knn-classification.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 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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 {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.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;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  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;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="k-NN-classification"><em>k</em>-NN classification<a class="anchor-link" href="#k-NN-classification">&#182;</a></h1><p>Sharon Kim<br>
9 April 2017</p>

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<h3 id="A-summary-of-the-algorithm">A summary of the algorithm<a class="anchor-link" href="#A-summary-of-the-algorithm">&#182;</a></h3><p>A feature function evaluates a name based on a certain feature of the name. For example, the <code>length</code> function counts the number of letters in a name, and the <code>hardCons</code> function counts the number of hard consonants in a name. Each feature can be thought of as a separate axis on an <code>n</code>-dimensional plane, where <code>n</code> = the number of features. Thus, each name can be plotted on this <code>n</code>-dimensional plane.</p>
<p>In many cases, it is possible to distinguish male names from female ones based on the criteria that a feature function provides; this is what the computer learns to do given one or more feature functions and a set of training names. On a new set of test names, the k-NN classification algorithm works by taking the average gender of the closest <code>k</code> names for each test name. This is the predicted gender of the test name.</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
<span class="kn">import</span> <span class="nn">string</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">os</span>
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<p>Here are the provided feature functions:</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">length</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function with length of name&quot;&quot;&quot;</span>
    <span class="k">return</span> <span class="p">[(</span><span class="s1">&#39;length&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">name</span><span class="p">))]</span>

<span class="k">def</span> <span class="nf">vowels</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function with number of vowels in name&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">isVowel</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">c</span> <span class="ow">in</span> <span class="s1">&#39;aeiouy&#39;</span>
    <span class="k">return</span> <span class="p">[(</span><span class="s1">&#39;vowels&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="n">isVowel</span><span class="p">,</span> <span class="n">name</span><span class="p">)))]</span>
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<p>Test on some values:</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">length</span><span class="p">(</span><span class="s1">&#39;andrea&#39;</span><span class="p">)</span>
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<pre>[(&#39;length&#39;, 6)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">vowels</span><span class="p">(</span><span class="s1">&#39;andrea&#39;</span><span class="p">)</span>
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<pre>[(&#39;vowels&#39;, 3)]</pre>
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<h2 id="Step-1:-Featurize">Step 1: Featurize<a class="anchor-link" href="#Step-1:-Featurize">&#182;</a></h2><p>Some more functions that create tuples of feature names and their values.</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">hardCons</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function with number of hard consonants in name&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">isHard</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">c</span> <span class="ow">in</span> <span class="s1">&#39;bdgptk&#39;</span>
    <span class="k">return</span> <span class="p">[(</span><span class="s1">&#39;hard&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="n">isHard</span><span class="p">,</span> <span class="n">name</span><span class="p">)))]</span>

<span class="k">def</span> <span class="nf">countLetters</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function with count of each letter in name&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">countLettersHelper</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="p">(</span><span class="s1">&#39;count-&#39;</span><span class="o">+</span><span class="n">c</span><span class="p">,</span> <span class="n">name</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">c</span><span class="p">))</span>
    <span class="k">return</span> <span class="nb">map</span><span class="p">(</span><span class="n">countLettersHelper</span><span class="p">,</span> <span class="n">string</span><span class="o">.</span><span class="n">lowercase</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">lastLetter</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function indicating 1 for last letter of name, and 0 for other letters&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">lastLetterHelper</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="p">(</span><span class="s1">&#39;last-&#39;</span><span class="o">+</span><span class="n">c</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">name</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">==</span><span class="n">c</span><span class="p">))</span>
    <span class="k">return</span> <span class="nb">map</span><span class="p">(</span><span class="n">lastLetterHelper</span><span class="p">,</span> <span class="n">string</span><span class="o">.</span><span class="n">lowercase</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">firstLetter</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function indicating 1 for first letter of name, and 0 for other letters&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">firstLetterHelper</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="p">(</span><span class="s1">&#39;first-&#39;</span><span class="o">+</span><span class="n">c</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">name</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">==</span><span class="n">c</span><span class="p">))</span>
    <span class="k">return</span> <span class="nb">map</span><span class="p">(</span><span class="n">firstLetterHelper</span><span class="p">,</span> <span class="n">string</span><span class="o">.</span><span class="n">lowercase</span><span class="p">)</span>
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<p>Test the functions on different names:</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">hardCons</span><span class="p">(</span><span class="s1">&#39;emily&#39;</span><span class="p">)</span>
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<pre>[(&#39;hard&#39;, 0)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">hardCons</span><span class="p">(</span><span class="s1">&#39;dante&#39;</span><span class="p">)</span>
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<pre>[(&#39;hard&#39;, 2)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">hardCons</span><span class="p">(</span><span class="s1">&#39;karina&#39;</span><span class="p">)</span>
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<pre>[(&#39;hard&#39;, 1)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">countLetters</span><span class="p">(</span><span class="s1">&#39;andrea&#39;</span><span class="p">)</span>
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<pre>[(&#39;count-a&#39;, 2),
 (&#39;count-b&#39;, 0),
 (&#39;count-c&#39;, 0),
 (&#39;count-d&#39;, 1),
 (&#39;count-e&#39;, 1),
 (&#39;count-f&#39;, 0),
 (&#39;count-g&#39;, 0),
 (&#39;count-h&#39;, 0),
 (&#39;count-i&#39;, 0),
 (&#39;count-j&#39;, 0),
 (&#39;count-k&#39;, 0),
 (&#39;count-l&#39;, 0),
 (&#39;count-m&#39;, 0),
 (&#39;count-n&#39;, 1),
 (&#39;count-o&#39;, 0),
 (&#39;count-p&#39;, 0),
 (&#39;count-q&#39;, 0),
 (&#39;count-r&#39;, 1),
 (&#39;count-s&#39;, 0),
 (&#39;count-t&#39;, 0),
 (&#39;count-u&#39;, 0),
 (&#39;count-v&#39;, 0),
 (&#39;count-w&#39;, 0),
 (&#39;count-x&#39;, 0),
 (&#39;count-y&#39;, 0),
 (&#39;count-z&#39;, 0)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lastLetter</span><span class="p">(</span><span class="s1">&#39;jack&#39;</span><span class="p">)</span>
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<pre>[(&#39;last-a&#39;, 0),
 (&#39;last-b&#39;, 0),
 (&#39;last-c&#39;, 0),
 (&#39;last-d&#39;, 0),
 (&#39;last-e&#39;, 0),
 (&#39;last-f&#39;, 0),
 (&#39;last-g&#39;, 0),
 (&#39;last-h&#39;, 0),
 (&#39;last-i&#39;, 0),
 (&#39;last-j&#39;, 0),
 (&#39;last-k&#39;, 1),
 (&#39;last-l&#39;, 0),
 (&#39;last-m&#39;, 0),
 (&#39;last-n&#39;, 0),
 (&#39;last-o&#39;, 0),
 (&#39;last-p&#39;, 0),
 (&#39;last-q&#39;, 0),
 (&#39;last-r&#39;, 0),
 (&#39;last-s&#39;, 0),
 (&#39;last-t&#39;, 0),
 (&#39;last-u&#39;, 0),
 (&#39;last-v&#39;, 0),
 (&#39;last-w&#39;, 0),
 (&#39;last-x&#39;, 0),
 (&#39;last-y&#39;, 0),
 (&#39;last-z&#39;, 0)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">firstLetter</span><span class="p">(</span><span class="s1">&#39;jack&#39;</span><span class="p">)</span>
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<pre>[(&#39;first-a&#39;, 0),
 (&#39;first-b&#39;, 0),
 (&#39;first-c&#39;, 0),
 (&#39;first-d&#39;, 0),
 (&#39;first-e&#39;, 0),
 (&#39;first-f&#39;, 0),
 (&#39;first-g&#39;, 0),
 (&#39;first-h&#39;, 0),
 (&#39;first-i&#39;, 0),
 (&#39;first-j&#39;, 1),
 (&#39;first-k&#39;, 0),
 (&#39;first-l&#39;, 0),
 (&#39;first-m&#39;, 0),
 (&#39;first-n&#39;, 0),
 (&#39;first-o&#39;, 0),
 (&#39;first-p&#39;, 0),
 (&#39;first-q&#39;, 0),
 (&#39;first-r&#39;, 0),
 (&#39;first-s&#39;, 0),
 (&#39;first-t&#39;, 0),
 (&#39;first-u&#39;, 0),
 (&#39;first-v&#39;, 0),
 (&#39;first-w&#39;, 0),
 (&#39;first-x&#39;, 0),
 (&#39;first-y&#39;, 0),
 (&#39;first-z&#39;, 0)]</pre>
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<h2 id="Step-2:-Combine-Features">Step 2: Combine Features<a class="anchor-link" href="#Step-2:-Combine-Features">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">combine</span><span class="p">(</span><span class="n">featureFunc1</span><span class="p">,</span> <span class="n">featureFunc2</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;returns a function that, when applied to a name, returns a feature vector</span>
<span class="sd">    combining the feature vectors from featureFunc1 and featureFunc2.</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">combineHelper</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">featureFunc1</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="o">+</span> <span class="n">featureFunc2</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">combineHelper</span>

<span class="k">def</span> <span class="nf">combineMany</span><span class="p">(</span><span class="n">listOfFeatureFuncs</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;returns a function that, when applied to a name, returns a feature vector</span>
<span class="sd">    combining the feature vectors from featureFunc1 and featureFunc2</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="k">return</span> <span class="nb">reduce</span><span class="p">(</span><span class="n">combine</span><span class="p">,</span> <span class="n">listOfFeatureFuncs</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lengthVowels</span> <span class="o">=</span> <span class="n">combine</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">lengthVowels</span><span class="p">)</span>
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<pre>function</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lengthVowels</span><span class="p">(</span><span class="s1">&#39;andrea&#39;</span><span class="p">)</span>
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<pre>[(&#39;length&#39;, 6), (&#39;vowels&#39;, 3)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lengthFirst</span> <span class="o">=</span> <span class="n">combine</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">)</span>
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<pre>[(&#39;length&#39;, 5),
 (&#39;first-a&#39;, 0),
 (&#39;first-b&#39;, 0),
 (&#39;first-c&#39;, 0),
 (&#39;first-d&#39;, 0),
 (&#39;first-e&#39;, 1),
 (&#39;first-f&#39;, 0),
 (&#39;first-g&#39;, 0),
 (&#39;first-h&#39;, 0),
 (&#39;first-i&#39;, 0),
 (&#39;first-j&#39;, 0),
 (&#39;first-k&#39;, 0),
 (&#39;first-l&#39;, 0),
 (&#39;first-m&#39;, 0),
 (&#39;first-n&#39;, 0),
 (&#39;first-o&#39;, 0),
 (&#39;first-p&#39;, 0),
 (&#39;first-q&#39;, 0),
 (&#39;first-r&#39;, 0),
 (&#39;first-s&#39;, 0),
 (&#39;first-t&#39;, 0),
 (&#39;first-u&#39;, 0),
 (&#39;first-v&#39;, 0),
 (&#39;first-w&#39;, 0),
 (&#39;first-x&#39;, 0),
 (&#39;first-y&#39;, 0),
 (&#39;first-z&#39;, 0)]</pre>
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<h2 id="Step-3:-Classify">Step 3: Classify<a class="anchor-link" href="#Step-3:-Classify">&#182;</a></h2><p><img src="http://cs111.wellesley.edu/archive/cs111_fall15/public_html/assignments/ps11/lengthVowelsNew.png" width=560></p>

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<p><strong>Helper Function</strong></p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">euclideanDistanceFrom</span><span class="p">(</span><span class="n">v</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;returns a function that takes a vector and computes the distance between that vector and v&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">euclideanDistanceHelper</span><span class="p">(</span><span class="n">w</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;distance between vectors v and w&quot;&quot;&quot;</span>
        <span class="k">def</span> <span class="nf">squareDiff</span><span class="p">(</span><span class="n">i</span><span class="p">):</span>
            <span class="sd">&quot;&quot;&quot;square of difference between elements in ith position of vectors v and w&quot;&quot;&quot;</span>
            <span class="k">return</span> <span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">w</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span><span class="o">**</span><span class="mi">2</span>
        <span class="k">return</span> <span class="n">sqrt</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="n">squareDiff</span><span class="p">,</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)))))</span>
    <span class="k">return</span> <span class="n">euclideanDistanceHelper</span>
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<h2 id="Step-3a:-Training">Step 3a: Training<a class="anchor-link" href="#Step-3a:-Training">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">buildTrainingVectors</span><span class="p">(</span><span class="n">featurefunc</span><span class="p">,</span> <span class="n">trainfile</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;read data files in directory, return a list of tuples,</span>
<span class="sd">    where each tuple in the list corresponds to a name in the data.</span>
<span class="sd">    Each tuple is of the form (genderlabel, featurevector),</span>
<span class="sd">    where genderlabel is the gender of the name,</span>
<span class="sd">    and featurevector is the feature vector of the name under featurefunc.</span>
<span class="sd">    &quot;&quot;&quot;</span>

    <span class="k">def</span> <span class="nf">lineToFeatures</span><span class="p">(</span><span class="n">line</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;convert a line in trainfile to a tuple of genderlabel and feature vector&quot;&quot;&quot;</span>
        <span class="n">name</span><span class="p">,</span> <span class="n">gender</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
        <span class="k">return</span> <span class="n">gender</span><span class="p">,</span> <span class="n">featurefunc</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>

    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">trainfile</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
        <span class="n">genderFeatureList</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="n">lineToFeatures</span><span class="p">,</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">())</span>
    <span class="k">return</span> <span class="n">genderFeatureList</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lengthVowels</span> <span class="o">=</span> <span class="n">combine</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">)</span>
<span class="n">lvTrain</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">lengthVowels</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="k">print</span> <span class="nb">len</span><span class="p">(</span><span class="n">lvTrain</span><span class="p">)</span>
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<pre>2806
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvTrain</span><span class="p">[:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[(&#39;male&#39;, [(&#39;length&#39;, 4), (&#39;vowels&#39;, 2)]),
 (&#39;male&#39;, [(&#39;length&#39;, 4), (&#39;vowels&#39;, 2)]),
 (&#39;male&#39;, [(&#39;length&#39;, 5), (&#39;vowels&#39;, 2)]),
 (&#39;male&#39;, [(&#39;length&#39;, 5), (&#39;vowels&#39;, 2)]),
 (&#39;male&#39;, [(&#39;length&#39;, 7), (&#39;vowels&#39;, 3)]),
 (&#39;male&#39;, [(&#39;length&#39;, 5), (&#39;vowels&#39;, 2)]),
 (&#39;male&#39;, [(&#39;length&#39;, 7), (&#39;vowels&#39;, 3)]),
 (&#39;male&#39;, [(&#39;length&#39;, 9), (&#39;vowels&#39;, 4)]),
 (&#39;male&#39;, [(&#39;length&#39;, 6), (&#39;vowels&#39;, 3)]),
 (&#39;male&#39;, [(&#39;length&#39;, 6), (&#39;vowels&#39;, 3)])]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvTrain</span><span class="p">[</span><span class="o">-</span><span class="mi">10</span><span class="p">:]</span>
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<pre>[(&#39;female&#39;, [(&#39;length&#39;, 7), (&#39;vowels&#39;, 3)]),
 (&#39;female&#39;, [(&#39;length&#39;, 4), (&#39;vowels&#39;, 2)]),
 (&#39;female&#39;, [(&#39;length&#39;, 7), (&#39;vowels&#39;, 3)]),
 (&#39;female&#39;, [(&#39;length&#39;, 7), (&#39;vowels&#39;, 3)]),
 (&#39;female&#39;, [(&#39;length&#39;, 5), (&#39;vowels&#39;, 2)]),
 (&#39;female&#39;, [(&#39;length&#39;, 5), (&#39;vowels&#39;, 2)]),
 (&#39;female&#39;, [(&#39;length&#39;, 7), (&#39;vowels&#39;, 3)]),
 (&#39;female&#39;, [(&#39;length&#39;, 6), (&#39;vowels&#39;, 2)]),
 (&#39;female&#39;, [(&#39;length&#39;, 5), (&#39;vowels&#39;, 3)]),
 (&#39;female&#39;, [(&#39;length&#39;, 6), (&#39;vowels&#39;, 3)])]</pre>
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<h3 id="Step-3b:-Sort-Distances">Step 3b: Sort Distances<a class="anchor-link" href="#Step-3b:-Sort-Distances">&#182;</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">labelsSortedByDistance</span><span class="p">(</span><span class="n">testvector</span><span class="p">,</span> <span class="n">trainingVectors</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;create a list of (genderlabel, distance) tuples from trainingVectors</span>
<span class="sd">    (trainingVectors is a list of (gender, featvec) tuples, of the type </span>
<span class="sd">    returned by buildTrainingVectors).</span>
<span class="sd">    The distance is the euclideanDistance between featvec and testvector.</span>
<span class="sd">    Sort this list of tuples by distance</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">distFunc</span> <span class="o">=</span> <span class="n">euclideanDistanceFrom</span><span class="p">(</span><span class="n">testvector</span><span class="p">)</span>
    <span class="k">def</span> <span class="nf">labelFeat2labelDistance</span><span class="p">(</span><span class="n">labelFeatTuple</span><span class="p">):</span>
        <span class="sd">&quot;&quot;&quot;return a tuple consisting of the label and the distance of the </span>
<span class="sd">        feature vector to testvector</span>
<span class="sd">        &quot;&quot;&quot;</span>
        <span class="k">return</span> <span class="n">labelFeatTuple</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">distFunc</span><span class="p">(</span><span class="n">labelFeatTuple</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
    <span class="n">distances</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="n">labelFeat2labelDistance</span><span class="p">,</span> <span class="n">trainingVectors</span><span class="p">)</span>
    <span class="n">distances</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="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">distances</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvcl</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">,</span> <span class="n">countLetters</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">])</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvclTrain</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">beyonceLvcl</span> <span class="o">=</span> <span class="n">lvcl</span><span class="p">(</span><span class="s1">&#39;beyonce&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvclDistances</span> <span class="o">=</span> <span class="n">labelsSortedByDistance</span><span class="p">(</span><span class="n">beyonceLvcl</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvclDistances</span> <span class="o">=</span> <span class="n">labelsSortedByDistance</span><span class="p">(</span><span class="n">beyonceLvcl</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">lvclDistances</span><span class="p">[:</span><span class="mi">21</span><span class="p">]</span>
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<pre>[(&#39;male&#39;, 2.23606797749979),
 (&#39;female&#39;, 2.23606797749979),
 (&#39;male&#39;, 2.449489742783178),
 (&#39;male&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;female&#39;, 2.449489742783178),
 (&#39;male&#39;, 2.6457513110645907),
 (&#39;male&#39;, 2.6457513110645907),
 (&#39;male&#39;, 2.6457513110645907),
 (&#39;male&#39;, 2.6457513110645907),
 (&#39;male&#39;, 2.6457513110645907)]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">emmavec</span> <span class="o">=</span> <span class="n">lengthVowels</span><span class="p">(</span><span class="s1">&#39;emma&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">williamvec</span> <span class="o">=</span> <span class="n">lengthVowels</span><span class="p">(</span><span class="s1">&#39;william&#39;</span><span class="p">)</span>
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<pre>3.1622776601683795</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">avavec</span> <span class="o">=</span> <span class="n">lengthVowels</span><span class="p">(</span><span class="s1">&#39;ava&#39;</span><span class="p">)</span>
<span class="n">distanceFromEmma</span><span class="p">(</span><span class="n">avavec</span><span class="p">)</span>
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<pre>1.0</pre>
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<pre>[(&#39;length&#39;, 3), (&#39;vowels&#39;, 2)]</pre>
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<pre>[(&#39;length&#39;, 4), (&#39;vowels&#39;, 2)]</pre>
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<p>This is why the distance is 1, that is the distance between the two vectors [3, 2] and [4, 2].</p>

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<h2 id="Step-3c:-Prediction">Step 3c: Prediction<a class="anchor-link" href="#Step-3c:-Prediction">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">predictGender</span><span class="p">(</span><span class="n">featurefunc</span><span class="p">,</span> <span class="n">testname</span><span class="p">,</span> <span class="n">trainingVectors</span><span class="p">,</span> <span class="n">k</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;find the k nearest training data points to name in terms of feature </span>
<span class="sd">    vectors, return the most common label among those points</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">testvector</span> <span class="o">=</span> <span class="n">featurefunc</span><span class="p">(</span><span class="n">testname</span><span class="p">)</span>
    <span class="n">distances</span> <span class="o">=</span> <span class="n">labelsSortedByDistance</span><span class="p">(</span><span class="n">testvector</span><span class="p">,</span> <span class="n">trainingVectors</span><span class="p">)</span>
    <span class="n">nearest_labels</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">distances</span><span class="p">[:</span><span class="n">k</span><span class="p">])</span>
    <span class="n">label_counts</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">label</span><span class="p">:</span> <span class="p">(</span><span class="n">nearest_labels</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">label</span><span class="p">),</span> <span class="n">label</span><span class="p">),</span> <span class="nb">set</span><span class="p">(</span><span class="n">nearest_labels</span><span class="p">))</span>
    <span class="k">return</span> <span class="nb">max</span><span class="p">(</span><span class="n">label_counts</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">predictGender</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;beyonce&#39;</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>&#39;female&#39;</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">predictGender</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;kumar&#39;</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>&#39;male&#39;</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">predictGender</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;theodore&#39;</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>&#39;female&#39;</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">predictGender</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;eni&#39;</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>&#39;male&#39;</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">predictGender</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;eniana&#39;</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>&#39;female&#39;</pre>
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<h2 id="Step-3d:-Evaluation-(computing-accuracy)">Step 3d: Evaluation (computing accuracy)<a class="anchor-link" href="#Step-3d:-Evaluation-(computing-accuracy)">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">computeAccuracy</span><span class="p">(</span><span class="n">featurefunc</span><span class="p">,</span> <span class="n">testfile</span><span class="p">,</span> <span class="n">trainingVectors</span><span class="p">,</span> <span class="n">k</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Go through each name in testfile, predict its gender label,</span>
<span class="sd">    and print the predictions for each example as instructed..</span>
<span class="sd">    Return the accuracy (the proportion of examples for which the labels are correctly predicted).&quot;&quot;&quot;</span>
    <span class="c1"># fill in</span>
    <span class="n">numCorrect</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="n">numData</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">testfile</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">():</span>
            <span class="n">numData</span> <span class="o">+=</span> <span class="mi">1</span>
            <span class="n">name</span><span class="p">,</span> <span class="n">actual</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
            <span class="k">print</span> <span class="n">name</span><span class="p">,</span> <span class="n">actual</span><span class="p">,</span>
            <span class="n">predicted</span> <span class="o">=</span> <span class="n">predictGender</span><span class="p">(</span><span class="n">featurefunc</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">trainingVectors</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span>
            <span class="k">print</span> <span class="n">predicted</span><span class="p">,</span>
            <span class="k">if</span> <span class="n">predicted</span> <span class="o">==</span> <span class="n">actual</span><span class="p">:</span>
                <span class="n">numCorrect</span> <span class="o">+=</span> <span class="mi">1</span>
                <span class="k">print</span> <span class="s1">&#39;CORRECT&#39;</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="k">print</span> <span class="s1">&#39;WRONG&#39;</span>
    <span class="k">return</span> <span class="n">numCorrect</span><span class="o">/</span><span class="n">numData</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">computeAccuracy</span><span class="p">(</span><span class="n">lvcl</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">lvclTrain</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male female WRONG
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male female WRONG
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male female WRONG
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female male WRONG
alexa female female CORRECT
stella female female CORRECT
paisley female female CORRECT
madeline female female CORRECT
kimberly female female CORRECT
andrea female female CORRECT
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female male WRONG
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female female CORRECT
danielle female female CORRECT
diana female female CORRECT
vivienne female male WRONG
olive female female CORRECT
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female female CORRECT
alejandra female female CORRECT
kassidy female female CORRECT
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female male WRONG
fernanda female female CORRECT
bailee female female CORRECT
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female female CORRECT
hattie female female CORRECT
jaelyn female male WRONG
aileen female female CORRECT
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female male WRONG
ciara female female CORRECT
madyson female female CORRECT
sherlyn female male WRONG
patricia female female CORRECT
raquel female male WRONG
ellen female female CORRECT
mollie female male WRONG
joslyn female female CORRECT
averi female male WRONG
rayna female female CORRECT
lillianna female female CORRECT
denise female female CORRECT
kristina female male WRONG
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female female CORRECT
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female female CORRECT
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female female CORRECT
karly female female CORRECT
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female male WRONG
analia female female CORRECT
kendyl female female CORRECT
amaris female female CORRECT
aanya female female CORRECT
mylee female female CORRECT
milani female male WRONG
clementine female female CORRECT
ashtyn female female CORRECT
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female male WRONG
addie female female CORRECT
yuliana female female CORRECT
rosalyn female male WRONG
emme female male WRONG
belle female female CORRECT
janice female male WRONG
nalani female female CORRECT
zelda female female CORRECT
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female male WRONG
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female male WRONG
batsheva female female CORRECT
judy female male WRONG
pepper female female CORRECT
brookelynn female female CORRECT
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female female CORRECT
krista female female CORRECT
maliya female female CORRECT
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<pre>0.8483870967741935</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">vhlf</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">vowels</span><span class="p">,</span> <span class="n">hardCons</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">])</span>
<span class="n">trainVhlf</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">vhlf</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">computeAccuracy</span><span class="p">(</span><span class="n">vhlf</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">trainVhlf</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male female WRONG
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male female WRONG
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male female WRONG
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male female WRONG
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male female WRONG
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male female WRONG
meir male male CORRECT
elizabeth female male WRONG
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female male WRONG
alexa female female CORRECT
stella female female CORRECT
paisley female male WRONG
madeline female female CORRECT
kimberly female male WRONG
andrea female female CORRECT
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female male WRONG
danielle female female CORRECT
diana female female CORRECT
vivienne female male WRONG
olive female male WRONG
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female female CORRECT
alejandra female female CORRECT
kassidy female male WRONG
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female male WRONG
eve female female CORRECT
emersyn female female CORRECT
fernanda female male WRONG
bailee female female CORRECT
kiley female female CORRECT
harlow female male WRONG
virginia female female CORRECT
anika female female CORRECT
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female male WRONG
ciara female female CORRECT
madyson female female CORRECT
sherlyn female male WRONG
patricia female female CORRECT
raquel female male WRONG
ellen female male WRONG
mollie female female CORRECT
joslyn female male WRONG
averi female female CORRECT
rayna female female CORRECT
lillianna female female CORRECT
denise female male WRONG
kristina female female CORRECT
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female male WRONG
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female female CORRECT
avianna female female CORRECT
esme female female CORRECT
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female female CORRECT
analia female female CORRECT
kendyl female male WRONG
amaris female male WRONG
aanya female female CORRECT
mylee female female CORRECT
milani female male WRONG
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female male WRONG
addie female male WRONG
yuliana female female CORRECT
rosalyn female male WRONG
emme female female CORRECT
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female female CORRECT
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female female CORRECT
roslyn female male WRONG
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female male WRONG
geneva female female CORRECT
batsheva female female CORRECT
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female male WRONG
krista female female CORRECT
maliya female female CORRECT
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<pre>0.8032258064516129</pre>
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<h2 id="Part-2">Part 2<a class="anchor-link" href="#Part-2">&#182;</a></h2><ul>
<li>Create some features (at least three new ones)</li>
<li>Create at least 2 classifiers</li>
<li>Measure the accuracy</li>
<li>Discuss which combinations of features seems to do better. Does this fit with your previous intuition about the features?</li>
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<p><b>Step 1:</b> create some features (at least three new ones)</p>
<p>One idea I had for a feature function is one that could count the number of syllables in a name. However, I'm not sure this is within the scope of my abilities. I'm thinking that the extra -a at the end of many female names adds an extra syllable. By contrast, most male names end with a hard consonant that doesn't provide an extra syllable.</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">softCons</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function with number of soft consonants in name&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">isSoft</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">c</span> <span class="ow">in</span> <span class="s1">&#39;cfhjlmnrsvwxyz&#39;</span>
    <span class="k">return</span> <span class="p">[(</span><span class="s1">&#39;soft&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="n">isSoft</span><span class="p">,</span> <span class="n">name</span><span class="p">)))]</span>

<span class="k">def</span> <span class="nf">consonants</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;feature function with number of consonants in name&quot;&quot;&quot;</span>
    <span class="k">def</span> <span class="nf">isConsonant</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">c</span> <span class="ow">in</span> <span class="s1">&#39;bcdfghjklmnpqrstvwxz&#39;</span>
    <span class="k">return</span> <span class="p">[(</span><span class="s1">&#39;consonants&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="n">isConsonant</span><span class="p">,</span> <span class="n">name</span><span class="p">)))]</span>

<span class="k">def</span> <span class="nf">softened_consonant</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;feature function that checks for the presence of an h after a consonant&#39;&#39;&#39;</span>
    <span class="k">def</span> <span class="nf">isSoftened</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
        <span class="k">if</span> <span class="s1">&#39;h&#39;</span> <span class="ow">in</span> <span class="n">name</span><span class="p">:</span>
            <span class="n">h</span> <span class="o">=</span> <span class="n">name</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;h&#39;</span><span class="p">)</span>
            <span class="n">c</span> <span class="o">=</span> <span class="n">name</span><span class="p">[</span><span class="n">h</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
            <span class="k">return</span> <span class="n">c</span> <span class="ow">in</span> <span class="s1">&#39;cpst&#39;</span>
    <span class="k">return</span> <span class="p">[(</span><span class="s1">&#39;softened&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="n">isSoftened</span><span class="p">,</span> <span class="n">name</span><span class="p">)))]</span>
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<p><b>Step 2:</b> create at least 2 classifiers</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">c1</span> <span class="o">=</span> <span class="n">combine</span><span class="p">(</span><span class="n">softCons</span><span class="p">,</span> <span class="n">consonants</span><span class="p">)</span>
<span class="n">c2</span> <span class="o">=</span> <span class="n">combine</span><span class="p">(</span><span class="n">softCons</span><span class="p">,</span> <span class="n">softened_consonant</span><span class="p">)</span>
<span class="n">c3</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">softCons</span><span class="p">,</span> <span class="n">consonants</span><span class="p">,</span> <span class="n">softened_consonant</span><span class="p">])</span>
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<p><b>Step 3:</b> measure the accuracy</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">t1</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">c1</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">c1</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">t1</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male female WRONG
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female female CORRECT
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female female CORRECT
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<pre>0.5032258064516129</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">t2</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">c2</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">c2</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">t2</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female female CORRECT
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female female CORRECT
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female female CORRECT
krista female male WRONG
maliya female male WRONG
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<pre>0.5096774193548387</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">t3</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">c3</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">c3</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">t3</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male female WRONG
johnathan male female WRONG
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male female WRONG
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male female WRONG
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female female CORRECT
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female female CORRECT
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female female CORRECT
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female female CORRECT
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<div class="prompt output_prompt">Out[51]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.4967741935483871</pre>
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<p>Additionally, I try isolating each feature function to see which is most effective.</p>

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<div class="prompt input_prompt">In&nbsp;[52]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">s_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">softCons</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">softCons</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">s_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<div class="output_area">
<div class="prompt output_prompt">Out[52]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.5</pre>
</div>

</div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[53]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">c_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">consonants</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">consonants</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">c_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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


<div class="output_area">
<div class="prompt"></div>

<div class="output_subarea output_stream output_stdout output_text">
<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<pre>0.5</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">so_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">softened_consonant</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">softened_consonant</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">so_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male female WRONG
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female female CORRECT
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female female CORRECT
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<pre>0.4967741935483871</pre>
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<h3 id="Discussion">Discussion<a class="anchor-link" href="#Discussion">&#182;</a></h3><p>Here was my intuition for all of these functions:</p>
<ul>
<li><code>softCons</code>: the opposite of <code>hardCons</code>. If male names tend to have more hard consonants, would it be possible to say that female names have more soft consonants?</li>
<li><code>consonants</code>: my intuition was that male names have more consonants in general than female names. This was a tricky one, though, since female names are longer. It might be the case that it is more useful to break this function down to either soft consonants or hard consonants, as we have done, but I thought I would give this one a shot anyway.</li>
<li><code>softened_consonants</code>: male names have more hard consonants, but what if these hard consonants are softened with the letter "h" following it? Would it then make the name more feminine, since a hard consonant + h makes a softer sound than the hard consonant alone? All of these consonants make a softer sound when an "h" is added: "c" to "ch", "p" to "ph", "s" to "sh", and "t" to "th".</li>
</ul>
<p><code>softCons</code> + <code>consonants</code> = 0.503<br>
<code>softCons</code> + <code>softened_consonant</code> = 0.509<br>
<code>softCons</code> + <code>softened_consonant</code> + <code>consonants</code> = 0.497</p>
<p><code>softCons</code> = 0.50<br>
<code>consonants</code> = 0.50<br>
<code>softened_consonant</code> = 0.497<br></p>
<p>My results are not very promising; all accuracies hover at around 0.50, which is equivalent to randomly guessing for each name. A lot of the intuition I gathered from the first pass through this assignment is encapsulated with the given functions; therefore, I am going to try experimenting with those (maybe also a combination of the given functions and my own functions) instead.</p>
<p>Available functions:</p>
<ul>
<li><code>length</code></li>
<li><code>vowels</code></li>
<li><code>hardCons</code></li>
<li><code>countLetters</code></li>
<li><code>lastLetter</code></li>
<li><code>firstLetter</code></li>
</ul>
<p>Which of these given functions are the most influential? I train and test each of these feature functions one by one.</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">l_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">l_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<pre>0.5</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">v_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">vowels</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">vowels</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">v_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
</div>
</div>

<div class="output_area">
<div class="prompt output_prompt">Out[56]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.5</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">h_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">hardCons</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">hardCons</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">h_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">
<div class="prompt"></div>

<div class="output_subarea output_stream output_stdout output_text">
<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
</div>
</div>

<div class="output_area">
<div class="prompt output_prompt">Out[57]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.5</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">c_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">countLetters</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">countLetters</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">c_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">
<div class="prompt"></div>

<div class="output_subarea output_stream output_stdout output_text">
<pre>daniel male female WRONG
joseph male male CORRECT
isaac male female WRONG
jack male male CORRECT
levi male male CORRECT
adrian male female WRONG
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male female WRONG
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male female WRONG
brendan male male CORRECT
amare male male CORRECT
matthias male female WRONG
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male female WRONG
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male female WRONG
dilan male female WRONG
zaid male female WRONG
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male female WRONG
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male female WRONG
rishi male male CORRECT
kalvin male male CORRECT
bilal male female WRONG
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male female WRONG
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male female WRONG
javian male female WRONG
josef male male CORRECT
tyshawn male male CORRECT
masyn male female WRONG
chayce male male CORRECT
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female male WRONG
alexa female female CORRECT
stella female male WRONG
paisley female male WRONG
madeline female female CORRECT
kimberly female female CORRECT
andrea female male WRONG
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female male WRONG
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female male WRONG
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female male WRONG
cassidy female female CORRECT
danielle female female CORRECT
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female male WRONG
alejandra female male WRONG
kassidy female female CORRECT
julissa female male WRONG
kaylie female male WRONG
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female female CORRECT
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female female CORRECT
hattie female male WRONG
jaelyn female male WRONG
aileen female female CORRECT
marina female male WRONG
erika female male WRONG
amina female female CORRECT
malaya female female CORRECT
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female female CORRECT
raquel female female CORRECT
ellen female female CORRECT
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female female CORRECT
denise female male WRONG
kristina female male WRONG
celine female female CORRECT
janiya female male WRONG
lorelai female female CORRECT
amirah female female CORRECT
roselyn female male WRONG
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female female CORRECT
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female female CORRECT
marleigh female male WRONG
kaylyn female female CORRECT
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female female CORRECT
kendyl female male WRONG
amaris female female CORRECT
aanya female female CORRECT
mylee female female CORRECT
milani female female CORRECT
clementine female female CORRECT
ashtyn female female CORRECT
londynn female male WRONG
kirsten female male WRONG
damaris female female CORRECT
caydence female male WRONG
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female male WRONG
addie female male WRONG
yuliana female female CORRECT
rosalyn female female CORRECT
emme female female CORRECT
belle female female CORRECT
janice female male WRONG
nalani female female CORRECT
zelda female female CORRECT
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female female CORRECT
carmella female male WRONG
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female female CORRECT
krista female male WRONG
maliya female female CORRECT
</pre>
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<div class="prompt output_prompt">Out[58]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.6935483870967742</pre>
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<div class="prompt input_prompt">In&nbsp;[59]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">la_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">lastLetter</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">lastLetter</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">la_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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<div class="prompt output_prompt">Out[59]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.5</pre>
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<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">f_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">firstLetter</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">firstLetter</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">f_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male male CORRECT
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male male CORRECT
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male male CORRECT
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male male CORRECT
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male male CORRECT
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male male CORRECT
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male male CORRECT
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male male CORRECT
meir male male CORRECT
elizabeth female male WRONG
evelyn female male WRONG
layla female male WRONG
aria female male WRONG
sadie female male WRONG
alexa female male WRONG
stella female male WRONG
paisley female male WRONG
madeline female male WRONG
kimberly female male WRONG
andrea female male WRONG
natalia female male WRONG
valentina female male WRONG
mckenzie female male WRONG
vanessa female male WRONG
josephine female male WRONG
kylee female male WRONG
alaina female male WRONG
julianna female male WRONG
eliza female male WRONG
arabella female male WRONG
allie female male WRONG
leilani female male WRONG
lucia female male WRONG
cassidy female male WRONG
danielle female male WRONG
diana female male WRONG
vivienne female male WRONG
olive female male WRONG
evangeline female male WRONG
elaina female male WRONG
alicia female male WRONG
ruth female male WRONG
mariana female male WRONG
briana female male WRONG
macy female male WRONG
scarlet female male WRONG
jayda female male WRONG
mckinley female male WRONG
madelynn female male WRONG
michaela female male WRONG
alejandra female male WRONG
kassidy female male WRONG
julissa female male WRONG
kaylie female male WRONG
madisyn female male WRONG
danna female male WRONG
annabel female male WRONG
eve female male WRONG
emersyn female male WRONG
fernanda female male WRONG
bailee female male WRONG
kiley female male WRONG
harlow female male WRONG
virginia female male WRONG
anika female male WRONG
hattie female male WRONG
jaelyn female male WRONG
aileen female male WRONG
marina female male WRONG
erika female male WRONG
amina female male WRONG
malaya female male WRONG
irene female male WRONG
ciara female male WRONG
madyson female male WRONG
sherlyn female male WRONG
patricia female male WRONG
raquel female male WRONG
ellen female male WRONG
mollie female male WRONG
joslyn female male WRONG
averi female male WRONG
rayna female male WRONG
lillianna female male WRONG
denise female male WRONG
kristina female male WRONG
celine female male WRONG
janiya female male WRONG
lorelai female male WRONG
amirah female male WRONG
roselyn female male WRONG
ayanna female male WRONG
emmalynn female male WRONG
kaleigh female male WRONG
mercedes female male WRONG
katalina female male WRONG
samiyah female male WRONG
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female male WRONG
esme female male WRONG
emerie female male WRONG
alisson female male WRONG
ayana female male WRONG
marleigh female male WRONG
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female male WRONG
antonia female male WRONG
analia female male WRONG
kendyl female male WRONG
amaris female male WRONG
aanya female male WRONG
mylee female male WRONG
milani female male WRONG
clementine female male WRONG
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female male WRONG
violeta female male WRONG
sunny female male WRONG
aliah female male WRONG
keila female male WRONG
anjali female male WRONG
adyson female male WRONG
addie female male WRONG
yuliana female male WRONG
rosalyn female male WRONG
emme female male WRONG
belle female male WRONG
janice female male WRONG
nalani female male WRONG
zelda female male WRONG
kayley female male WRONG
nailah female male WRONG
grecia female male WRONG
dayanna female male WRONG
donna female male WRONG
roslyn female male WRONG
nya female male WRONG
evalynn female male WRONG
scout female male WRONG
abigale female male WRONG
cayla female male WRONG
amyah female male WRONG
hailie female male WRONG
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female male WRONG
shaniya female male WRONG
carmella female male WRONG
malina female male WRONG
aliyana female male WRONG
unique female male WRONG
raylynn female male WRONG
krista female male WRONG
maliya female male WRONG
</pre>
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</div>

<div class="output_area">
<div class="prompt output_prompt">Out[60]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.5</pre>
</div>

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<p><code>length</code> = 0.50<br>
<code>vowels</code> = 0.50<br>
<code>hardCons</code> = 0.50<br>
<code>countLetters</code> = 0.69<br>
<code>lastLetter</code> = 0.50<br>
<code>firstLetter</code> = 0.50</p>
<p><code>countLetters</code> seems to be the most influential, with an accuracy of 0.69. This makes sense because this particular function does not distill the characteristics of each name into a single digit; instead, it gives detailed information (letter by letter) about which letters are most frequently used. For example, there are many ways for both male and female names to have 3 vowels, but fewer ways for both male and female names to have a certain set of letters in common.</p>
<p>Out of curiosity, what would happen if I used all of these functions at once?</p>

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<div class="prompt input_prompt">In&nbsp;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">all_f</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">,</span> <span class="n">hardCons</span><span class="p">,</span> <span class="n">countLetters</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">])</span>
<span class="n">all_f_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">all_f</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">all_f</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">all_f_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
</pre></div>

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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male female WRONG
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male female WRONG
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male female WRONG
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male female WRONG
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male female WRONG
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male female WRONG
chayce male female WRONG
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female male WRONG
alexa female female CORRECT
stella female female CORRECT
paisley female female CORRECT
madeline female female CORRECT
kimberly female female CORRECT
andrea female female CORRECT
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female female CORRECT
danielle female female CORRECT
diana female female CORRECT
vivienne female female CORRECT
olive female female CORRECT
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female female CORRECT
alejandra female female CORRECT
kassidy female female CORRECT
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female male WRONG
fernanda female female CORRECT
bailee female female CORRECT
kiley female female CORRECT
harlow female male WRONG
virginia female female CORRECT
anika female female CORRECT
hattie female female CORRECT
jaelyn female male WRONG
aileen female female CORRECT
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female male WRONG
ciara female female CORRECT
madyson female female CORRECT
sherlyn female female CORRECT
patricia female female CORRECT
raquel female male WRONG
ellen female female CORRECT
mollie female female CORRECT
joslyn female male WRONG
averi female female CORRECT
rayna female female CORRECT
lillianna female female CORRECT
denise female male WRONG
kristina female female CORRECT
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female female CORRECT
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female female CORRECT
katalina female female CORRECT
samiyah female female CORRECT
luz female female CORRECT
anabel female male WRONG
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female female CORRECT
karly female female CORRECT
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female female CORRECT
analia female female CORRECT
kendyl female male WRONG
amaris female female CORRECT
aanya female female CORRECT
mylee female female CORRECT
milani female female CORRECT
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female male WRONG
addie female male WRONG
yuliana female female CORRECT
rosalyn female female CORRECT
emme female male WRONG
belle female female CORRECT
janice female female CORRECT
nalani female female CORRECT
zelda female male WRONG
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female female CORRECT
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female female CORRECT
batsheva female female CORRECT
judy female male WRONG
pepper female male WRONG
brookelynn female female CORRECT
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female female CORRECT
krista female female CORRECT
maliya female female CORRECT
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<pre>0.8612903225806452</pre>
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<p>If all of the given functions are used at once, I get an accuracy of 0.86, which is the highest accuracy I've seen yet. It's interesting to note that although individually, the functions were unimpressive, together, they have a very high accuracy &mdash; one that is significantly higher than just using <code>countLetters</code> alone.</p>
<p>What happens if I combine this last classifier with one of my functions, <code>softCons</code>?</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">everything_f</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">,</span> <span class="n">hardCons</span><span class="p">,</span> <span class="n">countLetters</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">,</span> <span class="n">softCons</span><span class="p">])</span>
<span class="n">everything_f_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">everything_f</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">everything_f</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">everything_f_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male female WRONG
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male female WRONG
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male female WRONG
aarav male female WRONG
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male female WRONG
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male female WRONG
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male female WRONG
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male female WRONG
reilly male female WRONG
kallen male male CORRECT
jan male male CORRECT
nikola male female WRONG
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male female WRONG
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female female CORRECT
alexa female female CORRECT
stella female female CORRECT
paisley female female CORRECT
madeline female female CORRECT
kimberly female female CORRECT
andrea female male WRONG
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female female CORRECT
danielle female female CORRECT
diana female female CORRECT
vivienne female male WRONG
olive female female CORRECT
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female female CORRECT
alejandra female female CORRECT
kassidy female female CORRECT
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female female CORRECT
fernanda female female CORRECT
bailee female female CORRECT
kiley female female CORRECT
harlow female male WRONG
virginia female female CORRECT
anika female female CORRECT
hattie female female CORRECT
jaelyn female male WRONG
aileen female female CORRECT
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female female CORRECT
ciara female female CORRECT
madyson female female CORRECT
sherlyn female female CORRECT
patricia female female CORRECT
raquel female male WRONG
ellen female male WRONG
mollie female female CORRECT
joslyn female female CORRECT
averi female female CORRECT
rayna female female CORRECT
lillianna female female CORRECT
denise female male WRONG
kristina female female CORRECT
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female female CORRECT
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female female CORRECT
luz female male WRONG
anabel female female CORRECT
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female female CORRECT
karly female female CORRECT
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female female CORRECT
analia female female CORRECT
kendyl female male WRONG
amaris female female CORRECT
aanya female female CORRECT
mylee female female CORRECT
milani female female CORRECT
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female female CORRECT
addie female male WRONG
yuliana female female CORRECT
rosalyn female female CORRECT
emme female male WRONG
belle female female CORRECT
janice female female CORRECT
nalani female female CORRECT
zelda female male WRONG
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female female CORRECT
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female female CORRECT
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female female CORRECT
krista female female CORRECT
maliya female female CORRECT
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<pre>0.8451612903225807</pre>
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<p>Unfortunately, I get a reduced accuracy (0.845), but not by too much. What about my two other functions?</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">e1_f</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">,</span> <span class="n">hardCons</span><span class="p">,</span> <span class="n">countLetters</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">,</span> <span class="n">softened_consonant</span><span class="p">])</span>
<span class="n">e1_f_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">e1_f</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">e1_f</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">e1_f_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male male CORRECT
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male female WRONG
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male female WRONG
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male female WRONG
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male female WRONG
carl male male CORRECT
brendan male male CORRECT
amare male male CORRECT
matthias male female WRONG
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male female WRONG
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male female WRONG
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male female WRONG
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male female WRONG
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male female WRONG
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male female WRONG
reilly male male CORRECT
kallen male male CORRECT
jan male male CORRECT
nikola male female WRONG
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male female WRONG
chayce male female WRONG
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female male WRONG
alexa female female CORRECT
stella female female CORRECT
paisley female female CORRECT
madeline female female CORRECT
kimberly female female CORRECT
andrea female female CORRECT
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female female CORRECT
danielle female female CORRECT
diana female female CORRECT
vivienne female female CORRECT
olive female female CORRECT
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female male WRONG
alejandra female female CORRECT
kassidy female female CORRECT
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female male WRONG
fernanda female female CORRECT
bailee female female CORRECT
kiley female female CORRECT
harlow female male WRONG
virginia female female CORRECT
anika female female CORRECT
hattie female female CORRECT
jaelyn female male WRONG
aileen female female CORRECT
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female male WRONG
ciara female female CORRECT
madyson female female CORRECT
sherlyn female female CORRECT
patricia female female CORRECT
raquel female male WRONG
ellen female female CORRECT
mollie female female CORRECT
joslyn female male WRONG
averi female female CORRECT
rayna female female CORRECT
lillianna female female CORRECT
denise female male WRONG
kristina female female CORRECT
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female female CORRECT
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female female CORRECT
luz female female CORRECT
anabel female male WRONG
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female female CORRECT
karly female female CORRECT
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female female CORRECT
analia female female CORRECT
kendyl female male WRONG
amaris female female CORRECT
aanya female female CORRECT
mylee female female CORRECT
milani female female CORRECT
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female male WRONG
addie female male WRONG
yuliana female female CORRECT
rosalyn female female CORRECT
emme female male WRONG
belle female female CORRECT
janice female female CORRECT
nalani female female CORRECT
zelda female male WRONG
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female female CORRECT
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female female CORRECT
batsheva female female CORRECT
judy female male WRONG
pepper female male WRONG
brookelynn female female CORRECT
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female female CORRECT
krista female female CORRECT
maliya female female CORRECT
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<pre>0.832258064516129</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">e2_f</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">,</span> <span class="n">hardCons</span><span class="p">,</span> <span class="n">countLetters</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">,</span> <span class="n">consonants</span><span class="p">])</span>
<span class="n">e2_f_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">e2_f</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">e2_f</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">e2_f_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male female WRONG
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male male CORRECT
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male male CORRECT
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male female WRONG
aarav male male CORRECT
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male female WRONG
brendan male male CORRECT
amare male female WRONG
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male female WRONG
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male male CORRECT
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male female WRONG
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male male CORRECT
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male female WRONG
kallen male male CORRECT
jan male male CORRECT
nikola male female WRONG
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male female WRONG
chayce male female WRONG
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female female CORRECT
alexa female female CORRECT
stella female female CORRECT
paisley female female CORRECT
madeline female female CORRECT
kimberly female female CORRECT
andrea female female CORRECT
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female female CORRECT
danielle female female CORRECT
diana female female CORRECT
vivienne female female CORRECT
olive female female CORRECT
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female female CORRECT
alejandra female female CORRECT
kassidy female female CORRECT
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female male WRONG
fernanda female female CORRECT
bailee female female CORRECT
kiley female female CORRECT
harlow female male WRONG
virginia female female CORRECT
anika female female CORRECT
hattie female male WRONG
jaelyn female male WRONG
aileen female female CORRECT
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female female CORRECT
ciara female female CORRECT
madyson female female CORRECT
sherlyn female male WRONG
patricia female female CORRECT
raquel female male WRONG
ellen female male WRONG
mollie female female CORRECT
joslyn female male WRONG
averi female female CORRECT
rayna female female CORRECT
lillianna female female CORRECT
denise female male WRONG
kristina female female CORRECT
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female female CORRECT
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female female CORRECT
luz female male WRONG
anabel female male WRONG
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female male WRONG
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female female CORRECT
analia female female CORRECT
kendyl female male WRONG
amaris female female CORRECT
aanya female female CORRECT
mylee female female CORRECT
milani female female CORRECT
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female female CORRECT
addie female male WRONG
yuliana female female CORRECT
rosalyn female female CORRECT
emme female male WRONG
belle female male WRONG
janice female female CORRECT
nalani female female CORRECT
zelda female female CORRECT
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female male WRONG
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female female CORRECT
batsheva female female CORRECT
judy female male WRONG
pepper female male WRONG
brookelynn female female CORRECT
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female male WRONG
raylynn female female CORRECT
krista female female CORRECT
maliya female female CORRECT
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<pre>0.8354838709677419</pre>
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<p>All given functions + <code>softened_consonant</code> = 0.832<br>
All given functions + <code>consonants</code> = 0.835</p>
<p><code>consonants</code> gives slightly better results. So how about all given functions + <code>softCons</code> + <code>consonants</code>?</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">e3_f</span> <span class="o">=</span> <span class="n">combineMany</span><span class="p">([</span><span class="n">length</span><span class="p">,</span> <span class="n">vowels</span><span class="p">,</span> <span class="n">hardCons</span><span class="p">,</span> <span class="n">countLetters</span><span class="p">,</span> <span class="n">lastLetter</span><span class="p">,</span> <span class="n">firstLetter</span><span class="p">,</span> <span class="n">softCons</span><span class="p">,</span> <span class="n">consonants</span><span class="p">])</span>
<span class="n">e3_f_t</span> <span class="o">=</span> <span class="n">buildTrainingVectors</span><span class="p">(</span><span class="n">e3_f</span><span class="p">,</span> <span class="s1">&#39;train.txt&#39;</span><span class="p">)</span>
<span class="n">computeAccuracy</span><span class="p">(</span><span class="n">e3_f</span><span class="p">,</span> <span class="s1">&#39;test.txt&#39;</span><span class="p">,</span> <span class="n">e3_f_t</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<pre>daniel male male CORRECT
joseph male male CORRECT
isaac male female WRONG
jack male male CORRECT
levi male male CORRECT
adrian male male CORRECT
brandon male male CORRECT
ian male male CORRECT
nathaniel male female WRONG
juan male male CORRECT
max male male CORRECT
declan male male CORRECT
diego male male CORRECT
richard male male CORRECT
brian male male CORRECT
marcus male male CORRECT
theodore male female WRONG
tucker male male CORRECT
kingston male male CORRECT
maximus male male CORRECT
devin male male CORRECT
eduardo male male CORRECT
zander male male CORRECT
chance male female WRONG
finn male male CORRECT
erick male male CORRECT
beau male male CORRECT
johnathan male male CORRECT
dante male male CORRECT
gregory male male CORRECT
erik male male CORRECT
dawson male male CORRECT
desmond male male CORRECT
joaquin male male CORRECT
allen male male CORRECT
adan male male CORRECT
gideon male male CORRECT
dexter male male CORRECT
esteban male male CORRECT
ismael male male CORRECT
enzo male male CORRECT
keaton male male CORRECT
mathew male male CORRECT
trent male male CORRECT
jerry male male CORRECT
jamison male male CORRECT
adriel male male CORRECT
yahir male male CORRECT
tobias male male CORRECT
alonzo male male CORRECT
arturo male male CORRECT
sylas male female WRONG
aarav male female WRONG
douglas male male CORRECT
toby male male CORRECT
daxton male male CORRECT
lance male male CORRECT
carl male male CORRECT
brendan male male CORRECT
amare male female WRONG
matthias male male CORRECT
melvin male male CORRECT
alessandro male male CORRECT
lewis male male CORRECT
cory male male CORRECT
tommy male male CORRECT
rayan male male CORRECT
zechariah male male CORRECT
billy male female WRONG
dayton male male CORRECT
braeden male male CORRECT
terrell male male CORRECT
omari male male CORRECT
will male male CORRECT
camron male male CORRECT
cassius male male CORRECT
samir male male CORRECT
mayson male male CORRECT
fletcher male male CORRECT
marquis male male CORRECT
bodhi male male CORRECT
jair male male CORRECT
kase male male CORRECT
van male male CORRECT
aydan male male CORRECT
damion male male CORRECT
rashad male male CORRECT
dilan male male CORRECT
zaid male male CORRECT
zayn male male CORRECT
briggs male male CORRECT
jovani male male CORRECT
jericho male male CORRECT
gino male male CORRECT
stetson male male CORRECT
osvaldo male male CORRECT
rowen male male CORRECT
yadiel male female WRONG
jakobe male male CORRECT
darien male male CORRECT
dariel male male CORRECT
judson male male CORRECT
jionni male male CORRECT
kooper male male CORRECT
ford male male CORRECT
zack male male CORRECT
marcello male male CORRECT
khalid male male CORRECT
jacen male male CORRECT
ewan male male CORRECT
ledger male male CORRECT
kaidyn male male CORRECT
vince male male CORRECT
yitzchok male male CORRECT
syed male male CORRECT
sebastien male female WRONG
keyon male male CORRECT
domenic male male CORRECT
canaan male male CORRECT
devan male male CORRECT
nikko male male CORRECT
ahmir male male CORRECT
dale male male CORRECT
rishi male male CORRECT
kalvin male male CORRECT
bilal male female WRONG
lamont male male CORRECT
perry male male CORRECT
yeshua male male CORRECT
greysen male male CORRECT
carmine male female WRONG
kurt male male CORRECT
creed male male CORRECT
torin male male CORRECT
zephaniah male female WRONG
ely male male CORRECT
kashton male male CORRECT
smith male male CORRECT
pierson male male CORRECT
wilder male male CORRECT
dashiell male male CORRECT
maddix male male CORRECT
beck male male CORRECT
korey male male CORRECT
reilly male female WRONG
kallen male male CORRECT
jan male male CORRECT
nikola male female WRONG
lian male male CORRECT
javian male male CORRECT
josef male male CORRECT
tyshawn male male CORRECT
masyn male male CORRECT
chayce male female WRONG
meir male male CORRECT
elizabeth female female CORRECT
evelyn female female CORRECT
layla female female CORRECT
aria female female CORRECT
sadie female female CORRECT
alexa female female CORRECT
stella female male WRONG
paisley female female CORRECT
madeline female female CORRECT
kimberly female female CORRECT
andrea female female CORRECT
natalia female female CORRECT
valentina female female CORRECT
mckenzie female female CORRECT
vanessa female female CORRECT
josephine female female CORRECT
kylee female female CORRECT
alaina female female CORRECT
julianna female female CORRECT
eliza female female CORRECT
arabella female female CORRECT
allie female female CORRECT
leilani female female CORRECT
lucia female female CORRECT
cassidy female female CORRECT
danielle female female CORRECT
diana female female CORRECT
vivienne female male WRONG
olive female female CORRECT
evangeline female female CORRECT
elaina female female CORRECT
alicia female female CORRECT
ruth female male WRONG
mariana female female CORRECT
briana female female CORRECT
macy female female CORRECT
scarlet female male WRONG
jayda female female CORRECT
mckinley female female CORRECT
madelynn female female CORRECT
michaela female female CORRECT
alejandra female female CORRECT
kassidy female female CORRECT
julissa female female CORRECT
kaylie female female CORRECT
madisyn female female CORRECT
danna female female CORRECT
annabel female female CORRECT
eve female male WRONG
emersyn female female CORRECT
fernanda female female CORRECT
bailee female female CORRECT
kiley female female CORRECT
harlow female male WRONG
virginia female female CORRECT
anika female female CORRECT
hattie female female CORRECT
jaelyn female male WRONG
aileen female female CORRECT
marina female female CORRECT
erika female female CORRECT
amina female female CORRECT
malaya female female CORRECT
irene female female CORRECT
ciara female female CORRECT
madyson female female CORRECT
sherlyn female female CORRECT
patricia female female CORRECT
raquel female male WRONG
ellen female male WRONG
mollie female female CORRECT
joslyn female female CORRECT
averi female female CORRECT
rayna female female CORRECT
lillianna female female CORRECT
denise female female CORRECT
kristina female female CORRECT
celine female female CORRECT
janiya female female CORRECT
lorelai female female CORRECT
amirah female female CORRECT
roselyn female female CORRECT
ayanna female female CORRECT
emmalynn female female CORRECT
kaleigh female female CORRECT
mercedes female male WRONG
katalina female female CORRECT
samiyah female female CORRECT
luz female male WRONG
anabel female female CORRECT
marjorie female male WRONG
avianna female female CORRECT
esme female male WRONG
emerie female female CORRECT
alisson female female CORRECT
ayana female female CORRECT
marleigh female female CORRECT
kaylyn female female CORRECT
karly female male WRONG
collins female male WRONG
faye female male WRONG
kaley female female CORRECT
antonia female female CORRECT
analia female female CORRECT
kendyl female male WRONG
amaris female male WRONG
aanya female female CORRECT
mylee female female CORRECT
milani female female CORRECT
clementine female female CORRECT
ashtyn female male WRONG
londynn female male WRONG
kirsten female male WRONG
damaris female male WRONG
caydence female female CORRECT
violeta female female CORRECT
sunny female male WRONG
aliah female female CORRECT
keila female female CORRECT
anjali female female CORRECT
adyson female female CORRECT
addie female male WRONG
yuliana female female CORRECT
rosalyn female female CORRECT
emme female male WRONG
belle female female CORRECT
janice female male WRONG
nalani female female CORRECT
zelda female male WRONG
kayley female female CORRECT
nailah female female CORRECT
grecia female female CORRECT
dayanna female female CORRECT
donna female male WRONG
roslyn female female CORRECT
nya female female CORRECT
evalynn female female CORRECT
scout female male WRONG
abigale female female CORRECT
cayla female female CORRECT
amyah female female CORRECT
hailie female female CORRECT
geneva female male WRONG
batsheva female male WRONG
judy female male WRONG
pepper female male WRONG
brookelynn female female CORRECT
shaniya female female CORRECT
carmella female female CORRECT
malina female female CORRECT
aliyana female female CORRECT
unique female female CORRECT
raylynn female female CORRECT
krista female female CORRECT
maliya female female CORRECT
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<pre>0.8419354838709677</pre>
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<p>I get 0.842, which is worse than all given functions + <code>softCons</code>. I guess name classification is a tricky thing past accuracies of 0.85.</p>

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