class="n">square</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
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<pre>(9.0, 81, 10000)</pre>
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<pre><code>### 下面计算 a*x + b*y，a b 不给出的情况下默认为 x+y</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">linear_combination</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">a</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">b</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">a</span><span class="o">*</span><span class="n">x</span> <span class="o">+</span> <span class="n">b</span><span class="o">*</span><span class="n">y</span>

<span class="nb">print</span><span class="p">(</span><span class="n">linear_combination</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="n">linear_combination</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="mi">2</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">linear_combination</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="n">b</span><span class="o">=</span><span class="mi">10</span><span class="p">))</span>
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<pre>5
8
23
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<h3 id="&#23450;&#20041;&#25968;&#30446;&#21487;&#21464;&#30340;&#21442;&#25968;&#65306;-&#29992;-*&#24320;&#22836;">&#23450;&#20041;&#25968;&#30446;&#21487;&#21464;&#30340;&#21442;&#25968;&#65306; &#29992; *&#24320;&#22836;<a class="anchor-link" href="#&#23450;&#20041;&#25968;&#30446;&#21487;&#21464;&#30340;&#21442;&#25968;&#65306;-&#29992;-*&#24320;&#22836;">&#182;</a></h3>
<pre><code>这里的 * 不是指针的意思</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 任意个数字的加法，爽吧</span>

<span class="k">def</span> <span class="nf">sum_numbers</span><span class="p">(</span><span class="o">*</span><span class="n">numbers</span><span class="p">):</span> 
    <span class="n">result</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="c1">#print(numbers)</span>
    <span class="k">for</span> <span class="n">nownumber</span> <span class="ow">in</span> <span class="n">numbers</span><span class="p">:</span>
        <span class="n">result</span> <span class="o">+=</span> <span class="n">nownumber</span>
    <span class="k">return</span> <span class="n">result</span>

<span class="n">sum_numbers</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">sum_numbers</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">5</span><span class="p">)</span>
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<pre>(3, 15)</pre>
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<h3 id="*-&#30340;&#20316;&#29992;&#26159;&#25226;-[],-()-&#32473;&#25286;&#24320;">* &#30340;&#20316;&#29992;&#26159;&#25226; [], () &#32473;&#25286;&#24320;<a class="anchor-link" href="#*-&#30340;&#20316;&#29992;&#26159;&#25226;-[],-()-&#32473;&#25286;&#24320;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># * 可以把 [], () 给拆开</span>

<span class="nb">print</span><span class="p">(</span><span class="o">*</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="nb">print</span><span class="p">(</span><span class="o">*</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="nb">print</span><span class="p">(</span><span class="n">sum_numbers</span><span class="p">(</span><span class="o">*</span><span class="nb">range</span><span class="p">(</span><span class="mi">101</span><span class="p">)))</span>
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<pre>1 2 3
1 2 3
5050
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<h3 id="&#20004;&#20010;-**-&#26102;&#65292;&#32570;&#30465;&#36755;&#20837;&#19968;&#20010;&#23383;&#20856;&#65288;&#33258;&#24049;&#30475;&#21543;...&#65289;">&#20004;&#20010; ** &#26102;&#65292;&#32570;&#30465;&#36755;&#20837;&#19968;&#20010;&#23383;&#20856;&#65288;&#33258;&#24049;&#30475;&#21543;...&#65289;<a class="anchor-link" href="#&#20004;&#20010;-**-&#26102;&#65292;&#32570;&#30465;&#36755;&#20837;&#19968;&#20010;&#23383;&#20856;&#65288;&#33258;&#24049;&#30475;&#21543;...&#65289;">&#182;</a></h3>
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<h4 id="&#36825;&#37324;&#30340;-kw-&#23601;&#26159;&#19968;&#20010;&#23383;&#20856;&#20102;&#12290;&#21464;&#37327;&#30340;&#21517;&#23383;&#26159;-key&#65292;&#21464;&#37327;&#30340;-value-&#26159;-kw[key]">&#36825;&#37324;&#30340; kw &#23601;&#26159;&#19968;&#20010;&#23383;&#20856;&#20102;&#12290;&#21464;&#37327;&#30340;&#21517;&#23383;&#26159; key&#65292;&#21464;&#37327;&#30340; value &#26159; kw[key]<a class="anchor-link" href="#&#36825;&#37324;&#30340;-kw-&#23601;&#26159;&#19968;&#20010;&#23383;&#20856;&#20102;&#12290;&#21464;&#37327;&#30340;&#21517;&#23383;&#26159;-key&#65292;&#21464;&#37327;&#30340;-value-&#26159;-kw[key]">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">print_info</span><span class="p">(</span><span class="n">num</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">score</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span> <span class="c1"># **可以缺省输入一个字典（*是缺省 list）</span>
    
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;num: &#39;</span><span class="p">,</span> <span class="n">num</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;name: &#39;</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;score: &#39;</span><span class="p">,</span> <span class="n">score</span><span class="p">)</span>
    
    <span class="k">for</span> <span class="n">other</span> <span class="ow">in</span> <span class="n">kw</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">kw</span><span class="p">[</span><span class="n">other</span><span class="p">])</span>
    
    <span class="k">if</span> <span class="s1">&#39;age&#39;</span> <span class="ow">in</span> <span class="n">kw</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The age is &#39;</span><span class="p">,</span> <span class="n">kw</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">kw</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">18</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="s1">&#39;is still a young man &lt;18 years old!&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_info</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="s1">&#39;苗海涛&#39;</span><span class="p">,</span> <span class="mf">99.5</span><span class="p">,</span> <span class="n">age</span><span class="o">=</span><span class="mi">18</span><span class="p">,</span> <span class="n">gender</span><span class="o">=</span><span class="s1">&#39;M&#39;</span><span class="p">)</span>
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<pre>num:  13
name:  苗海涛
score:  99.5
age 18
gender M
The age is  18
苗海涛 is still a young man &lt;18 years old!
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">infos</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;age&#39;</span><span class="p">:</span><span class="mi">28</span><span class="p">,</span> <span class="s1">&#39;gender&#39;</span><span class="p">:</span><span class="s1">&#39;M&#39;</span><span class="p">}</span>

<span class="n">print_info</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="s1">&#39;苗海涛&#39;</span><span class="p">,</span> <span class="mf">99.5</span><span class="p">,</span> <span class="o">**</span><span class="n">infos</span><span class="p">)</span>
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<pre>num:  13
name:  苗海涛
score:  99.5
age 28
gender M
The age is  28
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<h3 id="&#36882;&#24402;&#20989;&#25968;">&#36882;&#24402;&#20989;&#25968;<a class="anchor-link" href="#&#36882;&#24402;&#20989;&#25968;">&#182;</a></h3>
<pre><code>python 支持递归函数，用法很平常</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">fact</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">n</span><span class="o">==</span><span class="mi">1</span><span class="p">:</span>
        <span class="k">return</span> <span class="mi">1</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">n</span><span class="o">*</span><span class="n">fact</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">fact</span><span class="p">(</span><span class="mi">100</span><span class="p">))</span> 
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<pre>93326215443944152681699238856266700490715968264381621468592963895217599993229915608941463976156518286253697920827223758251185210916864000000000000000000000000
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<h3 id="&#20989;&#25968;&#20316;&#20026;&#21464;&#37327;">&#20989;&#25968;&#20316;&#20026;&#21464;&#37327;<a class="anchor-link" href="#&#20989;&#25968;&#20316;&#20026;&#21464;&#37327;">&#182;</a></h3>
<pre><code>python 非常灵活，一个变量可以是数字，字符串，函数，... 泛泛地说，任何东东</code></pre>

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<h4 id="&#36825;&#37324;&#23450;&#20041;&#20102;&#27714;&#23548;&#20989;&#25968;">&#36825;&#37324;&#23450;&#20041;&#20102;&#27714;&#23548;&#20989;&#25968;<a class="anchor-link" href="#&#36825;&#37324;&#23450;&#20041;&#20102;&#27714;&#23548;&#20989;&#25968;">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">Dfx</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">dx</span><span class="p">):</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">f</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="n">dx</span><span class="p">)</span> <span class="o">-</span> <span class="n">f</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">dx</span><span class="p">))</span><span class="o">/</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">dx</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">Dfx</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">,</span> <span class="mf">1e-10</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">Dfx</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">,</span> <span class="mf">1e-10</span><span class="p">))</span>
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<pre>1.0
2.7182811557224795
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<h3 id="&#21482;&#26159;&#29983;&#25104;&#20102;&#36923;&#36753;&#65292;&#24182;&#19981;&#20250;&#30495;&#30340;&#35745;&#31639;&#20986;&#25968;&#20540;">&#21482;&#26159;&#29983;&#25104;&#20102;&#36923;&#36753;&#65292;&#24182;&#19981;&#20250;&#30495;&#30340;&#35745;&#31639;&#20986;&#25968;&#20540;<a class="anchor-link" href="#&#21482;&#26159;&#29983;&#25104;&#20102;&#36923;&#36753;&#65292;&#24182;&#19981;&#20250;&#30495;&#30340;&#35745;&#31639;&#20986;&#25968;&#20540;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">map</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">,</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10000000</span><span class="p">))</span>
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<pre>&lt;map at 0x7fa490272860&gt;</pre>
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<h3 id="&#20294;&#26159;&#35813;&#36923;&#36753;&#26159;&#21487;&#20197;&#26522;&#20030;&#30340;&#12290;&#35745;&#31639;&#26102;&#65292;&#23601;&#20250;&#21457;&#29616;&#21344;&#29992;&#26102;&#38388;">&#20294;&#26159;&#35813;&#36923;&#36753;&#26159;&#21487;&#20197;&#26522;&#20030;&#30340;&#12290;&#35745;&#31639;&#26102;&#65292;&#23601;&#20250;&#21457;&#29616;&#21344;&#29992;&#26102;&#38388;<a class="anchor-link" href="#&#20294;&#26159;&#35813;&#36923;&#36753;&#26159;&#21487;&#20197;&#26522;&#20030;&#30340;&#12290;&#35745;&#31639;&#26102;&#65292;&#23601;&#20250;&#21457;&#29616;&#21344;&#29992;&#26102;&#38388;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">map</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">,</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10000000</span><span class="p">)):</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">x</span>
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<h1 id="&#31532;&#19971;&#31456;-&#21015;&#34920;&#65292;&#36845;&#20195;&#65292;&#29983;&#25104;&#22120;&#20013;&#30340;&#40657;&#31185;&#25216;">&#31532;&#19971;&#31456; &#21015;&#34920;&#65292;&#36845;&#20195;&#65292;&#29983;&#25104;&#22120;&#20013;&#30340;&#40657;&#31185;&#25216;<a class="anchor-link" href="#&#31532;&#19971;&#31456;-&#21015;&#34920;&#65292;&#36845;&#20195;&#65292;&#29983;&#25104;&#22120;&#20013;&#30340;&#40657;&#31185;&#25216;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</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">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">,</span> <span class="mi">10</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">[</span><span class="mi">3</span><span class="p">:</span><span class="mi">10</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">[</span><span class="mi">3</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="c1"># 取 A 中的某些元素， start : end : step</span>
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<pre>[3, 4, 5, 6, 7, 8, 9]
[3, 5, 7, 9]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</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">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">,</span> <span class="mi">10</span><span class="p">]</span>

<span class="n">B</span> <span class="o">=</span> <span class="n">A</span><span class="p">[:]</span> <span class="c1"># 此时 B 是把 A 的元素重组成的数组，B 和 A 不指向同样的内容。把 A 做了复制</span>

<span class="n">A</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1000</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;A = &#39;</span><span class="p">,</span><span class="n">A</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;B = &#39;</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
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<pre>A =  [1000, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
B =  [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
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<h3 id="&#21487;&#20197;&#29992;&#20056;&#21495;&#21021;&#22987;&#21270;&#21015;&#34920;">&#21487;&#20197;&#29992;&#20056;&#21495;&#21021;&#22987;&#21270;&#21015;&#34920;<a class="anchor-link" href="#&#21487;&#20197;&#29992;&#20056;&#21495;&#21021;&#22987;&#21270;&#21015;&#34920;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">100</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">A</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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="p">[</span><span class="n">row</span><span class="o">**</span><span class="mi">2</span> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">101</span><span class="p">)]</span> <span class="c1"># 用 通项公式 定义数组</span>

<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
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<pre>[0, 1, 4, 9, 16, 25, 36, 49, 64, 81, 100, 121, 144, 169, 196, 225, 256, 289, 324, 361, 400, 441, 484, 529, 576, 625, 676, 729, 784, 841, 900, 961, 1024, 1089, 1156, 1225, 1296, 1369, 1444, 1521, 1600, 1681, 1764, 1849, 1936, 2025, 2116, 2209, 2304, 2401, 2500, 2601, 2704, 2809, 2916, 3025, 3136, 3249, 3364, 3481, 3600, 3721, 3844, 3969, 4096, 4225, 4356, 4489, 4624, 4761, 4900, 5041, 5184, 5329, 5476, 5625, 5776, 5929, 6084, 6241, 6400, 6561, 6724, 6889, 7056, 7225, 7396, 7569, 7744, 7921, 8100, 8281, 8464, 8649, 8836, 9025, 9216, 9409, 9604, 9801, 10000]
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<h3 id="&#29978;&#33267;&#25903;&#25345;&#21452;&#37325;&#24490;&#29615;">&#29978;&#33267;&#25903;&#25345;&#21452;&#37325;&#24490;&#29615;<a class="anchor-link" href="#&#29978;&#33267;&#25903;&#25345;&#21452;&#37325;&#24490;&#29615;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">[</span> <span class="s1">&#39;He is a &#39;</span><span class="o">+</span><span class="n">str1</span><span class="o">+</span><span class="s1">&#39; &#39;</span><span class="o">+</span><span class="n">str2</span><span class="o">+</span><span class="s1">&#39;.&#39;</span> <span class="k">for</span> <span class="n">str1</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;smart&#39;</span><span class="p">,</span> <span class="s1">&#39;stupid&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">str2</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;man&#39;</span><span class="p">,</span> <span class="s1">&#39;lady&#39;</span><span class="p">,</span> <span class="s1">&#39;child&#39;</span><span class="p">]]</span>
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<pre>[&#39;He is a smart man.&#39;,
 &#39;He is a smart lady.&#39;,
 &#39;He is a smart child.&#39;,
 &#39;He is a stupid man.&#39;,
 &#39;He is a stupid lady.&#39;,
 &#39;He is a stupid child.&#39;]</pre>
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<h3 id="&#24819;&#23450;&#20041;&#39640;&#32500;&#24230;&#21015;&#34920;&#65311;">&#24819;&#23450;&#20041;&#39640;&#32500;&#24230;&#21015;&#34920;&#65311;<a class="anchor-link" href="#&#24819;&#23450;&#20041;&#39640;&#32500;&#24230;&#21015;&#34920;&#65311;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span> <span class="p">[</span> <span class="p">[</span> <span class="n">row1</span><span class="o">*</span><span class="mi">100</span> <span class="o">+</span> <span class="n">row2</span>  <span class="k">for</span> <span class="n">row2</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>  <span class="p">]</span> <span class="k">for</span> <span class="n">row1</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span> <span class="p">]</span>
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<pre>[[0, 1, 2], [100, 101, 102], [200, 201, 202]]</pre>
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<h3 id="&#20854;&#23454;-for-&#27604;&#20320;&#24819;&#35937;&#20013;&#24378;&#22823;&#24471;&#22810;&#12290;&#19979;&#38754;&#29992;-for-&#21516;&#26102;&#36845;&#20195;&#22810;&#20010;&#21464;&#37327;">&#20854;&#23454; for &#27604;&#20320;&#24819;&#35937;&#20013;&#24378;&#22823;&#24471;&#22810;&#12290;&#19979;&#38754;&#29992; for &#21516;&#26102;&#36845;&#20195;&#22810;&#20010;&#21464;&#37327;<a class="anchor-link" href="#&#20854;&#23454;-for-&#27604;&#20320;&#24819;&#35937;&#20013;&#24378;&#22823;&#24471;&#22810;&#12290;&#19979;&#38754;&#29992;-for-&#21516;&#26102;&#36845;&#20195;&#22810;&#20010;&#21464;&#37327;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">y</span> <span class="ow">in</span>  <span class="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="nb">print</span> <span class="p">(</span>  <span class="s1">&#39;x, y = &#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
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<pre>x, y =  1 2
x, y =  3 4
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<h3 id="python-&#22312;&#24207;&#21015;&#26041;&#38754;&#33021;&#21147;&#24378;&#22823;&#12290;&#36825;&#37324;&#20877;&#35762;&#19968;&#20010;&#40657;&#31185;&#25216;-&#65292;yield&#65292;&#21478;&#19968;&#31181;&#24207;&#21015;&#29983;&#25104;&#22120;&#12290;&#22823;&#23478;&#33258;&#24049;&#30475;">python &#22312;&#24207;&#21015;&#26041;&#38754;&#33021;&#21147;&#24378;&#22823;&#12290;&#36825;&#37324;&#20877;&#35762;&#19968;&#20010;&#40657;&#31185;&#25216; &#65292;yield&#65292;&#21478;&#19968;&#31181;&#24207;&#21015;&#29983;&#25104;&#22120;&#12290;&#22823;&#23478;&#33258;&#24049;&#30475;<a class="anchor-link" href="#python-&#22312;&#24207;&#21015;&#26041;&#38754;&#33021;&#21147;&#24378;&#22823;&#12290;&#36825;&#37324;&#20877;&#35762;&#19968;&#20010;&#40657;&#31185;&#25216;-&#65292;yield&#65292;&#21478;&#19968;&#31181;&#24207;&#21015;&#29983;&#25104;&#22120;&#12290;&#22823;&#23478;&#33258;&#24049;&#30475;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># yield 称为 generator，是序列的生成器</span>

<span class="c1"># generator和函数的执行流程不一样。函数是顺序执行，遇到return语句或者最后一行函数语句就返回。</span>

<span class="c1"># 而变成generator的函数，在每次调用next()的时候执行，遇到yield语句返回，再次执行时从上次返回的yield语句处继续执行。</span>

<span class="c1"># 生成器可以表示无限大的序列（如全体自然数），但list不能（受到存储空间限制）</span>

<span class="k">def</span> <span class="nf">generator_ex</span><span class="p">():</span>
    <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">while</span> <span class="n">i</span><span class="o">&lt;</span><span class="mi">10</span><span class="p">:</span>
        <span class="n">i</span><span class="o">+=</span><span class="mi">1</span>
        <span class="k">yield</span> <span class="n">i</span>
    <span class="k">return</span> <span class="n">i</span>

<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">generator_ex</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
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<pre>1
2
3
4
5
6
7
8
9
10
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<h3 id="enumerate-&#20316;&#20026;&#26522;&#20030;&#65292;&#33258;&#21160;&#32473;&#24207;&#21015;&#32534;&#21495;">enumerate &#20316;&#20026;&#26522;&#20030;&#65292;&#33258;&#21160;&#32473;&#24207;&#21015;&#32534;&#21495;<a class="anchor-link" href="#enumerate-&#20316;&#20026;&#26522;&#20030;&#65292;&#33258;&#21160;&#32473;&#24207;&#21015;&#32534;&#21495;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;王帅&#39;</span><span class="p">,</span> <span class="s1">&#39;朱融&#39;</span><span class="p">,</span> <span class="s1">&#39;曹操&#39;</span><span class="p">,</span> <span class="s1">&#39;诸葛亮&#39;</span><span class="p">,</span> <span class="s1">&#39;特朗普&#39;</span><span class="p">]</span>

<span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">names</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
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<pre>(0, &#39;王帅&#39;)
(1, &#39;朱融&#39;)
(2, &#39;曹操&#39;)
(3, &#39;诸葛亮&#39;)
(4, &#39;特朗普&#39;)
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<h1 id="&#31532;&#20843;&#31456;-numpy-&#31616;&#20171;">&#31532;&#20843;&#31456; numpy &#31616;&#20171;<a class="anchor-link" href="#&#31532;&#20843;&#31456;-numpy-&#31616;&#20171;">&#182;</a></h1>
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<h4 id="NumPy-&#26159;&#19968;&#20010;-Python-&#21253;&#12290;-&#23427;&#20195;&#34920;-&#8220;Numeric-Python&#8221;&#12290;">NumPy &#26159;&#19968;&#20010; Python &#21253;&#12290; &#23427;&#20195;&#34920; &#8220;Numeric Python&#8221;&#12290;<a class="anchor-link" href="#NumPy-&#26159;&#19968;&#20010;-Python-&#21253;&#12290;-&#23427;&#20195;&#34920;-&#8220;Numeric-Python&#8221;&#12290;">&#182;</a></h4>
<pre><code>它是一个由多维数组对象和用于处理数组的例程集合组成的库。

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<h4 id="&#20351;&#29992;NumPy&#65292;&#24320;&#21457;&#20154;&#21592;&#21487;&#20197;&#25191;&#34892;&#20197;&#19979;&#25805;&#20316;&#65306;">&#20351;&#29992;NumPy&#65292;&#24320;&#21457;&#20154;&#21592;&#21487;&#20197;&#25191;&#34892;&#20197;&#19979;&#25805;&#20316;&#65306;<a class="anchor-link" href="#&#20351;&#29992;NumPy&#65292;&#24320;&#21457;&#20154;&#21592;&#21487;&#20197;&#25191;&#34892;&#20197;&#19979;&#25805;&#20316;&#65306;">&#182;</a></h4>
<pre><code>数组的算数和逻辑运算。

傅立叶变换和用于图形操作的例程。

与线性代数有关的操作。 NumPy 拥有线性代数和随机数生成的内置函数。

NumPy 通常与 SciPy（Scientific Python）和 Matplotlib（绘图库）一起使用。 

这种组合广泛用于替代 MatLab，是一个流行的技术计算平台。 

但是，Python 作为 MatLab 的替代方案，现在被视为一种更加现代和完整的编程语言。

NumPy 是开源的，这是它的一个额外的优势</code></pre>

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<h4 id="NumPy-&#20013;&#23450;&#20041;&#30340;&#26368;&#37325;&#35201;&#30340;&#23545;&#35937;&#26159;&#31216;&#20026;-ndarray-&#30340;-N-&#32500;&#25968;&#32452;&#31867;&#22411;&#12290;">NumPy &#20013;&#23450;&#20041;&#30340;&#26368;&#37325;&#35201;&#30340;&#23545;&#35937;&#26159;&#31216;&#20026; ndarray &#30340; N &#32500;&#25968;&#32452;&#31867;&#22411;&#12290;<a class="anchor-link" href="#NumPy-&#20013;&#23450;&#20041;&#30340;&#26368;&#37325;&#35201;&#30340;&#23545;&#35937;&#26159;&#31216;&#20026;-ndarray-&#30340;-N-&#32500;&#25968;&#32452;&#31867;&#22411;&#12290;">&#182;</a></h4>
<pre><code>它描述相同类型的元素集合。 

可以使用基于零的索引访问集合中的项目。

ndarray中的每个元素在内存中使用相同大小的块。 

ndarray中的每个元素是数据类型对象的对象（称为 dtype）。

下面这张图展示了 array 与 list 在内存存储中的不同。list 其实是指向各种对象的指针数组。</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.core.display</span> <span class="k">import</span> <span class="n">HTML</span>

<span class="k">def</span> <span class="nf">putFIG</span><span class="p">():</span>
    <span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="s2">    &lt;h1&gt;&lt;/h1&gt;</span>
<span class="s2">    &lt;h2&gt;&lt;/h2&gt;</span>
<span class="s2">    &lt;img 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&quot;/&gt;</span>
<span class="s2">    &quot;&quot;&quot;</span>
    <span class="k">return</span> <span class="n">HTML</span><span class="p">(</span><span class="n">source</span><span class="p">)</span>

<span class="n">putFIG</span><span class="p">()</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[18]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">

    <h1></h1>
    <h2></h2>
    <img 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<span class="nb">print</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>
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<pre>[1.  2.  3.  4.  5.1] [0 1 2 3 4 5 6 7 8 9]
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<h3 id="&#26597;&#30475;&#19968;&#19979;&#65292;numpy-&#25226;&#23427;&#20204;&#36716;&#25104;&#20160;&#20040;&#31867;&#22411;&#20102;&#65311;">&#26597;&#30475;&#19968;&#19979;&#65292;numpy &#25226;&#23427;&#20204;&#36716;&#25104;&#20160;&#20040;&#31867;&#22411;&#20102;&#65311;<a class="anchor-link" href="#&#26597;&#30475;&#19968;&#19979;&#65292;numpy-&#25226;&#23427;&#20204;&#36716;&#25104;&#20160;&#20040;&#31867;&#22411;&#20102;&#65311;">&#182;</a></h3>
<pre><code>numpy 支持的数据类型如下：

    序号  数据类型及描述
    1.  bool_ 存储为一个字节的布尔值（真或假）
    2.  int_ 默认整数，相当于 C 的long，通常为int32或int64
    3.  intc 相当于 C 的int，通常为int32或int64
    4.  intp 用于索引的整数，相当于 C 的size_t，通常为int32或int64
    5.  int8 字节（-128 ~ 127）
    6.  int16 16 位整数（-32768 ~ 32767）
    7.  int32 32 位整数（-2147483648 ~ 2147483647）
    8.  int64 64 位整数（-9223372036854775808 ~ 9223372036854775807）
    9.  uint8 8 位无符号整数（0 ~ 255）
    10. uint16 16 位无符号整数（0 ~ 65535）
    11. uint32 32 位无符号整数（0 ~ 4294967295）
    12. uint64 64 位无符号整数（0 ~ 18446744073709551615）
    13. float_ float64的简写
    14. float16 半精度浮点：符号位，5 位指数，10 位尾数
    15. float32 单精度浮点：符号位，8 位指数，23 位尾数
    16. float64 双精度浮点：符号位，11 位指数，52 位尾数
    17. complex_ complex128的简写
    18. complex64 复数，由两个 32 位浮点表示（实部和虚部）
    19. complex128 复数，由两个 64 位浮点表示（实部和虚部）</code></pre>

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<pre>(dtype(&#39;float64&#39;), dtype(&#39;int32&#39;))</pre>
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<h3 id="&#29992;-shape-&#24471;&#21040;&#25968;&#32452;&#30340;&#22823;&#23567;">&#29992; shape &#24471;&#21040;&#25968;&#32452;&#30340;&#22823;&#23567;<a class="anchor-link" href="#&#29992;-shape-&#24471;&#21040;&#25968;&#32452;&#30340;&#22823;&#23567;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</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="nb">list</span><span class="p">(</span><span class="nb">enumerate</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100000</span><span class="p">))))</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;A = &#39;</span><span class="p">,</span> <span class="n">A</span><span class="p">)</span> <span class="c1"># 这里的打印自动省略了中间的部分</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;shape of A = &#39;</span><span class="p">,</span> <span class="n">A</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>A =  [[    0     0]
 [    1     1]
 [    2     2]
 ...
 [99997 99997]
 [99998 99998]
 [99999 99999]]
shape of A =  (100000, 2)
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<h3 id="&#30697;&#38453;&#25805;&#20316;">&#30697;&#38453;&#25805;&#20316;<a class="anchor-link" href="#&#30697;&#38453;&#25805;&#20316;">&#182;</a></h3>
<pre><code>NumPy 包包含numpy.linalg模块，提供线性代数所需的所有功能。 此模块中的一些重要功能如下表所述。

序号  函数及描述
1.  dot 两个数组的点积
2.  vdot 两个向量的点积
3.  inner 两个数组的内积
4.  matmul 两个数组的矩阵积
5.  determinant 数组的行列式
6.  solve 求解线性矩阵方程
7.  inv 寻找矩阵的乘法逆矩阵</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</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="n">size</span><span class="o">=</span><span class="mi">9</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="n">B</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</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="n">size</span><span class="o">=</span><span class="mi">9</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="s1">&#39;A = &#39;</span><span class="p">,</span> <span class="n">A</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;B = &#39;</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>
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<pre>A =  [[0.41540476 0.31383141 0.59688855]
 [0.89951826 0.96683415 0.72343065]
 [0.92666988 0.69863078 0.58442928]]
B =  [[0.43175354 0.03692398 0.59798213]
 [0.5446357  0.29854636 0.62055356]
 [0.9706246  0.75056397 0.95561811]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>
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<pre>array([[0.65687412, 0.67303106, 0.69466498],
       [0.41624327, 0.80705242, 0.9460141 ],
       [0.52321813, 0.77094335, 0.86530313]])</pre>
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<h4 id="&#27714;&#36870;">&#27714;&#36870;<a class="anchor-link" href="#&#27714;&#36870;">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">C</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">A</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">C</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">linalg</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">C</span><span class="p">))</span>
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<pre>[[  41.12894948   61.35573133  -99.90885935]
 [ -65.85379945 -102.46891704  165.80696769]
 [  -9.06433406  -11.89966865   21.26138692]]
[[ 1.00000000e+00  1.50860761e-15  3.15905950e-15]
 [-1.30913616e-15  1.00000000e+00  1.10861437e-15]
 [-1.15232437e-15  1.04471451e-16  1.00000000e+00]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">],[</span><span class="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="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mf">9.9</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">eig</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
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<pre>(array([16.64714378, -0.92288596,  0.17574217]),
 array([[-0.22435673, -0.86016017,  0.29127958],
        [-0.5060675 ,  0.06899049, -0.8309771 ],
        [-0.83280234,  0.50533631,  0.47395491]]))</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vals</span><span class="p">,</span> <span class="n">vs</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">eig</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>

<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">vals</span><span class="p">)):</span>
    <span class="n">val</span><span class="p">,</span> <span class="n">v</span> <span class="o">=</span> <span class="n">vals</span><span class="p">[</span><span class="n">row</span><span class="p">],</span> <span class="n">vs</span><span class="p">[:,</span><span class="n">row</span><span class="p">]</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">The </span><span class="si">%d</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">row</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39;th eigenvalue, vector = </span><span class="se">\n\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;  We test them: </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">  mult(A,v) = &#39;</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">linalg</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">v</span><span class="p">),</span> <span class="s1">&#39;</span><span class="se">\n\t</span><span class="s1">  val * v   = &#39;</span><span class="p">,</span> <span class="n">val</span><span class="o">*</span><span class="n">v</span> <span class="p">)</span>
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The 1th eigenvalue, vector = 
	 16.647143784889728 [-0.22435673 -0.5060675  -0.83280234]
  We test them: 
 	  mult(A,v) =  [ -3.73489876  -8.42457849 -13.86378032] 
	  val * v   =  [ -3.73489876  -8.42457849 -13.86378032]

The 2th eigenvalue, vector = 
	 -0.9228859590578815 [-0.86016017  0.06899049  0.50533631]
  We test them: 
 	  mult(A,v) =  [ 0.79382975 -0.06367036 -0.46636779] 
	  val * v   =  [ 0.79382975 -0.06367036 -0.46636779]

The 3th eigenvalue, vector = 
	 0.17574217416815982 [ 0.29127958 -0.8309771   0.47395491]
  We test them: 
 	  mult(A,v) =  [ 0.05119011 -0.14603772  0.08329387] 
	  val * v   =  [ 0.05119011 -0.14603772  0.08329387]
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<pre><code>#### 找到所有  sin(x) &gt; 0.99 的 x, x 为 &lt; 1000 的正整数 </code></pre>

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<span class="n">indices</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">X1</span><span class="p">)</span><span class="o">&gt;</span><span class="mf">0.999</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">X1</span><span class="p">[</span><span class="n">indices</span><span class="p">],</span> <span class="s1">&#39;</span><span class="se">\n\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">X1</span><span class="p">[</span><span class="n">indices</span><span class="p">]))</span>
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<pre>[ 33  77 278 322 366 410 454 611 655 699 743 787 988] 

 [0.99991186 0.99952016 0.99952109 0.99991226 0.99999007 0.99975451
 0.99920563 0.99920923 0.99975651 0.99999047 0.99991106 0.99951829
 0.99952296]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X1</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">X1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">0.999</span><span class="p">)]</span>
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<pre>array([ 33,  77, 278, 322, 366, 410, 454, 611, 655, 699, 743, 787, 988])</pre>
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<h3 id="&#20854;&#20182;&#22909;&#29992;&#30340;&#20989;&#25968;">&#20854;&#20182;&#22909;&#29992;&#30340;&#20989;&#25968;<a class="anchor-link" href="#&#20854;&#20182;&#22909;&#29992;&#30340;&#20989;&#25968;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## linspace，指定 开头 结尾 长度，生成等差数列</span>
<span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
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<pre>array([0.        , 0.01010101, 0.02020202, 0.03030303, 0.04040404,
       0.05050505, 0.06060606, 0.07070707, 0.08080808, 0.09090909,
       0.1010101 , 0.11111111, 0.12121212, 0.13131313, 0.14141414,
       0.15151515, 0.16161616, 0.17171717, 0.18181818, 0.19191919,
       0.2020202 , 0.21212121, 0.22222222, 0.23232323, 0.24242424,
       0.25252525, 0.26262626, 0.27272727, 0.28282828, 0.29292929,
       0.3030303 , 0.31313131, 0.32323232, 0.33333333, 0.34343434,
       0.35353535, 0.36363636, 0.37373737, 0.38383838, 0.39393939,
       0.4040404 , 0.41414141, 0.42424242, 0.43434343, 0.44444444,
       0.45454545, 0.46464646, 0.47474747, 0.48484848, 0.49494949,
       0.50505051, 0.51515152, 0.52525253, 0.53535354, 0.54545455,
       0.55555556, 0.56565657, 0.57575758, 0.58585859, 0.5959596 ,
       0.60606061, 0.61616162, 0.62626263, 0.63636364, 0.64646465,
       0.65656566, 0.66666667, 0.67676768, 0.68686869, 0.6969697 ,
       0.70707071, 0.71717172, 0.72727273, 0.73737374, 0.74747475,
       0.75757576, 0.76767677, 0.77777778, 0.78787879, 0.7979798 ,
       0.80808081, 0.81818182, 0.82828283, 0.83838384, 0.84848485,
       0.85858586, 0.86868687, 0.87878788, 0.88888889, 0.8989899 ,
       0.90909091, 0.91919192, 0.92929293, 0.93939394, 0.94949495,
       0.95959596, 0.96969697, 0.97979798, 0.98989899, 1.        ])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 读写文件</span>
<span class="c1"># np.loadtxt, np.savetxt</span>
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<h1 id="&#31532;&#20061;&#31456;-matplotlib-&#31616;&#20171;">&#31532;&#20061;&#31456; matplotlib &#31616;&#20171;<a class="anchor-link" href="#&#31532;&#20061;&#31456;-matplotlib-&#31616;&#20171;">&#182;</a></h1>
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<h3 id="&#29992;&#19979;&#38754;&#21629;&#20196;&#8220;&#20869;&#26500;&#8221;-numpy,-matplotlib&#65292;&#22270;&#24418;">&#29992;&#19979;&#38754;&#21629;&#20196;&#8220;&#20869;&#26500;&#8221; numpy, matplotlib&#65292;&#22270;&#24418;<a class="anchor-link" href="#&#29992;&#19979;&#38754;&#21629;&#20196;&#8220;&#20869;&#26500;&#8221;-numpy,-matplotlib&#65292;&#22270;&#24418;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">pylab</span> inline
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<pre>Populating the interactive namespace from numpy and matplotlib
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<pre>/home/xiaodongli/software/anaconda3/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: [&#39;random&#39;, &#39;indices&#39;]
`%matplotlib` prevents importing * from pylab and numpy
  &#34;\n`%matplotlib` prevents importing * from pylab and numpy&#34;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>
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<pre>array([[0.92963097, 0.55703466, 1.01355133],
       [1.61712217, 0.86483959, 1.82919165],
       [1.3478537 , 0.68144158, 1.54616105]])</pre>
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<h1 id="&#38382;&#39064;&#65306;&#35831;&#22312;-0-&#21040;-2*pi-&#21306;&#38388;&#32472;&#21046;--sin(x),-cos(x),-sin(2x)-&#30340;&#22270;&#20687;&#65311;&#35201;&#27714;&#26377;-label&#12289;legend&#12289;title&#12290;">&#38382;&#39064;&#65306;&#35831;&#22312; 0 &#21040; 2*pi &#21306;&#38388;&#32472;&#21046;  sin(x), cos(x), sin(2x) &#30340;&#22270;&#20687;&#65311;&#35201;&#27714;&#26377; label&#12289;legend&#12289;title&#12290;<a class="anchor-link" href="#&#38382;&#39064;&#65306;&#35831;&#22312;-0-&#21040;-2*pi-&#21306;&#38388;&#32472;&#21046;--sin(x),-cos(x),-sin(2x)-&#30340;&#22270;&#20687;&#65311;&#35201;&#27714;&#26377;-label&#12289;legend&#12289;title&#12290;">&#182;</a></h1>
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<h3 id="fig,-ax-&#21629;&#20196;">fig, ax &#21629;&#20196;<a class="anchor-link" href="#fig,-ax-&#21629;&#20196;">&#182;</a></h3>
<pre><code>plt.figure(num=None, figsize=None, dpi=None, facecolor=None, edgecolor=None, frameon=True, FigureClass=&lt;class 'matplotlib.figure.Figure'&gt;, clear=False, **kwargs)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span> <span class="c1"># 1*1 阵列， 第 1 张图</span>

<span class="n">X</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">0</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="n">pi</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> <span class="c1"># 生成等差序列 ， 0-2*pi, 个数 100</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">sin</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;sin(x)&#39;</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">Y2</span><span class="p">,</span> <span class="n">Y3</span> <span class="o">=</span> <span class="n">cos</span><span class="p">(</span><span class="n">X</span><span class="p">),</span> <span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">X</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39; cos(x)&#39;</span><span class="p">,</span> <span class="n">ls</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y3</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39; sin(2*x)&#39;</span><span class="p">,</span> <span class="n">ls</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Plot of functions&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>

<span class="c1">#ax.grid(ls=&#39;--&#39;)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="o">*</span><span class="n">pi</span><span class="p">)</span>

<span class="n">fig</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;plot.pdf&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;pdf&#39;</span><span class="p">)</span>
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<h3 id="&#32447;&#24615;&#22238;&#24402;">&#32447;&#24615;&#22238;&#24402;<a class="anchor-link" href="#&#32447;&#24615;&#22238;&#24402;">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</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">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">15</span><span class="p">)</span> 
<span class="n">Y</span> <span class="o">=</span> <span class="mi">3</span><span class="o">*</span><span class="n">X</span> <span class="o">+</span> <span class="mi">4</span> <span class="o">+</span> <span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">)</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[33]:</div>


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<pre>&lt;matplotlib.collections.PathCollection at 0x7f6a5c547a20&gt;</pre>
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<h3 id="1&#38454;&#32447;&#24615;&#22238;&#24402;">1&#38454;&#32447;&#24615;&#22238;&#24402;<a class="anchor-link" href="#1&#38454;&#32447;&#24615;&#22238;&#24402;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">polyfit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<pre>array([3.1269036 , 4.00287682])</pre>
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<h3 id="&#32472;&#21046;&#20986;&#25311;&#21512;&#30340;&#26354;&#32447;">&#32472;&#21046;&#20986;&#25311;&#21512;&#30340;&#26354;&#32447;<a class="anchor-link" href="#&#32472;&#21046;&#20986;&#25311;&#21512;&#30340;&#26354;&#32447;">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>

<span class="c1">## 原始数据</span>
<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">)</span>

<span class="c1">## 拟合</span>
<span class="n">nowfit</span> <span class="o">=</span> <span class="n">polyfit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">X2</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">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">Y2</span> <span class="o">=</span> <span class="n">polyval</span><span class="p">(</span><span class="n">nowfit</span><span class="p">,</span><span class="n">X2</span><span class="p">)</span>

<span class="c1">## 画图</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span><span class="n">Y2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Y = </span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">nowfit</span>[0]+&#39; x + %.2f&#39;%nowfit[1]+&#39; &#39;)
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x7f6a5c4bbd68&gt;</pre>
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bCMMfE9ePkHqVyQEOnr0to1BbqINJu1loxv9zErM5ucouMM7x/OO3eN4NIhvc5qpi/ep0AXkSZZa1mdU8zMTAebCo4wqFcYr9yaytThfRtspi++oUAXkXNat/Mgzy92sHbHQaIjQkm/8XymjYqm4zma6YtvKNBFpEHf7jnCrMxslv+7iKiunfnVdcOZPiaWzh2bbqYP7feecV9SoIvIGfIOHGfOkmw+2bSX7qHB/Gzqedxx0QC6dGp+XKhnRN9QoIsIUBu6Ly7N5q/rCggJDuL/XD6Y/7pkIN1Dg1u8LvWM6BsKdJF27sCxcuatyOX9tbsAuPOiBH58+SCiunZu9TrVM6JvKNBF2qkjpZXMX53HW5/nU1Fdw02ja5vpu6P3QvWM6Bu6TC3SzpRWVDFvRS7jn1/OvBV5nNevG1FhnVjwr93c9NpXLNpQ6PI2Hp+SRGi9Ps7VM6Ln6QhdpJ0or6rm/bW7mLcij+Lj5Uwc2ptRsT14eUWu2y9ennqt7nLxLgW6SICrqq7ho/WFvLgsh8LDZVw4MJLXbxvN6AE9uPi55R67eKmeEb1PgS4SoGpqLP/YspfZS7LZfuAEKTHd+d33zufiwT1PN9PXxcvAokAXCTDWWlY6DpCe4WDr3qMM6dOV128bzeRhfc7qb0UXLwOLAl0kgKzZXsLMDAdZOw8RF9mFF6aP5JqU/gQ10t+KhnULLAp0kTbiXE3pNxUcJj3DweqcYvqEd+bX149g+phYgpvob0UXLwOLS2OKGmMeBu4BLLAZuMtae7Kx5TWmqEjr1G9KD7VH0j+ZkMg3uw+z+Nt99OgSzI8vG8xtYwcQEty8/lakbfD4mKLGmGjgQWCYtbbMGPMBcDPwTmvXKSINa6wp/XOL/03Xzh15aGIid49LoFtIy5vpS+Bw9ZRLRyDUGFMJdAH2uF6SiNR3rrtOVv30ciLDOnmxGvFXrW4paq0tBGYCu4C9wBFrbaa7ChOR/+gTHtLg9OiIUIW5nNbqQDfG9ACuAxKA/kCYMeaHDSw3wxiTZYzJOnDgQOsrFWmHjpdX8eLSHA6XVZw1T3ejSH2unHKZCOyw1h4AMMZ8BFwE/LHuQtba+cB8qL0o6sL2RNqNk5XV/HHNTl5ZmcfBExVMGd6HkbER/HHNLt2NIo1yJdB3ARcaY7oAZcAEQLewiLigsrqGv2QV8NKyHPYdPcn4xCgem5xESmwEAPddNtjHFYo/a3WgW2vXGmP+CqwHqoANOI/ERaRlamosf9+0h9lLstlZUkpqXARzpo9k7KCevi5N2hCX7nKx1j4NPO2mWkTaHWstS7cVMSvTwb/3HWNov3DevCONK87rfVYzfZGmqKWoiI98kVvM8xkONu4+TEJUGHNvGcXVyf3o0EgzfZGmKNBFvGz9rkPMzHDwZV4J/buH8NwNydw4OoaOTTTTF2mKAl3ES7btPcqszGyWbttPz7BOPPXdYfzgO3Fqpi9uo0AX8bD84hPMWZrNxxv30LVzRx6bPIS7Lk4grLN+/cS99IkS8ZC9R8p4aVkuH2TtplNQB+67dBAzLhlIRBe17BTPUKCLuFnJ8XJeXZnHe2t2Yq3lh9+J4/4rBtO7W8PN90XcRYEu4iZHT1byxuodvLl6O6WV1YQGB1FaUcPSbUWMiuuhVp3icQp0EReVVVTz7lf5vPZZHodLKxkZG8G2vUcprajt7rbwcBlPfLQZQKEuHqX7pERaqaKqhj98lc8l6St47p//JiUmgk8eGMeBY+WUV9WcsWxZZTXpGQ7fFCrtho7QRVqousayaEMhc5ZmU3CojAviI5n3g1QuSIgEGu+7/Fx9mou4gwJdpJmstWR8u4+ZmdnkFh1nRHQ4z05L5pLEqDOa6fePCKWwgfDuHxHqzXKlHVKgizTBWsuqnGJmZTrYVHCEQb3CeOXWVK4c0bfB/lYen5LU4Pif6rtcPE2BLnIO/8o/SHqGg693HCQ6IpSZN6UwbVQ0Qefob+XUhc/0DIf6LhevUqCLNGBL4RFmZTpY4ThAVNfO/Oq64UwfE0vnjs1rpn/9qGgFuHidAl2kjrwDx5m9JJtPN+2le2gwP5t6HndcNIAunfSrIv5Pn1IRoOBQKS8ty+Gv6woICQ7igSsGc8/4gXQPDfZ1aSLN1upAN8YkAQvqTBoIPGWtfcHlqkS85MCxcuatyOX9tbvAwJ0XJfDjywcR1bWzr0sTaTFXhqBzACMBjDFBQCGw0E11iXjUkdJKXl+Vx9tf5FNRXcNNo2N4cEKibi2UNs1dp1wmAHnW2p1uWp+IR5wor+KdL2ub6R87WcW1Kf15eNIQEqLCfF2aiMvcFeg3A39y07pE3K68qpr31+5i3opcio9XMHFobx6ZlMSw/uG+Lk3EbVwOdGNMJ+Ba4IlG5s8AZgDExcW5ujmRFqmqruGj9YW8sDSbPUdOMnZgT+bfnkRqXA9flybidu44Qr8SWG+t3d/QTGvtfGA+QFpamnXD9kSaVFNj+XTzXuYsyWZ78QlSYiNIvymFiwdH+bo0EY9xR6Dfgk63iJ+w1rLCUUR6Rjbb9h4lqU83Xr9tNJOH9Wmwmb5IIHEp0I0xXYBJwH+7pxyR1luzvYT0DAfrdh4iLrILL0wfyTUp/c/ZTF8kkLgU6NbaUqCnm2oRaZVNBYdJz3CwOqeYPuGdeXbaCL6fFktwkLr7l/ZFLUWlzcrZf4xZmdks/nYfPboE8+RVQ7lt7ABCgpvX34pIoFGgS5uzq6SUF5Zls3BDIWGdOvLQxETuHpdAt5CWN9NftKFQvSJKwFCgS5ux/+hJ5i7P4c9f7yaog2HG+IHce+kgeoR1atX6Fm0oPKPfco39KW2dAl383qETFbz2WR7vfJlPdY1l+phYHpyQSJ/wEJfWm57hOGMQCvjP2J8KdGmLFOjit46XV/Hm6h38fvV2TlRUMW1kNA9NHEJczy5uWb/G/pRAo0AXv3Oyspo/fLWTVz/L4+CJCqYO78sjk4cwpE83t25HY39KoFGgt3P+dFGwsrqGv2QV8NKyHPYdPcn4xCgem5xESmyER7ansT8l0CjQ2zF/uShYU2P5eOMe5izNZmdJKalxEcyZPpKxgzzbxEFjf0qgUaC3Y566KNjco35rLUu27mdWZjaO/ccY2i+ct+5M4/Kk3l5rpq+xPyWQKNDbMU9cFGzuUf8XucU8n+Fg4+7DJESF8dIto/hucj86qJm+SKsp0NsxT1wUbOqof/2uQ8zMcPBlXgn9u4fw3A3J3Dg6ho5qpi/iMgV6O+aJi4KNHd0XHi7jnnezWLptP1FdO/H0NcO45YI4NdMXcSMFejvmiYuCjR31A6zdUcJjk4dw18UJhHXWR0/E3fRb1c65+6JgQ0f9ABOG9mbWTSlEdGldM30RaZpOXIpbjU+M4oKEyNPPwzoF8atrh/PmHWMU5iIepiP0NsKfGgA15OjJSt5YtZ03P99BWWU1N46O4aGJicT0cE8zfRFpmgK9DfCXBkANKauo5t2v8nl1ZR5Hyiq5Krkvj0xKYnDvrj6tS6Q9cnUIugjgDWAEYIEfWWu/ckdh8h/+2CtgRVUNf/7XLuYuz+XAsXIuT+rFo5OTGBHd3WPb9PdvKSK+5uoR+ovAYmvtjcaYToC+X3uAP/UKWF1jWbihkBeWZlNwqIwL4iN55dZUxsRHNv1iF/jztxQRf9HqQDfGhAOXAHcCWGsrgAr3lCV1+UOvgNZaFm/Zx6wl2eQWHWdEdDjPTkvmksQorzTT98dvKSL+xpUj9IHAAeBtY0wKsA74ibX2RN2FjDEzgBkAcXFxLmyu/fJlr4DWWlblFDMzw8HmwiMM6hXGq7emMnVEX6/1twL+9S1FxF+5EugdgVTgAWvtWmPMi8DPgV/UXchaOx+YD5CWlmZd2F675ateAbPyD5Ke4WDtjoNER4SSfuP53JAaQ5AP+lvxh28pIv7OlUAvAAqstWudz/9KbaCLB3izV8AthUeYlelgheMAvbp15lfXDWf6mFg6d/RdM331XS7StFYHurV2nzFmtzEmyVrrACYAW91Xmnhb3oHjzF6Szaeb9tI9NJifX3ked4yNJ7ST7/tbUd/lIk1z9S6XB4D/dd7hsh24y/WSxNsKDpXy4tIcPlxfQEhwEA9eMZh7LhlIeEiwr0s7g/ouFzk3lwLdWvsNkOamWsTLio6d5JUVefzv2p0YY7jr4gTuu2wQUV07+7o0EWkFtRRth46UVvL6qjze/iKfiuoavp8WwwNXJOoCo0gbp0BvR06UV/H2Fzt4fdV2jpdXcW1Kfx6aOISEqDBflyYibqBAbwdOVlbz/tpdzFuRS8mJCiYO7cOjk4cwtF+4r0sTETdSoAewquoaPlxfwItLc9hz5CRjB/bk8alJpMb18HVpIuIBCvQAVFNj+XTzXuYsyWZ78QlSYiNIvymFiwdH+bo0EfEgBXoAsdaywlFEekY22/YeZUifrrx+22gmD+vj1Wb6IuIbCvQAsWZ7CekZDtbtPERcZBdemD6Sa1L6+6SZvoj4hgK9jdtUcJj0DAerc4rpGx7Cs9NG8P20WIKDNLqgSHujQG+jcvYfY1ZmNou/3UePLsE8edVQbhs7gJBg3zfTFxHfUKC3MbtKSnlhWTYLNxQS1qkjD08cwo/GxdPNz5rpi4j3KdDbiP1HTzJ3eQ5//no3QR0MM8YP5N5LB9EjrJOvSxMRP6FA93OHTlTw2md5vPNlPtU1lpsviOWBKxLpEx7i69JExM8o0P3U8fIq3ly9g9+v3s6JiiqmjYzmoYlDiOupYVtFpGEKdA9wZXT6k5XV/HHNTl5ZmcfBExVMHd6XRyYPYUifbh6uWkTaOgW6m7V2dPrK6ho+yNrN3GW57Dt6kvGJUTw2OYmU2Aiv1C0ibZ8C3c1aOjp9dY3l7xv3MGdpNjtLShk9oAdzpo9k7KCe3ipZRAKES4FujMkHjgHVQJW1tt0PdtHc0emttSzZup9Zmdk49h9jaL9w3rozjcuTequZvoi0ijuO0C+31ha7YT0BoTmj03+eU0x6poONuw+TEBXG3FtGcXVyPzqomb6IuECnXNzsXKPTr991iJkZDr7MK6F/9xCeuyGZG0fH0FHN9EXEDVwNdAtkGmMs8Lq1dr4bamrTGhqd/tbvxPHJpj0s3VZEz7BOPPXdYfzgO3Fqpi8ibmWsta1/sTH9rbV7jDG9gSXAA9baVfWWmQHMAIiLixu9c+dOV+ptU3YUn2DOkmz+vmkPXTt35N5LB3HnRfGEddYXIxFpPmPMuuZco3QpWay1e5z/FhljFgIXAKvqLTMfmA+QlpbW+r8ebciew2XMXZ7DB1kFdArqwL2XDuLeSwbRvYv6WxERz2l1oBtjwoAO1tpjzseTgV+5rTIvcKUBUENKjpfzyso8/rBmJ9ZabrtwAD++fBC9u6mZvoh4nitH6H2Ahc5b7DoC71trF7ulKi9obQOghhwpq+SN1dt56/MdlFVW873UGB6ckEhspJrpi4j3tDrQrbXbgRQ31uJVLW0A1JCyimre+TKf1z7L40hZJVcl9+WRSUkM7t3VEyWLiJxTu70619wGQA2pqKrhz//axdzluRw4Vs7lSb14dHISI6K7u7tMEZFma7eB3pwGQPVV11gWbijkhaXZFBwq44L4SF65NZUx8ZGeLFVEpFnabaCfqwFQfdZaFm/Zx6wl2eQWHWdEdDjPTkvmksQoNdMXEb/RbgO9oQZA9e9ysdbyWfYBZmVms7nwCIN6hfHqralMHdFXQS4ifqfdBjrUhnpjF0D/lX+Q9MUOvs4/SEyPUNJvPJ8bUmMIUn8rIuKn2nWgN2RL4RFmZjpY6ThAr26d+Z/rhjN9TBydOqq/FRHxbwp0p9yi48xZks2nm/fSPTSYn195HneMjSe0k/pbEZG2od0HesGhUl5cmsOH6wsICQ7igSsG81+XDCQ8RM30RaRtabeBXnTsJK+syOP9tbvAwF0XJ3DfZYOI6trZ16WJiLRKuwv0I6WVvL4qj7e/yKeiuobvp8XwwBWJ57z/XESkLWg3gX6ivOp0M/3j5VVcc35/Hp40hISoMF+XJiLiFgEf6OVV1by/dhfzVuRSfLyCiUP78OjkIQztF+7r0kRE3CpgA72quoYP1xfw4tIc9hw5yUWDevL6bUmMHtDD16WJiHhEwAWkL0JUAAAJEUlEQVR6TY3l0817mbMkm+3FJ0iJjSD9phQuHhzl69JERDwqYALdWssKRxEzM7LZuvcoSX26Mf+20Uwa1kfN9EWkXQiIQP8qr4SZmQ7W7TxEXGQX5kxP4dqUaDXTF5F2xeVAN8YEAVlAobX2u66X1Hwbdx9mZqaD1TnF9A0P4TfTkrkpLYbgIDXTF5H2xx1H6D8BtgFeu20kZ/8xZmY6yPh2Pz26BPP/rh7KDy8cQEiwmumLSPvlUqAbY2KAq4FngUfcUtE57Cop5YWl2Sz8ppCwTh15aGIid49LoJua6YuIuHyE/gLwU6CbG2o5p89zirnz7a8J6mCYMX4g9146iB5hnTy9WRGRNqPVgW6M+S5QZK1dZ4y57BzLzQBmAMTFxbV2c6TF9+DucQn8aFwCfcJDWr0eEZFAZay1rXuhMb8FbgOqgBBqz6F/ZK39YWOvSUtLs1lZWa3anohIe2WMWWetTWtquVbfDmKtfcJaG2OtjQduBpafK8xFRMSzdH+fiEiAcEvDImvtSmClO9YlIiKtoyN0EZEAoUAXEQkQCnQRkQChQBcRCRAKdBGRAKFAFxEJEAp0EZEAoUAXEQkQCnQRkQChQBcRCRAKdBGRAKFAFxEJEAp0EZEA4ZbeFr1h0YZC0jMc7DlcRv+IUB6fksT1o6J9XZaIiN9oE4G+aEMhT3y0mbLKagAKD5fxxEebARTqIiJObeKUS3qG43SYn1JWWU16hsNHFYmI+J9WB7oxJsQY87UxZqMx5ltjzDPuLKyuPYfLWjRdRKQ9cuUIvRy4wlqbAowEphpjLnRPWWfqHxHaoukiIu2RK4NEW2vtcefTYOePdUtV9Tw+JYnQ4KAzpoUGB/H4lCRPbE5EpE1y6Ry6MSbIGPMNUAQssdaudU9ZZ7p+VDS/vSGZ6IhQDBAdEcpvb0jWBVERkTqMta4fVBtjIoCFwAPW2i315s0AZgDExcWN3rlzp8vbExFpT4wx66y1aU0t55a7XKy1h4GVwNQG5s231qZZa9N69erljs2JiEgDXLnLpZfzyBxjTCgwEfi3uwoTEZGWcaVhUT/gXWNMELV/GD6w1n7inrJERKSlWh3o1tpNwCg31iIiIi5oEy1FRUSkaW65y6XZGzPmAODqbS5RQLEbynEnf6wJVFdL+GNNoLpawh9rAvfUNcBa2+RdJV4NdHcwxmQ15/Ydb/LHmkB1tYQ/1gSqqyX8sSbwbl065SIiEiAU6CIiAaItBvp8XxfQAH+sCVRXS/hjTaC6WsIfawIv1tXmzqGLiEjD2uIRuoiINMBvAt0YM9UY4zDG5Bpjft7A/M7GmAXO+WuNMfF15j3hnO4wxkzxcl2PGGO2GmM2GWOWGWMG1JlXbYz5xvnzsRdrutMYc6DOtu+pM+8OY0yO8+cOd9XUzLrm1Kkp2xhzuM48T+2rt4wxRcaYLY3MN8aYl5w1bzLGpNaZ58l91VRdtzrr2WSM+dIYk1JnXr4xZrNzX2V5ua7LjDFH6rxXT9WZd87334M1PV6nni3Oz1Kkc54n91WsMWaFMWabqR3k5ycNLOPdz5e11uc/QBCQBwwEOgEbgWH1lvkx8Jrz8c3AAufjYc7lOwMJzvUEebGuy4Euzsf3narL+fy4j/bVncDLDbw2Etju/LeH83EPb9VVb/kHgLc8ua+c670ESAW2NDL/KuCfgAEuBNZ6el81s66LTm0PuPJUXc7n+UCUj/bXZcAnrr7/7qyp3rLXAMu9tK/6AanOx92A7AZ+F736+fKXI/QLgFxr7XZrbQXwZ+C6estcB7zrfPxXYIIxxjin/9laW26t3QHkOtfnlbqstSustaXOp2uAGDdtu9U1ncMUavutP2itPQQsoYEeMr1U1y3An9y07UZZa1cBB8+xyHXAe7bWGiDCGNMPz+6rJuuy1n7p3C5453PVrLrOwZXPpTtr8srnCsBau9dau975+BiwDag/SINXP1/+EujRwO46zws4e8ecXsZaWwUcAXo287WerKuuu6n9a3xKiDEmyxizxhhzvZdr+p7zK95fjTGxLXytJ+vCeVoqAVheZ7In9lVzNFa3J/dVS9X/XFkg0xizztSON+BtY03tWML/NMYMd07z+f4yxnShNhQ/rDPZK/vK1J4CHgXUH+THq58vV3pbdCfTwLT6t980tkxzXttazV63MeaHQBpwaZ3JcdbaPcaYgcByY8xma22eF2r6O/Ana225MeZear/ZXNHM13qyrlNuBv5qra2uM80T+6o5fPG5ajZjzOXUBvq4OpMvdu6r3sASY8y/nUex3rCe2mbox40xVwGLgET8Y39dA3xhra17NO/xfWWM6UrtH5GHrLVH689u4CUe+3z5yxF6ARBb53kMsKexZYwxHYHu1H4Na85rPVkXxpiJwJPAtdba8lPTrbV7nP9up3YAEHf0TtlkTdbakjp1/B4Y3dzXerKuOm6m3tdiD+2r5misbk/uq2YxxpwPvAFcZ60tOTW9zr4qonakMHedYmyStfaodY4lbK39BxBsjInCD/YX5/5ceWRfGWOCqQ3z/7XWftTAIt79fHniYkErLi50pPaiQAL/uaAyvN4y93PmRdEPnI+Hc+ZF0e2476Joc+oaRe3FoMR603sAnZ2Po4Ac3HCRqJk19avzeBqwxv7nQswOZ209nI8jvbWvnMslUXuhynh6X9VZfzyNX+S7mjMvWn3t6X3VzLriqL0edFG96WFAtzqPvwSmerGuvqfeO2rDcZdz3zXr/fdETc75pw7wwry1r5z/7/eAF86xjFc/X277ELhh51xF7VXiPOBJ57RfUXvUCxAC/MX5If8aGFjntU86X+cArvRyXUuB/cA3zp+PndMvAjY7P9ibgbu9WNNvgW+d214BnFfntT9y7sNc4C5v7ivn818Cz9V7nSf31Z+AvUAltUdFdwP3Avc65xtgnrPmzUCal/ZVU3W9ARyq87nKck4f6NxPG53v8ZNeruv/1PlsraHOH5yG3n9v1ORc5k5qb46o+zpP76tx1J4m2VTnfbrKl58vtRQVEQkQ/nIOXUREXKRAFxEJEAp0EZEAoUAXEQkQCnQRkQChQBcRCRAKdBGRAKFAFxEJEP8fmWHkQVZibXMAAAAASUVORK5CYII=
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<h3 id="&#21487;&#20197;&#20219;&#24847;-order-&#25311;&#21512;">&#21487;&#20197;&#20219;&#24847; order &#25311;&#21512;<a class="anchor-link" href="#&#21487;&#20197;&#20219;&#24847;-order-&#25311;&#21512;">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[36]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">)</span>

<span class="c1">## 拟合</span>
<span class="k">for</span> <span class="n">order</span> <span class="ow">in</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="n">X2</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">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
    <span class="n">nowfit</span> <span class="o">=</span> <span class="n">polyfit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">order</span><span class="p">)</span>
    <span class="n">Y2</span> <span class="o">=</span> <span class="n">polyval</span><span class="p">(</span><span class="n">nowfit</span><span class="p">,</span><span class="n">X2</span><span class="p">)</span>

    <span class="c1">## 画图</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span><span class="n">Y2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;order = &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">order</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[36]:</div>


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<pre>&lt;matplotlib.legend.Legend at 0x7f6a5c4390b8&gt;</pre>
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<h3 id="&#20854;&#20182;-matplotlib-&#24120;&#29992;&#30340;&#21151;&#33021;&#65306;">&#20854;&#20182; matplotlib &#24120;&#29992;&#30340;&#21151;&#33021;&#65306;<a class="anchor-link" href="#&#20854;&#20182;-matplotlib-&#24120;&#29992;&#30340;&#21151;&#33021;&#65306;">&#182;</a></h3>
<pre><code>scatter, errorbar, hist, contour</code></pre>

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