part2_notebook.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>part2_notebook</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>


<style type="text/css">
    /*!
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* Twitter Bootstrap
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 * Bootstrap v3.3.7 (http://getbootstrap.com)
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
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}
audio:not([controls]) {
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}
[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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}
h1 {
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}
mark {
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}
small {
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sub,
sup {
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  position: relative;
  vertical-align: baseline;
}
sup {
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}
sub {
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}
img {
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svg:not(:root) {
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}
figure {
  margin: 1em 40px;
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hr {
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pre {
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code,
kbd,
pre,
samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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}
button,
select {
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}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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}
button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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}
td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
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<h1 id="ENGSCI-762-Kaggle-Assignment:-Prediction-Sales-Prices">ENGSCI 762 Kaggle Assignment: Prediction Sales Prices<a class="anchor-link" href="#ENGSCI-762-Kaggle-Assignment:-Prediction-Sales-Prices">&#182;</a></h1><h1 id="Part-2">Part 2<a class="anchor-link" href="#Part-2">&#182;</a></h1><h2 id="Reed-Bell-|-rbel068-|-rbel068@aucklanduni.ac.nz">Reed Bell | rbel068 | rbel068@aucklanduni.ac.nz<a class="anchor-link" href="#Reed-Bell-|-rbel068-|-rbel068@aucklanduni.ac.nz">&#182;</a></h2><h3 id="IV-Prepare-the-data">IV Prepare the data<a class="anchor-link" href="#IV-Prepare-the-data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Imports and global settings</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> 
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="o">%</span><span class="k">reload_ext</span> autoreload

<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">max_rows</span> <span class="o">=</span> <span class="mi">40</span>
<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">max_columns</span> <span class="o">=</span> <span class="mi">82</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load test data, setting all NA values to NaN (which can be interpretted in Python)</span>
<span class="k">def</span> <span class="nf">load_dataset</span><span class="p">(</span><span class="n">csv_path</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Loads a dataset with pre-defined settings</span>
<span class="sd">    </span>
<span class="sd">    :param csv_path: A string containing the relative path to the csv file</span>
<span class="sd">    :returns: A pandas dataframe</span>
<span class="sd">    &quot;&quot;&quot;</span>
    
    <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">csv_path</span><span class="p">,</span> 
                     <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> 
                     <span class="c1">#na_values=&quot;NaN&quot;, </span>
                     <span class="c1">#keep_default_na=False,</span>
                    <span class="p">)</span>
    <span class="k">return</span> <span class="n">df</span>

<span class="n">train_df</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;data/train.csv&quot;</span><span class="p">)</span>
<span class="n">test_df</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;data/test.csv&quot;</span><span class="p">)</span>
<span class="n">train_df</span>
</pre></div>

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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>MSSubClass</th>
      <th>MSZoning</th>
      <th>LotFrontage</th>
      <th>LotArea</th>
      <th>Street</th>
      <th>Alley</th>
      <th>LotShape</th>
      <th>LandContour</th>
      <th>Utilities</th>
      <th>LotConfig</th>
      <th>LandSlope</th>
      <th>Neighborhood</th>
      <th>Condition1</th>
      <th>Condition2</th>
      <th>BldgType</th>
      <th>HouseStyle</th>
      <th>OverallQual</th>
      <th>OverallCond</th>
      <th>YearBuilt</th>
      <th>YearRemodAdd</th>
      <th>RoofStyle</th>
      <th>RoofMatl</th>
      <th>Exterior1st</th>
      <th>Exterior2nd</th>
      <th>MasVnrType</th>
      <th>MasVnrArea</th>
      <th>ExterQual</th>
      <th>ExterCond</th>
      <th>Foundation</th>
      <th>BsmtQual</th>
      <th>BsmtCond</th>
      <th>BsmtExposure</th>
      <th>BsmtFinType1</th>
      <th>BsmtFinSF1</th>
      <th>BsmtFinType2</th>
      <th>BsmtFinSF2</th>
      <th>BsmtUnfSF</th>
      <th>TotalBsmtSF</th>
      <th>Heating</th>
      <th>HeatingQC</th>
      <th>CentralAir</th>
      <th>Electrical</th>
      <th>1stFlrSF</th>
      <th>2ndFlrSF</th>
      <th>LowQualFinSF</th>
      <th>GrLivArea</th>
      <th>BsmtFullBath</th>
      <th>BsmtHalfBath</th>
      <th>FullBath</th>
      <th>HalfBath</th>
      <th>BedroomAbvGr</th>
      <th>KitchenAbvGr</th>
      <th>KitchenQual</th>
      <th>TotRmsAbvGrd</th>
      <th>Functional</th>
      <th>Fireplaces</th>
      <th>FireplaceQu</th>
      <th>GarageType</th>
      <th>GarageYrBlt</th>
      <th>GarageFinish</th>
      <th>GarageCars</th>
      <th>GarageArea</th>
      <th>GarageQual</th>
      <th>GarageCond</th>
      <th>PavedDrive</th>
      <th>WoodDeckSF</th>
      <th>OpenPorchSF</th>
      <th>EnclosedPorch</th>
      <th>3SsnPorch</th>
      <th>ScreenPorch</th>
      <th>PoolArea</th>
      <th>PoolQC</th>
      <th>Fence</th>
      <th>MiscFeature</th>
      <th>MiscVal</th>
      <th>MoSold</th>
      <th>YrSold</th>
      <th>SaleType</th>
      <th>SaleCondition</th>
      <th>SalePrice</th>
    </tr>
    <tr>
      <th>Id</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>60</td>
      <td>RL</td>
      <td>65.0</td>
      <td>8450</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>CollgCr</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>7</td>
      <td>5</td>
      <td>2003</td>
      <td>2003</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>196.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>706</td>
      <td>Unf</td>
      <td>0</td>
      <td>150</td>
      <td>856</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>856</td>
      <td>854</td>
      <td>0</td>
      <td>1710</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>8</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>2003.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>548</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>61</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>2</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>208500</td>
    </tr>
    <tr>
      <th>2</th>
      <td>20</td>
      <td>RL</td>
      <td>80.0</td>
      <td>9600</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>FR2</td>
      <td>Gtl</td>
      <td>Veenker</td>
      <td>Feedr</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>6</td>
      <td>8</td>
      <td>1976</td>
      <td>1976</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Gd</td>
      <td>ALQ</td>
      <td>978</td>
      <td>Unf</td>
      <td>0</td>
      <td>284</td>
      <td>1262</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1262</td>
      <td>0</td>
      <td>0</td>
      <td>1262</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1976.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>460</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>298</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>181500</td>
    </tr>
    <tr>
      <th>3</th>
      <td>60</td>
      <td>RL</td>
      <td>68.0</td>
      <td>11250</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>CollgCr</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>7</td>
      <td>5</td>
      <td>2001</td>
      <td>2002</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>162.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Mn</td>
      <td>GLQ</td>
      <td>486</td>
      <td>Unf</td>
      <td>0</td>
      <td>434</td>
      <td>920</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>920</td>
      <td>866</td>
      <td>0</td>
      <td>1786</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>6</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>2001.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>608</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>42</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>9</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>223500</td>
    </tr>
    <tr>
      <th>4</th>
      <td>70</td>
      <td>RL</td>
      <td>60.0</td>
      <td>9550</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Corner</td>
      <td>Gtl</td>
      <td>Crawfor</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>7</td>
      <td>5</td>
      <td>1915</td>
      <td>1970</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>Wd Sdng</td>
      <td>Wd Shng</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>BrkTil</td>
      <td>TA</td>
      <td>Gd</td>
      <td>No</td>
      <td>ALQ</td>
      <td>216</td>
      <td>Unf</td>
      <td>0</td>
      <td>540</td>
      <td>756</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>961</td>
      <td>756</td>
      <td>0</td>
      <td>1717</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>7</td>
      <td>Typ</td>
      <td>1</td>
      <td>Gd</td>
      <td>Detchd</td>
      <td>1998.0</td>
      <td>Unf</td>
      <td>3</td>
      <td>642</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>35</td>
      <td>272</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>2</td>
      <td>2006</td>
      <td>WD</td>
      <td>Abnorml</td>
      <td>140000</td>
    </tr>
    <tr>
      <th>5</th>
      <td>60</td>
      <td>RL</td>
      <td>84.0</td>
      <td>14260</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>FR2</td>
      <td>Gtl</td>
      <td>NoRidge</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>8</td>
      <td>5</td>
      <td>2000</td>
      <td>2000</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>350.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Av</td>
      <td>GLQ</td>
      <td>655</td>
      <td>Unf</td>
      <td>0</td>
      <td>490</td>
      <td>1145</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1145</td>
      <td>1053</td>
      <td>0</td>
      <td>2198</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>4</td>
      <td>1</td>
      <td>Gd</td>
      <td>9</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>2000.0</td>
      <td>RFn</td>
      <td>3</td>
      <td>836</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>192</td>
      <td>84</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>12</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>250000</td>
    </tr>
    <tr>
      <th>6</th>
      <td>50</td>
      <td>RL</td>
      <td>85.0</td>
      <td>14115</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Mitchel</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1.5Fin</td>
      <td>5</td>
      <td>5</td>
      <td>1993</td>
      <td>1995</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>Wood</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>732</td>
      <td>Unf</td>
      <td>0</td>
      <td>64</td>
      <td>796</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>796</td>
      <td>566</td>
      <td>0</td>
      <td>1362</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>1993.0</td>
      <td>Unf</td>
      <td>2</td>
      <td>480</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>40</td>
      <td>30</td>
      <td>0</td>
      <td>320</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>MnPrv</td>
      <td>Shed</td>
      <td>700</td>
      <td>10</td>
      <td>2009</td>
      <td>WD</td>
      <td>Normal</td>
      <td>143000</td>
    </tr>
    <tr>
      <th>7</th>
      <td>20</td>
      <td>RL</td>
      <td>75.0</td>
      <td>10084</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Somerst</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>8</td>
      <td>5</td>
      <td>2004</td>
      <td>2005</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>Stone</td>
      <td>186.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Ex</td>
      <td>TA</td>
      <td>Av</td>
      <td>GLQ</td>
      <td>1369</td>
      <td>Unf</td>
      <td>0</td>
      <td>317</td>
      <td>1686</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1694</td>
      <td>0</td>
      <td>0</td>
      <td>1694</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>7</td>
      <td>Typ</td>
      <td>1</td>
      <td>Gd</td>
      <td>Attchd</td>
      <td>2004.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>636</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>255</td>
      <td>57</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>8</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>307000</td>
    </tr>
    <tr>
      <th>8</th>
      <td>60</td>
      <td>RL</td>
      <td>NaN</td>
      <td>10382</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Corner</td>
      <td>Gtl</td>
      <td>NWAmes</td>
      <td>PosN</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>7</td>
      <td>6</td>
      <td>1973</td>
      <td>1973</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>Stone</td>
      <td>240.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Mn</td>
      <td>ALQ</td>
      <td>859</td>
      <td>BLQ</td>
      <td>32</td>
      <td>216</td>
      <td>1107</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1107</td>
      <td>983</td>
      <td>0</td>
      <td>2090</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>7</td>
      <td>Typ</td>
      <td>2</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1973.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>484</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>235</td>
      <td>204</td>
      <td>228</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>Shed</td>
      <td>350</td>
      <td>11</td>
      <td>2009</td>
      <td>WD</td>
      <td>Normal</td>
      <td>200000</td>
    </tr>
    <tr>
      <th>9</th>
      <td>50</td>
      <td>RM</td>
      <td>51.0</td>
      <td>6120</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>OldTown</td>
      <td>Artery</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1.5Fin</td>
      <td>7</td>
      <td>5</td>
      <td>1931</td>
      <td>1950</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>BrkFace</td>
      <td>Wd Shng</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>BrkTil</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>952</td>
      <td>952</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>Y</td>
      <td>FuseF</td>
      <td>1022</td>
      <td>752</td>
      <td>0</td>
      <td>1774</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>TA</td>
      <td>8</td>
      <td>Min1</td>
      <td>2</td>
      <td>TA</td>
      <td>Detchd</td>
      <td>1931.0</td>
      <td>Unf</td>
      <td>2</td>
      <td>468</td>
      <td>Fa</td>
      <td>TA</td>
      <td>Y</td>
      <td>90</td>
      <td>0</td>
      <td>205</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>4</td>
      <td>2008</td>
      <td>WD</td>
      <td>Abnorml</td>
      <td>129900</td>
    </tr>
    <tr>
      <th>10</th>
      <td>190</td>
      <td>RL</td>
      <td>50.0</td>
      <td>7420</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Corner</td>
      <td>Gtl</td>
      <td>BrkSide</td>
      <td>Artery</td>
      <td>Artery</td>
      <td>2fmCon</td>
      <td>1.5Unf</td>
      <td>5</td>
      <td>6</td>
      <td>1939</td>
      <td>1950</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>BrkTil</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>851</td>
      <td>Unf</td>
      <td>0</td>
      <td>140</td>
      <td>991</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1077</td>
      <td>0</td>
      <td>0</td>
      <td>1077</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>2</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1939.0</td>
      <td>RFn</td>
      <td>1</td>
      <td>205</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>1</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>118000</td>
    </tr>
    <tr>
      <th>11</th>
      <td>20</td>
      <td>RL</td>
      <td>70.0</td>
      <td>11200</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Sawyer</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>5</td>
      <td>1965</td>
      <td>1965</td>
      <td>Hip</td>
      <td>CompShg</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>Rec</td>
      <td>906</td>
      <td>Unf</td>
      <td>0</td>
      <td>134</td>
      <td>1040</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1040</td>
      <td>0</td>
      <td>0</td>
      <td>1040</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Detchd</td>
      <td>1965.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>384</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>2</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>129500</td>
    </tr>
    <tr>
      <th>12</th>
      <td>60</td>
      <td>RL</td>
      <td>85.0</td>
      <td>11924</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>NridgHt</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>9</td>
      <td>5</td>
      <td>2005</td>
      <td>2006</td>
      <td>Hip</td>
      <td>CompShg</td>
      <td>WdShing</td>
      <td>Wd Shng</td>
      <td>Stone</td>
      <td>286.0</td>
      <td>Ex</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Ex</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>998</td>
      <td>Unf</td>
      <td>0</td>
      <td>177</td>
      <td>1175</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1182</td>
      <td>1142</td>
      <td>0</td>
      <td>2324</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>Ex</td>
      <td>11</td>
      <td>Typ</td>
      <td>2</td>
      <td>Gd</td>
      <td>BuiltIn</td>
      <td>2005.0</td>
      <td>Fin</td>
      <td>3</td>
      <td>736</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>147</td>
      <td>21</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>7</td>
      <td>2006</td>
      <td>New</td>
      <td>Partial</td>
      <td>345000</td>
    </tr>
    <tr>
      <th>13</th>
      <td>20</td>
      <td>RL</td>
      <td>NaN</td>
      <td>12968</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR2</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Sawyer</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>6</td>
      <td>1962</td>
      <td>1962</td>
      <td>Hip</td>
      <td>CompShg</td>
      <td>HdBoard</td>
      <td>Plywood</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>ALQ</td>
      <td>737</td>
      <td>Unf</td>
      <td>0</td>
      <td>175</td>
      <td>912</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>912</td>
      <td>0</td>
      <td>0</td>
      <td>912</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>TA</td>
      <td>4</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Detchd</td>
      <td>1962.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>352</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>140</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>176</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>9</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>144000</td>
    </tr>
    <tr>
      <th>14</th>
      <td>20</td>
      <td>RL</td>
      <td>91.0</td>
      <td>10652</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>CollgCr</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>7</td>
      <td>5</td>
      <td>2006</td>
      <td>2007</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>Stone</td>
      <td>306.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Av</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>1494</td>
      <td>1494</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1494</td>
      <td>0</td>
      <td>0</td>
      <td>1494</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>7</td>
      <td>Typ</td>
      <td>1</td>
      <td>Gd</td>
      <td>Attchd</td>
      <td>2006.0</td>
      <td>RFn</td>
      <td>3</td>
      <td>840</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>160</td>
      <td>33</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>8</td>
      <td>2007</td>
      <td>New</td>
      <td>Partial</td>
      <td>279500</td>
    </tr>
    <tr>
      <th>15</th>
      <td>20</td>
      <td>RL</td>
      <td>NaN</td>
      <td>10920</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Corner</td>
      <td>Gtl</td>
      <td>NAmes</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>6</td>
      <td>5</td>
      <td>1960</td>
      <td>1960</td>
      <td>Hip</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>BrkFace</td>
      <td>212.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>BLQ</td>
      <td>733</td>
      <td>Unf</td>
      <td>0</td>
      <td>520</td>
      <td>1253</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1253</td>
      <td>0</td>
      <td>0</td>
      <td>1253</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>1</td>
      <td>Fa</td>
      <td>Attchd</td>
      <td>1960.0</td>
      <td>RFn</td>
      <td>1</td>
      <td>352</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>213</td>
      <td>176</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>GdWo</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>157000</td>
    </tr>
    <tr>
      <th>16</th>
      <td>45</td>
      <td>RM</td>
      <td>51.0</td>
      <td>6120</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Corner</td>
      <td>Gtl</td>
      <td>BrkSide</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1.5Unf</td>
      <td>7</td>
      <td>8</td>
      <td>1929</td>
      <td>2001</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>Wd Sdng</td>
      <td>Wd Sdng</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>BrkTil</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>832</td>
      <td>832</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>FuseA</td>
      <td>854</td>
      <td>0</td>
      <td>0</td>
      <td>854</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Detchd</td>
      <td>1991.0</td>
      <td>Unf</td>
      <td>2</td>
      <td>576</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>48</td>
      <td>112</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>GdPrv</td>
      <td>NaN</td>
      <td>0</td>
      <td>7</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>132000</td>
    </tr>
    <tr>
      <th>17</th>
      <td>20</td>
      <td>RL</td>
      <td>NaN</td>
      <td>11241</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>CulDSac</td>
      <td>Gtl</td>
      <td>NAmes</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>6</td>
      <td>7</td>
      <td>1970</td>
      <td>1970</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>Wd Sdng</td>
      <td>Wd Sdng</td>
      <td>BrkFace</td>
      <td>180.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>ALQ</td>
      <td>578</td>
      <td>Unf</td>
      <td>0</td>
      <td>426</td>
      <td>1004</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1004</td>
      <td>0</td>
      <td>0</td>
      <td>1004</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1970.0</td>
      <td>Fin</td>
      <td>2</td>
      <td>480</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>Shed</td>
      <td>700</td>
      <td>3</td>
      <td>2010</td>
      <td>WD</td>
      <td>Normal</td>
      <td>149000</td>
    </tr>
    <tr>
      <th>18</th>
      <td>90</td>
      <td>RL</td>
      <td>72.0</td>
      <td>10791</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Sawyer</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>Duplex</td>
      <td>1Story</td>
      <td>4</td>
      <td>5</td>
      <td>1967</td>
      <td>1967</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>Slab</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1296</td>
      <td>0</td>
      <td>0</td>
      <td>1296</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>TA</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>CarPort</td>
      <td>1967.0</td>
      <td>Unf</td>
      <td>2</td>
      <td>516</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>Shed</td>
      <td>500</td>
      <td>10</td>
      <td>2006</td>
      <td>WD</td>
      <td>Normal</td>
      <td>90000</td>
    </tr>
    <tr>
      <th>19</th>
      <td>20</td>
      <td>RL</td>
      <td>66.0</td>
      <td>13695</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>SawyerW</td>
      <td>RRAe</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>5</td>
      <td>2004</td>
      <td>2004</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>PConc</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>646</td>
      <td>Unf</td>
      <td>0</td>
      <td>468</td>
      <td>1114</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1114</td>
      <td>0</td>
      <td>0</td>
      <td>1114</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Detchd</td>
      <td>2004.0</td>
      <td>Unf</td>
      <td>2</td>
      <td>576</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>102</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>6</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>159000</td>
    </tr>
    <tr>
      <th>20</th>
      <td>20</td>
      <td>RL</td>
      <td>70.0</td>
      <td>7560</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>NAmes</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>6</td>
      <td>1958</td>
      <td>1965</td>
      <td>Hip</td>
      <td>CompShg</td>
      <td>BrkFace</td>
      <td>Plywood</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>LwQ</td>
      <td>504</td>
      <td>Unf</td>
      <td>0</td>
      <td>525</td>
      <td>1029</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1339</td>
      <td>0</td>
      <td>0</td>
      <td>1339</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Min1</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>1958.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>294</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>MnPrv</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2009</td>
      <td>COD</td>
      <td>Abnorml</td>
      <td>139000</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>1441</th>
      <td>70</td>
      <td>RL</td>
      <td>79.0</td>
      <td>11526</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Bnk</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Mod</td>
      <td>Crawfor</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2.5Fin</td>
      <td>6</td>
      <td>7</td>
      <td>1922</td>
      <td>1994</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>BrkTil</td>
      <td>Ex</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>588</td>
      <td>588</td>
      <td>GasA</td>
      <td>Fa</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1423</td>
      <td>748</td>
      <td>384</td>
      <td>2555</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>11</td>
      <td>Min1</td>
      <td>1</td>
      <td>Gd</td>
      <td>Detchd</td>
      <td>1993.0</td>
      <td>Fin</td>
      <td>2</td>
      <td>672</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>431</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>9</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>191000</td>
    </tr>
    <tr>
      <th>1442</th>
      <td>120</td>
      <td>RM</td>
      <td>NaN</td>
      <td>4426</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>CollgCr</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>TwnhsE</td>
      <td>1Story</td>
      <td>6</td>
      <td>5</td>
      <td>2004</td>
      <td>2004</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>147.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Av</td>
      <td>GLQ</td>
      <td>697</td>
      <td>Unf</td>
      <td>0</td>
      <td>151</td>
      <td>848</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>848</td>
      <td>0</td>
      <td>0</td>
      <td>848</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>Gd</td>
      <td>3</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>2004.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>420</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>149</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>149300</td>
    </tr>
    <tr>
      <th>1443</th>
      <td>60</td>
      <td>FV</td>
      <td>85.0</td>
      <td>11003</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Somerst</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>10</td>
      <td>5</td>
      <td>2008</td>
      <td>2008</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>Stone</td>
      <td>160.0</td>
      <td>Ex</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Ex</td>
      <td>TA</td>
      <td>Av</td>
      <td>GLQ</td>
      <td>765</td>
      <td>Unf</td>
      <td>0</td>
      <td>252</td>
      <td>1017</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1026</td>
      <td>981</td>
      <td>0</td>
      <td>2007</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>Ex</td>
      <td>10</td>
      <td>Typ</td>
      <td>1</td>
      <td>Ex</td>
      <td>Attchd</td>
      <td>2008.0</td>
      <td>Fin</td>
      <td>3</td>
      <td>812</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>168</td>
      <td>52</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>4</td>
      <td>2009</td>
      <td>WD</td>
      <td>Normal</td>
      <td>310000</td>
    </tr>
    <tr>
      <th>1444</th>
      <td>30</td>
      <td>RL</td>
      <td>NaN</td>
      <td>8854</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>BrkSide</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1.5Unf</td>
      <td>6</td>
      <td>6</td>
      <td>1916</td>
      <td>1950</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>Wd Sdng</td>
      <td>Wd Sdng</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>BrkTil</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>952</td>
      <td>952</td>
      <td>Grav</td>
      <td>Fa</td>
      <td>N</td>
      <td>FuseF</td>
      <td>952</td>
      <td>0</td>
      <td>0</td>
      <td>952</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>Fa</td>
      <td>4</td>
      <td>Typ</td>
      <td>1</td>
      <td>Gd</td>
      <td>Detchd</td>
      <td>1916.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>192</td>
      <td>Fa</td>
      <td>Po</td>
      <td>P</td>
      <td>0</td>
      <td>98</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2009</td>
      <td>WD</td>
      <td>Normal</td>
      <td>121000</td>
    </tr>
    <tr>
      <th>1445</th>
      <td>20</td>
      <td>RL</td>
      <td>63.0</td>
      <td>8500</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>FR2</td>
      <td>Gtl</td>
      <td>CollgCr</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>7</td>
      <td>5</td>
      <td>2004</td>
      <td>2004</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>106.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Av</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>1422</td>
      <td>1422</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1422</td>
      <td>0</td>
      <td>0</td>
      <td>1422</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>7</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>2004.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>626</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>192</td>
      <td>60</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>11</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>179600</td>
    </tr>
    <tr>
      <th>1446</th>
      <td>85</td>
      <td>RL</td>
      <td>70.0</td>
      <td>8400</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Sawyer</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>SFoyer</td>
      <td>6</td>
      <td>5</td>
      <td>1966</td>
      <td>1966</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>Gd</td>
      <td>LwQ</td>
      <td>187</td>
      <td>Rec</td>
      <td>627</td>
      <td>0</td>
      <td>814</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>913</td>
      <td>0</td>
      <td>0</td>
      <td>913</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Detchd</td>
      <td>1990.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>240</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>0</td>
      <td>252</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>129000</td>
    </tr>
    <tr>
      <th>1447</th>
      <td>20</td>
      <td>RL</td>
      <td>NaN</td>
      <td>26142</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>CulDSac</td>
      <td>Gtl</td>
      <td>Mitchel</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>7</td>
      <td>1962</td>
      <td>1962</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>BrkFace</td>
      <td>189.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>Rec</td>
      <td>593</td>
      <td>Unf</td>
      <td>0</td>
      <td>595</td>
      <td>1188</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1188</td>
      <td>0</td>
      <td>0</td>
      <td>1188</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>1962.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>312</td>
      <td>TA</td>
      <td>TA</td>
      <td>P</td>
      <td>261</td>
      <td>39</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>4</td>
      <td>2010</td>
      <td>WD</td>
      <td>Normal</td>
      <td>157900</td>
    </tr>
    <tr>
      <th>1448</th>
      <td>60</td>
      <td>RL</td>
      <td>80.0</td>
      <td>10000</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>CollgCr</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>8</td>
      <td>5</td>
      <td>1995</td>
      <td>1996</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>438.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>1079</td>
      <td>Unf</td>
      <td>0</td>
      <td>141</td>
      <td>1220</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1220</td>
      <td>870</td>
      <td>0</td>
      <td>2090</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>Gd</td>
      <td>8</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1995.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>556</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>65</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>12</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>240000</td>
    </tr>
    <tr>
      <th>1449</th>
      <td>50</td>
      <td>RL</td>
      <td>70.0</td>
      <td>11767</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Edwards</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>4</td>
      <td>7</td>
      <td>1910</td>
      <td>2000</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>HdBoard</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>Fa</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>560</td>
      <td>560</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>N</td>
      <td>SBrkr</td>
      <td>796</td>
      <td>550</td>
      <td>0</td>
      <td>1346</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Min2</td>
      <td>0</td>
      <td>NaN</td>
      <td>Detchd</td>
      <td>1950.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>384</td>
      <td>Fa</td>
      <td>TA</td>
      <td>Y</td>
      <td>168</td>
      <td>24</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>GdWo</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>112000</td>
    </tr>
    <tr>
      <th>1450</th>
      <td>180</td>
      <td>RM</td>
      <td>21.0</td>
      <td>1533</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>MeadowV</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>Twnhs</td>
      <td>SFoyer</td>
      <td>5</td>
      <td>7</td>
      <td>1970</td>
      <td>1970</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Av</td>
      <td>GLQ</td>
      <td>553</td>
      <td>Unf</td>
      <td>0</td>
      <td>77</td>
      <td>630</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>630</td>
      <td>0</td>
      <td>0</td>
      <td>630</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>Ex</td>
      <td>3</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>Y</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>8</td>
      <td>2006</td>
      <td>WD</td>
      <td>Abnorml</td>
      <td>92000</td>
    </tr>
    <tr>
      <th>1451</th>
      <td>90</td>
      <td>RL</td>
      <td>60.0</td>
      <td>9000</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>FR2</td>
      <td>Gtl</td>
      <td>NAmes</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>Duplex</td>
      <td>2Story</td>
      <td>5</td>
      <td>5</td>
      <td>1974</td>
      <td>1974</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>896</td>
      <td>896</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>896</td>
      <td>896</td>
      <td>0</td>
      <td>1792</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>4</td>
      <td>2</td>
      <td>TA</td>
      <td>8</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>Y</td>
      <td>32</td>
      <td>45</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>9</td>
      <td>2009</td>
      <td>WD</td>
      <td>Normal</td>
      <td>136000</td>
    </tr>
    <tr>
      <th>1452</th>
      <td>20</td>
      <td>RL</td>
      <td>78.0</td>
      <td>9262</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Somerst</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>8</td>
      <td>5</td>
      <td>2008</td>
      <td>2009</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>Stone</td>
      <td>194.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>1573</td>
      <td>1573</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1578</td>
      <td>0</td>
      <td>0</td>
      <td>1578</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>Ex</td>
      <td>7</td>
      <td>Typ</td>
      <td>1</td>
      <td>Gd</td>
      <td>Attchd</td>
      <td>2008.0</td>
      <td>Fin</td>
      <td>3</td>
      <td>840</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>36</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2009</td>
      <td>New</td>
      <td>Partial</td>
      <td>287090</td>
    </tr>
    <tr>
      <th>1453</th>
      <td>180</td>
      <td>RM</td>
      <td>35.0</td>
      <td>3675</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Edwards</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>TwnhsE</td>
      <td>SLvl</td>
      <td>5</td>
      <td>5</td>
      <td>2005</td>
      <td>2005</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>BrkFace</td>
      <td>80.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>Gd</td>
      <td>GLQ</td>
      <td>547</td>
      <td>Unf</td>
      <td>0</td>
      <td>0</td>
      <td>547</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1072</td>
      <td>0</td>
      <td>0</td>
      <td>1072</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>TA</td>
      <td>5</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Basment</td>
      <td>2005.0</td>
      <td>Fin</td>
      <td>2</td>
      <td>525</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2006</td>
      <td>WD</td>
      <td>Normal</td>
      <td>145000</td>
    </tr>
    <tr>
      <th>1454</th>
      <td>20</td>
      <td>RL</td>
      <td>90.0</td>
      <td>17217</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Mitchel</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>5</td>
      <td>2006</td>
      <td>2006</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>1140</td>
      <td>1140</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1140</td>
      <td>0</td>
      <td>0</td>
      <td>1140</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>Y</td>
      <td>36</td>
      <td>56</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>7</td>
      <td>2006</td>
      <td>WD</td>
      <td>Abnorml</td>
      <td>84500</td>
    </tr>
    <tr>
      <th>1455</th>
      <td>20</td>
      <td>FV</td>
      <td>62.0</td>
      <td>7500</td>
      <td>Pave</td>
      <td>Pave</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Somerst</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>7</td>
      <td>5</td>
      <td>2004</td>
      <td>2005</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>GLQ</td>
      <td>410</td>
      <td>Unf</td>
      <td>0</td>
      <td>811</td>
      <td>1221</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1221</td>
      <td>0</td>
      <td>0</td>
      <td>1221</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>Gd</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>2004.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>400</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>113</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>10</td>
      <td>2009</td>
      <td>WD</td>
      <td>Normal</td>
      <td>185000</td>
    </tr>
    <tr>
      <th>1456</th>
      <td>60</td>
      <td>RL</td>
      <td>62.0</td>
      <td>7917</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Gilbert</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>6</td>
      <td>5</td>
      <td>1999</td>
      <td>2000</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>PConc</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>Unf</td>
      <td>0</td>
      <td>Unf</td>
      <td>0</td>
      <td>953</td>
      <td>953</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>953</td>
      <td>694</td>
      <td>0</td>
      <td>1647</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>7</td>
      <td>Typ</td>
      <td>1</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1999.0</td>
      <td>RFn</td>
      <td>2</td>
      <td>460</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>8</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>175000</td>
    </tr>
    <tr>
      <th>1457</th>
      <td>20</td>
      <td>RL</td>
      <td>85.0</td>
      <td>13175</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>NWAmes</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>6</td>
      <td>6</td>
      <td>1978</td>
      <td>1988</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>Plywood</td>
      <td>Plywood</td>
      <td>Stone</td>
      <td>119.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>Gd</td>
      <td>TA</td>
      <td>No</td>
      <td>ALQ</td>
      <td>790</td>
      <td>Rec</td>
      <td>163</td>
      <td>589</td>
      <td>1542</td>
      <td>GasA</td>
      <td>TA</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>2073</td>
      <td>0</td>
      <td>0</td>
      <td>2073</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>7</td>
      <td>Min1</td>
      <td>2</td>
      <td>TA</td>
      <td>Attchd</td>
      <td>1978.0</td>
      <td>Unf</td>
      <td>2</td>
      <td>500</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>349</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>MnPrv</td>
      <td>NaN</td>
      <td>0</td>
      <td>2</td>
      <td>2010</td>
      <td>WD</td>
      <td>Normal</td>
      <td>210000</td>
    </tr>
    <tr>
      <th>1458</th>
      <td>70</td>
      <td>RL</td>
      <td>66.0</td>
      <td>9042</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Crawfor</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>2Story</td>
      <td>7</td>
      <td>9</td>
      <td>1941</td>
      <td>2006</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>None</td>
      <td>0.0</td>
      <td>Ex</td>
      <td>Gd</td>
      <td>Stone</td>
      <td>TA</td>
      <td>Gd</td>
      <td>No</td>
      <td>GLQ</td>
      <td>275</td>
      <td>Unf</td>
      <td>0</td>
      <td>877</td>
      <td>1152</td>
      <td>GasA</td>
      <td>Ex</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1188</td>
      <td>1152</td>
      <td>0</td>
      <td>2340</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>Gd</td>
      <td>9</td>
      <td>Typ</td>
      <td>2</td>
      <td>Gd</td>
      <td>Attchd</td>
      <td>1941.0</td>
      <td>RFn</td>
      <td>1</td>
      <td>252</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>0</td>
      <td>60</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>GdPrv</td>
      <td>Shed</td>
      <td>2500</td>
      <td>5</td>
      <td>2010</td>
      <td>WD</td>
      <td>Normal</td>
      <td>266500</td>
    </tr>
    <tr>
      <th>1459</th>
      <td>20</td>
      <td>RL</td>
      <td>68.0</td>
      <td>9717</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>NAmes</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>6</td>
      <td>1950</td>
      <td>1996</td>
      <td>Hip</td>
      <td>CompShg</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>None</td>
      <td>0.0</td>
      <td>TA</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>Mn</td>
      <td>GLQ</td>
      <td>49</td>
      <td>Rec</td>
      <td>1029</td>
      <td>0</td>
      <td>1078</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>Y</td>
      <td>FuseA</td>
      <td>1078</td>
      <td>0</td>
      <td>0</td>
      <td>1078</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>Gd</td>
      <td>5</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>1950.0</td>
      <td>Unf</td>
      <td>1</td>
      <td>240</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>366</td>
      <td>0</td>
      <td>112</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>4</td>
      <td>2010</td>
      <td>WD</td>
      <td>Normal</td>
      <td>142125</td>
    </tr>
    <tr>
      <th>1460</th>
      <td>20</td>
      <td>RL</td>
      <td>75.0</td>
      <td>9937</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>Inside</td>
      <td>Gtl</td>
      <td>Edwards</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>1Fam</td>
      <td>1Story</td>
      <td>5</td>
      <td>6</td>
      <td>1965</td>
      <td>1965</td>
      <td>Gable</td>
      <td>CompShg</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>None</td>
      <td>0.0</td>
      <td>Gd</td>
      <td>TA</td>
      <td>CBlock</td>
      <td>TA</td>
      <td>TA</td>
      <td>No</td>
      <td>BLQ</td>
      <td>830</td>
      <td>LwQ</td>
      <td>290</td>
      <td>136</td>
      <td>1256</td>
      <td>GasA</td>
      <td>Gd</td>
      <td>Y</td>
      <td>SBrkr</td>
      <td>1256</td>
      <td>0</td>
      <td>0</td>
      <td>1256</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>TA</td>
      <td>6</td>
      <td>Typ</td>
      <td>0</td>
      <td>NaN</td>
      <td>Attchd</td>
      <td>1965.0</td>
      <td>Fin</td>
      <td>1</td>
      <td>276</td>
      <td>TA</td>
      <td>TA</td>
      <td>Y</td>
      <td>736</td>
      <td>68</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>6</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>147500</td>
    </tr>
  </tbody>
</table>
<p>1460 rows × 80 columns</p>
</div>
</div>

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<h4 id="Cleaning-and-filling-missing-data">Cleaning and filling missing data<a class="anchor-link" href="#Cleaning-and-filling-missing-data">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Original white paper of the Ames dataset recommends removing observations above 4000ft^2 in GrLivArea which contains</span>
<span class="c1"># abnormal properties (see the scatterplot in part1_notebook)</span>
<span class="k">def</span> <span class="nf">remove_outliers</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Removes Ames dataset outliers</span>
<span class="sd">    </span>
<span class="sd">    :param df: Pandas dataframe containing GrLivArea column</span>
<span class="sd">    :returns: Pandas dataframe with ouliers removed</span>
<span class="sd">    &quot;&quot;&quot;</span> 
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">GrLivArea</span> <span class="o">&lt;</span> <span class="mi">4000</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">df</span>

<span class="n">train_df</span> <span class="o">=</span> <span class="n">remove_outliers</span><span class="p">(</span><span class="n">train_df</span><span class="p">)</span>
<span class="c1">#test_df = remove_outliers(train_df)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Filling in missing data... Here we go</span>
<span class="c1"># There is alot of missing data</span>
<span class="k">def</span> <span class="nf">generate_missing_ratio_table</span><span class="p">(</span><span class="n">train_df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Generates a table for missing data</span>
<span class="sd">    </span>
<span class="sd">    :param train_df: The dataframe to find missing data by column</span>
<span class="sd">    :returns: None</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">train_na</span> <span class="o">=</span> <span class="p">(</span><span class="n">train_df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_df</span><span class="p">))</span> <span class="o">*</span> <span class="mi">100</span>
    <span class="n">train_na</span> <span class="o">=</span> <span class="n">train_na</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">train_na</span><span class="p">[</span><span class="n">train_na</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">)</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
    <span class="n">train_na_ratio</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;Missing Data Percentage&#39;</span> <span class="p">:</span><span class="n">train_na</span><span class="p">})</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">train_na_ratio</span><span class="p">)</span>
    <span class="k">return</span> <span class="kc">None</span>

<span class="k">def</span> <span class="nf">fill_and_impute_missing</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Replaces/Imputes missing data for all variables in the dataset sequentially</span>
<span class="sd">    </span>
<span class="sd">    :param df: Pandas dataframe containing Ames Dataset</span>
<span class="sd">    :returns: Pandas dataframe with missing values imputed/filled in. </span>
<span class="sd">    &quot;&quot;&quot;</span>
    
    <span class="c1"># PoolQC missing data implies no pool</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;PoolQC&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;PoolQC&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    
    <span class="c1"># MiscFeature missin data impies no miscellaneous features</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;MiscFeature&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;MiscFeature&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    
    <span class="c1"># Alley missing data implies no access to alley</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Alley&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Alley&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    
    <span class="c1"># Missing Fence data implies no fence</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Fence&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Fence&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    
    <span class="c1"># Missing FirePlaceQu implies that the property has no fireplace</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;FireplaceQu&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;FireplaceQu&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    
    <span class="c1"># LotFrontage is a numerical variable. Here we can impute missing data</span>
    <span class="c1"># by assigning the median as most properties will have a similar </span>
    <span class="c1"># street length in their neighborhood (filling with zero here doesnt</span>
    <span class="c1"># make sense as most properties are connected by streets)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;LotFrontage&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;Neighborhood&quot;</span><span class="p">)[</span><span class="s2">&quot;LotFrontage&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span>
        <span class="k">lambda</span> <span class="n">n</span><span class="p">:</span> <span class="n">n</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">n</span><span class="o">.</span><span class="n">median</span><span class="p">())</span>
    <span class="p">)</span>
    
    <span class="c1"># the garage variables share identical missing data percentage which implies</span>
    <span class="c1"># That missing data means no garage. Numerical variables here are set to 0. </span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageCond&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageCond&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageQual&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageQual&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageFinish&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageFinish&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageType&quot;</span><span class="p">]</span> <span class="o">=</span>  <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageType&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageYrBlt&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageYrBlt&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageArea&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageArea&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageCars&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;GarageCars&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    
    <span class="c1"># Missing data for Basement (Bsmt) associated variables imply no basement</span>
    <span class="c1"># This does also mean setting numerical variables to zero as well</span>
    
    <span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="p">(</span><span class="s1">&#39;BsmtQual&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtCond&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtExposure&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtFinType1&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtFinType2&#39;</span><span class="p">):</span>
        <span class="n">df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;None&#39;</span><span class="p">)</span>
    
    <span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="p">(</span><span class="s1">&#39;BsmtFinSF1&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtFinSF2&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtUnfSF&#39;</span><span class="p">,</span><span class="s1">&#39;TotalBsmtSF&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtFullBath&#39;</span><span class="p">,</span> <span class="s1">&#39;BsmtHalfBath&#39;</span><span class="p">):</span>
        <span class="n">df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
        
    <span class="c1"># Masonry Vaneer (MsVnr) missing data implies lack thereof (both in type and area)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;MasVnrType&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;MasVnrType&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;None&quot;</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;MasVnrArea&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;MasVnrArea&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    
    <span class="c1"># Electrical is missing only one data point. Since most properties have the same electrical system</span>
    <span class="c1"># we will assume this property has the most popular one (&quot;SBrkr&quot;)</span>
    <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Electrical&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;Electrical&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;SBrkr&quot;</span><span class="p">)</span> 
    
    <span class="c1"># Same with Functional and Kitchen (as recommended by the white paper)</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Functional&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Functional&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;Typ&#39;</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;KitchenQual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;KitchenQual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s2">&quot;TA&quot;</span><span class="p">)</span>

    <span class="c1"># For possible missing Exterior data, we take the most popular</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Exterior1st&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Exterior1st&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Exterior1st&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Exterior2nd&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Exterior2nd&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Exterior2nd&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>

    <span class="c1"># Sale type is also pretty much the same</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;SaleType&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;SaleType&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;SaleType&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
    
    <span class="k">return</span> <span class="n">df</span>

<span class="c1"># Here we combine all data (test and train) just in case there is missing data in the test dataset</span>
<span class="c1"># that could go unaccounted for (e.g. Mising data in a variable for test but not in train).</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">train_df</span><span class="o">.</span><span class="n">SalePrice</span><span class="o">.</span><span class="n">values</span>
<span class="n">all_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">train_df</span><span class="p">,</span> <span class="n">test_df</span><span class="p">))</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">all_df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;SalePrice&quot;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>


<span class="n">generate_missing_ratio_table</span><span class="p">(</span><span class="n">all_df</span><span class="p">)</span>
<span class="n">all_df</span> <span class="o">=</span> <span class="n">fill_and_impute_missing</span><span class="p">(</span><span class="n">all_df</span><span class="p">)</span>
<span class="n">generate_missing_ratio_table</span><span class="p">(</span><span class="n">all_df</span><span class="p">)</span>
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<pre>              Missing Data Percentage
SaleType                     0.034305
KitchenQual                  0.034305
BsmtFinSF1                   0.034305
BsmtFinSF2                   0.034305
GarageCars                   0.034305
GarageArea                   0.034305
TotalBsmtSF                  0.034305
Exterior2nd                  0.034305
Exterior1st                  0.034305
BsmtUnfSF                    0.034305
Electrical                   0.034305
Functional                   0.068611
Utilities                    0.068611
BsmtHalfBath                 0.068611
BsmtFullBath                 0.068611
MSZoning                     0.137221
MasVnrArea                   0.789022
MasVnrType                   0.823328
BsmtFinType1                 2.710120
BsmtFinType2                 2.744425
BsmtQual                     2.778731
BsmtCond                     2.813036
BsmtExposure                 2.813036
GarageType                   5.385935
GarageYrBlt                  5.454545
GarageFinish                 5.454545
GarageCond                   5.454545
GarageQual                   5.454545
LotFrontage                 16.672384
FireplaceQu                 48.713551
Fence                       80.445969
Alley                       93.207547
MiscFeature                 96.397942
PoolQC                      99.725557
           Missing Data Percentage
Utilities                 0.068611
MSZoning                  0.137221
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<pre>/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/ipykernel_launcher.py:89: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version
of pandas will change to not sort by default.

To accept the future behavior, pass &#39;sort=False&#39;.

To retain the current behavior and silence the warning, pass &#39;sort=True&#39;.

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<h4 id="Identifying-suitable-transformations">Identifying suitable transformations<a class="anchor-link" href="#Identifying-suitable-transformations">&#182;</a></h4><p>It is quite apparent that the SalePrice variable on its own is not suitable for most regression tasks</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Visualize distribution of SalePrice</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fd9491bab70&gt;</pre>
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<p>As we can see, The sale price exhibits positive skewing. Thus the higher frequency of more expensive housing will result in higher than expected prediction for some regressions. Hence, we transform the sales price using a log transform</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fd9491babe0&gt;</pre>
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<p>Much better. Tails of the distribution are much more even.</p>
<p>We also want to apply numerical scales to numerical variables</p>

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<h4 id="Converting-Variables">Converting Variables<a class="anchor-link" href="#Converting-Variables">&#182;</a></h4><p>The following variables are more catagorical than numerical:</p>
<ul>
<li>YrSold  </li>
<li>MoSold</li>
<li>OverallCond</li>
<li>MSSubClass</li>
</ul>
<p>In <code>YrSold</code> and <code>MoSold</code>, we observe that the both values are in a discrete range (data collected is between 2008 and 2010 and the moth can only be a selection of one of the 12 months).</p>
<p>While <code>OverallCond</code> and <code>MSSubClass</code> could be left alone, it is obvious from the data set that the value assigned here are also discrete.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">turn_numvar_into_catvar</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">nvars</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="n">nvars</span><span class="p">:</span>
        <span class="n">df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">df</span>

<span class="n">convert</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;YrSold&quot;</span><span class="p">,</span> <span class="s2">&quot;MoSold&quot;</span><span class="p">,</span> <span class="s2">&quot;OverallCond&quot;</span><span class="p">,</span> <span class="s2">&quot;MSSubClass&quot;</span><span class="p">]</span>
<span class="n">all_df</span> <span class="o">=</span> <span class="n">turn_numvar_into_catvar</span><span class="p">(</span><span class="n">all_df</span><span class="p">,</span> <span class="n">convert</span><span class="p">)</span>
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<h4 id="Label-encoder">Label encoder<a class="anchor-link" href="#Label-encoder">&#182;</a></h4><p>Here we apply Label encoders to the catagorical variables.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">LabelEncoder</span>

<span class="k">def</span> <span class="nf">label_encoder</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">cvars</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Applies generic label encoder to categorical variables</span>
<span class="sd">    </span>
<span class="sd">    :param df: Dataframe</span>
<span class="sd">    :param cvars: List of catagorical variables to transform</span>
<span class="sd">    :returns: dataframe with transformed catagorical variables</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">cvars</span><span class="p">:</span>
        <span class="n">enc</span> <span class="o">=</span> <span class="n">LabelEncoder</span><span class="p">()</span> 
        <span class="n">enc</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">))</span> 
        <span class="n">df</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="o">=</span> <span class="n">enc</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">))</span>

    <span class="k">return</span> <span class="n">df</span>
    
    
<span class="n">cat_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;FireplaceQu&quot;</span><span class="p">,</span> 
            <span class="s2">&quot;BsmtQual&quot;</span><span class="p">,</span>
            <span class="s2">&quot;BsmtCond&quot;</span><span class="p">,</span> 
            <span class="s2">&quot;GarageQual&quot;</span><span class="p">,</span>
            <span class="s2">&quot;GarageCond&quot;</span><span class="p">,</span><span class="s2">&quot;ExterQual&quot;</span><span class="p">,</span>
            <span class="s2">&quot;ExterCond&quot;</span><span class="p">,</span>
            <span class="s2">&quot;HeatingQC&quot;</span><span class="p">,</span>
            <span class="s2">&quot;PoolQC&quot;</span><span class="p">,</span>
            <span class="s2">&quot;KitchenQual&quot;</span><span class="p">,</span>
            <span class="s2">&quot;BsmtFinType1&quot;</span><span class="p">,</span>
            <span class="s2">&quot;BsmtFinType2&quot;</span><span class="p">,</span>
            <span class="s2">&quot;Functional&quot;</span><span class="p">,</span>
            <span class="s2">&quot;Fence&quot;</span><span class="p">,</span>
            <span class="s2">&quot;BsmtExposure&quot;</span><span class="p">,</span>
            <span class="s2">&quot;GarageFinish&quot;</span><span class="p">,</span> 
            <span class="s2">&quot;LandSlope&quot;</span><span class="p">,</span>
            <span class="s2">&quot;LotShape&quot;</span><span class="p">,</span>
            <span class="s2">&quot;PavedDrive&quot;</span><span class="p">,</span>
            <span class="s2">&quot;Street&quot;</span><span class="p">,</span>
            <span class="s2">&quot;Alley&quot;</span><span class="p">,</span>
            <span class="s2">&quot;CentralAir&quot;</span><span class="p">,</span>
            <span class="s2">&quot;YrSold&quot;</span><span class="p">,</span>
            <span class="s2">&quot;MoSold&quot;</span><span class="p">,</span>
            <span class="s2">&quot;MSSubClass&quot;</span><span class="p">,</span>
            <span class="s2">&quot;MSZoning&quot;</span><span class="p">,</span>
            <span class="s2">&quot;OverallCond&quot;</span><span class="p">,</span>
           <span class="p">]</span>
<span class="n">all_df</span> <span class="o">=</span> <span class="n">label_encoder</span><span class="p">(</span><span class="n">all_df</span><span class="p">,</span> <span class="n">cat_vars</span><span class="p">)</span>
<span class="n">all_df</span>
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    <div class="prompt output_prompt">Out[566]:</div>


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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>1stFlrSF</th>
      <th>2ndFlrSF</th>
      <th>3SsnPorch</th>
      <th>Alley</th>
      <th>BedroomAbvGr</th>
      <th>BldgType</th>
      <th>BsmtCond</th>
      <th>BsmtExposure</th>
      <th>BsmtFinSF1</th>
      <th>BsmtFinSF2</th>
      <th>BsmtFinType1</th>
      <th>BsmtFinType2</th>
      <th>BsmtFullBath</th>
      <th>BsmtHalfBath</th>
      <th>BsmtQual</th>
      <th>BsmtUnfSF</th>
      <th>CentralAir</th>
      <th>Condition1</th>
      <th>Condition2</th>
      <th>Electrical</th>
      <th>EnclosedPorch</th>
      <th>ExterCond</th>
      <th>ExterQual</th>
      <th>Exterior1st</th>
      <th>Exterior2nd</th>
      <th>Fence</th>
      <th>FireplaceQu</th>
      <th>Fireplaces</th>
      <th>Foundation</th>
      <th>FullBath</th>
      <th>Functional</th>
      <th>GarageArea</th>
      <th>GarageCars</th>
      <th>GarageCond</th>
      <th>GarageFinish</th>
      <th>GarageQual</th>
      <th>GarageType</th>
      <th>GarageYrBlt</th>
      <th>GrLivArea</th>
      <th>HalfBath</th>
      <th>Heating</th>
      <th>HeatingQC</th>
      <th>HouseStyle</th>
      <th>KitchenAbvGr</th>
      <th>KitchenQual</th>
      <th>LandContour</th>
      <th>LandSlope</th>
      <th>LotArea</th>
      <th>LotConfig</th>
      <th>LotFrontage</th>
      <th>LotShape</th>
      <th>LowQualFinSF</th>
      <th>MSSubClass</th>
      <th>MSZoning</th>
      <th>MasVnrArea</th>
      <th>MasVnrType</th>
      <th>MiscFeature</th>
      <th>MiscVal</th>
      <th>MoSold</th>
      <th>Neighborhood</th>
      <th>OpenPorchSF</th>
      <th>OverallCond</th>
      <th>OverallQual</th>
      <th>PavedDrive</th>
      <th>PoolArea</th>
      <th>PoolQC</th>
      <th>RoofMatl</th>
      <th>RoofStyle</th>
      <th>SaleCondition</th>
      <th>SaleType</th>
      <th>ScreenPorch</th>
      <th>Street</th>
      <th>TotRmsAbvGrd</th>
      <th>TotalBsmtSF</th>
      <th>Utilities</th>
      <th>WoodDeckSF</th>
      <th>YearBuilt</th>
      <th>YearRemodAdd</th>
      <th>YrSold</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>856</td>
      <td>854</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>706.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>150.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>548.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2003.0</td>
      <td>1710</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>2Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>8450</td>
      <td>Inside</td>
      <td>65.0</td>
      <td>3</td>
      <td>0</td>
      <td>10</td>
      <td>3</td>
      <td>196.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>4</td>
      <td>CollgCr</td>
      <td>61</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>856.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>2003</td>
      <td>2003</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1262</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>1</td>
      <td>978.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>6</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>284.0</td>
      <td>1</td>
      <td>Feedr</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>CBlock</td>
      <td>2</td>
      <td>6</td>
      <td>460.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1976.0</td>
      <td>1262</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>9600</td>
      <td>FR2</td>
      <td>80.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>Veenker</td>
      <td>0</td>
      <td>7</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>1262.0</td>
      <td>AllPub</td>
      <td>298</td>
      <td>1976</td>
      <td>1976</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>920</td>
      <td>866</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>2</td>
      <td>486.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>434.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>608.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2001.0</td>
      <td>1786</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>2Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11250</td>
      <td>Inside</td>
      <td>68.0</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>3</td>
      <td>162.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>11</td>
      <td>CollgCr</td>
      <td>42</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>920.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>2001</td>
      <td>2002</td>
      <td>2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>961</td>
      <td>756</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>1</td>
      <td>3</td>
      <td>216.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>540.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>272</td>
      <td>4</td>
      <td>3</td>
      <td>Wd Sdng</td>
      <td>Wd Shng</td>
      <td>4</td>
      <td>2</td>
      <td>1</td>
      <td>BrkTil</td>
      <td>1</td>
      <td>6</td>
      <td>642.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Detchd</td>
      <td>1998.0</td>
      <td>1717</td>
      <td>0</td>
      <td>GasA</td>
      <td>2</td>
      <td>2Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>9550</td>
      <td>Corner</td>
      <td>60.0</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>4</td>
      <td>Crawfor</td>
      <td>35</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Abnorml</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>7</td>
      <td>756.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1915</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1145</td>
      <td>1053</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>655.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>490.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>836.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2000.0</td>
      <td>2198</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>2Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>14260</td>
      <td>FR2</td>
      <td>84.0</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>3</td>
      <td>350.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>3</td>
      <td>NoRidge</td>
      <td>84</td>
      <td>4</td>
      <td>8</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>9</td>
      <td>1145.0</td>
      <td>AllPub</td>
      <td>192</td>
      <td>2000</td>
      <td>2000</td>
      <td>2</td>
    </tr>
    <tr>
      <th>5</th>
      <td>796</td>
      <td>566</td>
      <td>320</td>
      <td>1</td>
      <td>1</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>732.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>64.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
      <td>Wood</td>
      <td>1</td>
      <td>6</td>
      <td>480.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1993.0</td>
      <td>1362</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>1.5Fin</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>14115</td>
      <td>Inside</td>
      <td>85.0</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>Shed</td>
      <td>700</td>
      <td>1</td>
      <td>Mitchel</td>
      <td>30</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>796.0</td>
      <td>AllPub</td>
      <td>40</td>
      <td>1993</td>
      <td>1995</td>
      <td>3</td>
    </tr>
    <tr>
      <th>6</th>
      <td>1694</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>1369.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>317.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>2</td>
      <td>1</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>636.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2004.0</td>
      <td>1694</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10084</td>
      <td>Inside</td>
      <td>75.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>186.0</td>
      <td>Stone</td>
      <td>None</td>
      <td>0</td>
      <td>10</td>
      <td>Somerst</td>
      <td>57</td>
      <td>4</td>
      <td>8</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>7</td>
      <td>1686.0</td>
      <td>AllPub</td>
      <td>255</td>
      <td>2004</td>
      <td>2005</td>
      <td>1</td>
    </tr>
    <tr>
      <th>7</th>
      <td>1107</td>
      <td>983</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>2</td>
      <td>859.0</td>
      <td>32.0</td>
      <td>0</td>
      <td>1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>216.0</td>
      <td>1</td>
      <td>PosN</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>228</td>
      <td>4</td>
      <td>3</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>CBlock</td>
      <td>2</td>
      <td>6</td>
      <td>484.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1973.0</td>
      <td>2090</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10382</td>
      <td>Corner</td>
      <td>80.0</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>3</td>
      <td>240.0</td>
      <td>Stone</td>
      <td>Shed</td>
      <td>350</td>
      <td>2</td>
      <td>NWAmes</td>
      <td>204</td>
      <td>5</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>7</td>
      <td>1107.0</td>
      <td>AllPub</td>
      <td>235</td>
      <td>1973</td>
      <td>1973</td>
      <td>3</td>
    </tr>
    <tr>
      <th>8</th>
      <td>1022</td>
      <td>752</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>952.0</td>
      <td>1</td>
      <td>Artery</td>
      <td>Norm</td>
      <td>FuseF</td>
      <td>205</td>
      <td>4</td>
      <td>3</td>
      <td>BrkFace</td>
      <td>Wd Shng</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>BrkTil</td>
      <td>2</td>
      <td>2</td>
      <td>468.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>Detchd</td>
      <td>1931.0</td>
      <td>1774</td>
      <td>0</td>
      <td>GasA</td>
      <td>2</td>
      <td>1.5Fin</td>
      <td>2</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>6120</td>
      <td>Inside</td>
      <td>51.0</td>
      <td>3</td>
      <td>0</td>
      <td>9</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>6</td>
      <td>OldTown</td>
      <td>0</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Abnorml</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>952.0</td>
      <td>AllPub</td>
      <td>90</td>
      <td>1931</td>
      <td>1950</td>
      <td>2</td>
    </tr>
    <tr>
      <th>9</th>
      <td>1077</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>2fmCon</td>
      <td>4</td>
      <td>3</td>
      <td>851.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>140.0</td>
      <td>1</td>
      <td>Artery</td>
      <td>Artery</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>BrkTil</td>
      <td>1</td>
      <td>6</td>
      <td>205.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>2</td>
      <td>2</td>
      <td>Attchd</td>
      <td>1939.0</td>
      <td>1077</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1.5Unf</td>
      <td>2</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>7420</td>
      <td>Corner</td>
      <td>50.0</td>
      <td>3</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>0</td>
      <td>BrkSide</td>
      <td>4</td>
      <td>5</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>991.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1939</td>
      <td>1950</td>
      <td>2</td>
    </tr>
    <tr>
      <th>10</th>
      <td>1040</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>906.0</td>
      <td>0.0</td>
      <td>5</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>134.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>384.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Detchd</td>
      <td>1965.0</td>
      <td>1040</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11200</td>
      <td>Inside</td>
      <td>70.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>4</td>
      <td>Sawyer</td>
      <td>0</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Hip</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>1040.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1965</td>
      <td>1965</td>
      <td>2</td>
    </tr>
    <tr>
      <th>11</th>
      <td>1182</td>
      <td>1142</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>998.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>177.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>WdShing</td>
      <td>Wd Shng</td>
      <td>4</td>
      <td>2</td>
      <td>2</td>
      <td>PConc</td>
      <td>3</td>
      <td>6</td>
      <td>736.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>BuiltIn</td>
      <td>2005.0</td>
      <td>2324</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>2Story</td>
      <td>1</td>
      <td>0</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11924</td>
      <td>Inside</td>
      <td>85.0</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>3</td>
      <td>286.0</td>
      <td>Stone</td>
      <td>None</td>
      <td>0</td>
      <td>9</td>
      <td>NridgHt</td>
      <td>21</td>
      <td>4</td>
      <td>9</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Hip</td>
      <td>Partial</td>
      <td>New</td>
      <td>0</td>
      <td>1</td>
      <td>11</td>
      <td>1175.0</td>
      <td>AllPub</td>
      <td>147</td>
      <td>2005</td>
      <td>2006</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>912</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>737.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>175.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>HdBoard</td>
      <td>Plywood</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>352.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Detchd</td>
      <td>1962.0</td>
      <td>912</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>12968</td>
      <td>Inside</td>
      <td>72.0</td>
      <td>1</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>11</td>
      <td>Sawyer</td>
      <td>0</td>
      <td>5</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Hip</td>
      <td>Normal</td>
      <td>WD</td>
      <td>176</td>
      <td>1</td>
      <td>4</td>
      <td>912.0</td>
      <td>AllPub</td>
      <td>140</td>
      <td>1962</td>
      <td>1962</td>
      <td>2</td>
    </tr>
    <tr>
      <th>13</th>
      <td>1494</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>1494.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>2</td>
      <td>1</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>840.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2006.0</td>
      <td>1494</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10652</td>
      <td>Inside</td>
      <td>91.0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>306.0</td>
      <td>Stone</td>
      <td>None</td>
      <td>0</td>
      <td>10</td>
      <td>CollgCr</td>
      <td>33</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Partial</td>
      <td>New</td>
      <td>0</td>
      <td>1</td>
      <td>7</td>
      <td>1494.0</td>
      <td>AllPub</td>
      <td>160</td>
      <td>2006</td>
      <td>2007</td>
      <td>1</td>
    </tr>
    <tr>
      <th>14</th>
      <td>1253</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>733.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>520.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>176</td>
      <td>4</td>
      <td>3</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>352.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1960.0</td>
      <td>1253</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10920</td>
      <td>Corner</td>
      <td>73.0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>212.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>NAmes</td>
      <td>213</td>
      <td>4</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Hip</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>1253.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1960</td>
      <td>1960</td>
      <td>2</td>
    </tr>
    <tr>
      <th>15</th>
      <td>854</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>832.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>FuseA</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Wd Sdng</td>
      <td>Wd Sdng</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>BrkTil</td>
      <td>1</td>
      <td>6</td>
      <td>576.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Detchd</td>
      <td>1991.0</td>
      <td>854</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1.5Unf</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>6120</td>
      <td>Corner</td>
      <td>51.0</td>
      <td>3</td>
      <td>0</td>
      <td>8</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>9</td>
      <td>BrkSide</td>
      <td>112</td>
      <td>7</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>832.0</td>
      <td>AllPub</td>
      <td>48</td>
      <td>1929</td>
      <td>2001</td>
      <td>1</td>
    </tr>
    <tr>
      <th>16</th>
      <td>1004</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>578.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>426.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Wd Sdng</td>
      <td>Wd Sdng</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>480.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1970.0</td>
      <td>1004</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11241</td>
      <td>CulDSac</td>
      <td>73.0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>180.0</td>
      <td>BrkFace</td>
      <td>Shed</td>
      <td>700</td>
      <td>5</td>
      <td>NAmes</td>
      <td>0</td>
      <td>6</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>1004.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>4</td>
    </tr>
    <tr>
      <th>17</th>
      <td>1296</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>Duplex</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>4</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>0.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>Slab</td>
      <td>2</td>
      <td>6</td>
      <td>516.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>CarPort</td>
      <td>1967.0</td>
      <td>1296</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>2</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10791</td>
      <td>Inside</td>
      <td>72.0</td>
      <td>3</td>
      <td>0</td>
      <td>15</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>Shed</td>
      <td>500</td>
      <td>1</td>
      <td>Sawyer</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1967</td>
      <td>1967</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>1114</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>646.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>468.0</td>
      <td>1</td>
      <td>RRAe</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>PConc</td>
      <td>1</td>
      <td>6</td>
      <td>576.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Detchd</td>
      <td>2004.0</td>
      <td>1114</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>13695</td>
      <td>Inside</td>
      <td>66.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>8</td>
      <td>SawyerW</td>
      <td>102</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>1114.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>2004</td>
      <td>2004</td>
      <td>2</td>
    </tr>
    <tr>
      <th>19</th>
      <td>1339</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>504.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>525.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>BrkFace</td>
      <td>Plywood</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>2</td>
      <td>294.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1958.0</td>
      <td>1339</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>7560</td>
      <td>Inside</td>
      <td>70.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>NAmes</td>
      <td>0</td>
      <td>5</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Hip</td>
      <td>Abnorml</td>
      <td>COD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>1029.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1958</td>
      <td>1965</td>
      <td>3</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2895</th>
      <td>1210</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>576.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>552.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Plywood</td>
      <td>Plywood</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>2</td>
      <td>6</td>
      <td>528.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1975.0</td>
      <td>1210</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>SLvl</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11080</td>
      <td>Corner</td>
      <td>140.0</td>
      <td>3</td>
      <td>0</td>
      <td>13</td>
      <td>3</td>
      <td>257.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>Mitchel</td>
      <td>0</td>
      <td>5</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>1128.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1975</td>
      <td>1975</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2896</th>
      <td>1650</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>1</td>
      <td>909.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>723.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Plywood</td>
      <td>Plywood</td>
      <td>4</td>
      <td>2</td>
      <td>2</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>518.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1958.0</td>
      <td>1650</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Low</td>
      <td>1</td>
      <td>50102</td>
      <td>Inside</td>
      <td>82.0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>5</td>
      <td>Timber</td>
      <td>0</td>
      <td>4</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>Tar&amp;Grv</td>
      <td>Gable</td>
      <td>Alloca</td>
      <td>WD</td>
      <td>138</td>
      <td>1</td>
      <td>6</td>
      <td>1632.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1958</td>
      <td>1958</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2897</th>
      <td>1403</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>1136.0</td>
      <td>116.0</td>
      <td>2</td>
      <td>1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>129.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>Wood</td>
      <td>2</td>
      <td>6</td>
      <td>470.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2000.0</td>
      <td>1403</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>8098</td>
      <td>Inside</td>
      <td>82.0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>1</td>
      <td>Timber</td>
      <td>173</td>
      <td>4</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>1381.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>2000</td>
      <td>2000</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2898</th>
      <td>1960</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>1</td>
      <td>0</td>
      <td>1350.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>378.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>2</td>
      <td>2</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>714.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2005.0</td>
      <td>1960</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>2</td>
      <td>Lvl</td>
      <td>0</td>
      <td>13618</td>
      <td>Corner</td>
      <td>95.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>198.0</td>
      <td>Stone</td>
      <td>None</td>
      <td>0</td>
      <td>2</td>
      <td>Timber</td>
      <td>38</td>
      <td>4</td>
      <td>8</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Partial</td>
      <td>New</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>1728.0</td>
      <td>AllPub</td>
      <td>172</td>
      <td>2005</td>
      <td>2006</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2899</th>
      <td>1838</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>1</td>
      <td>1455.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>383.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>2</td>
      <td>1</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>682.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>Attchd</td>
      <td>2005.0</td>
      <td>1838</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>0</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11577</td>
      <td>Inside</td>
      <td>88.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>382.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>11</td>
      <td>Timber</td>
      <td>225</td>
      <td>4</td>
      <td>9</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Hip</td>
      <td>Partial</td>
      <td>New</td>
      <td>0</td>
      <td>1</td>
      <td>9</td>
      <td>1838.0</td>
      <td>AllPub</td>
      <td>161</td>
      <td>2005</td>
      <td>2006</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2900</th>
      <td>1600</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>4</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>0.0</td>
      <td>1</td>
      <td>Artery</td>
      <td>Norm</td>
      <td>FuseA</td>
      <td>135</td>
      <td>1</td>
      <td>3</td>
      <td>CBlock</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>4</td>
      <td>270.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>Attchd</td>
      <td>1951.0</td>
      <td>1600</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>31250</td>
      <td>Inside</td>
      <td>125.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>5</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>Mitchel</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1951</td>
      <td>1951</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2901</th>
      <td>1368</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>Duplex</td>
      <td>4</td>
      <td>1</td>
      <td>1243.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>45.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>MetalSd</td>
      <td>MetalSd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>784.0</td>
      <td>4.0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1997.0</td>
      <td>1368</td>
      <td>0</td>
      <td>GasA</td>
      <td>2</td>
      <td>SFoyer</td>
      <td>2</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>7020</td>
      <td>Inside</td>
      <td>78.0</td>
      <td>3</td>
      <td>0</td>
      <td>15</td>
      <td>4</td>
      <td>200.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>2</td>
      <td>Mitchel</td>
      <td>48</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>1288.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1997</td>
      <td>1997</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2902</th>
      <td>616</td>
      <td>688</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>TwnhsE</td>
      <td>4</td>
      <td>2</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>264.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>PConc</td>
      <td>1</td>
      <td>6</td>
      <td>336.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>BuiltIn</td>
      <td>1977.0</td>
      <td>1304</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>2665</td>
      <td>Inside</td>
      <td>41.0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>MeadowV</td>
      <td>0</td>
      <td>5</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>264.0</td>
      <td>AllPub</td>
      <td>141</td>
      <td>1977</td>
      <td>1977</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2903</th>
      <td>874</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>441.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>423.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Plywood</td>
      <td>Plywood</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>288.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1968.0</td>
      <td>874</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10172</td>
      <td>Inside</td>
      <td>58.0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>1</td>
      <td>Mitchel</td>
      <td>120</td>
      <td>6</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>864.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1968</td>
      <td>2003</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2904</th>
      <td>1652</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>Duplex</td>
      <td>4</td>
      <td>3</td>
      <td>149.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>1503.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Plywood</td>
      <td>Plywood</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>2</td>
      <td>6</td>
      <td>928.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>2Types</td>
      <td>1970.0</td>
      <td>1652</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>1Story</td>
      <td>2</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>11836</td>
      <td>Corner</td>
      <td>74.0</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>5</td>
      <td>Mitchel</td>
      <td>0</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>1652.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2905</th>
      <td>630</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>Twnhs</td>
      <td>4</td>
      <td>0</td>
      <td>522.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>108.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>None</td>
      <td>0.0</td>
      <td>630</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>SFoyer</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>1470</td>
      <td>Inside</td>
      <td>21.0</td>
      <td>3</td>
      <td>0</td>
      <td>3</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>6</td>
      <td>MeadowV</td>
      <td>0</td>
      <td>5</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>630.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2906</th>
      <td>546</td>
      <td>546</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>TwnhsE</td>
      <td>4</td>
      <td>3</td>
      <td>252.0</td>
      <td>0.0</td>
      <td>5</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>294.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>253.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>3</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1972.0</td>
      <td>1092</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>1484</td>
      <td>Inside</td>
      <td>21.0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>MeadowV</td>
      <td>0</td>
      <td>3</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>546.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1972</td>
      <td>1972</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2907</th>
      <td>1360</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>119.0</td>
      <td>344.0</td>
      <td>5</td>
      <td>1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>641.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>Plywood</td>
      <td>Plywood</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>PConc</td>
      <td>1</td>
      <td>6</td>
      <td>336.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>2</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1969.0</td>
      <td>1360</td>
      <td>0</td>
      <td>GasA</td>
      <td>1</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>1</td>
      <td>13384</td>
      <td>Inside</td>
      <td>80.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>194.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>7</td>
      <td>Mitchel</td>
      <td>0</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>1104.0</td>
      <td>AllPub</td>
      <td>160</td>
      <td>1969</td>
      <td>1979</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2908</th>
      <td>546</td>
      <td>546</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>Twnhs</td>
      <td>4</td>
      <td>3</td>
      <td>408.0</td>
      <td>0.0</td>
      <td>5</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>138.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>286.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>CarPort</td>
      <td>1970.0</td>
      <td>1092</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>1533</td>
      <td>Inside</td>
      <td>21.0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>3</td>
      <td>MeadowV</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Abnorml</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>546.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2909</th>
      <td>546</td>
      <td>546</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>Twnhs</td>
      <td>4</td>
      <td>3</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>546.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>None</td>
      <td>0.0</td>
      <td>1092</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>1526</td>
      <td>Inside</td>
      <td>21.0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>8</td>
      <td>MeadowV</td>
      <td>34</td>
      <td>4</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>546.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2910</th>
      <td>546</td>
      <td>546</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>Twnhs</td>
      <td>4</td>
      <td>3</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>546.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>None</td>
      <td>0.0</td>
      <td>1092</td>
      <td>1</td>
      <td>GasA</td>
      <td>2</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>1936</td>
      <td>Inside</td>
      <td>21.0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>8</td>
      <td>MeadowV</td>
      <td>0</td>
      <td>6</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>546.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2911</th>
      <td>546</td>
      <td>546</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>TwnhsE</td>
      <td>4</td>
      <td>3</td>
      <td>252.0</td>
      <td>0.0</td>
      <td>5</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>294.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>CemntBd</td>
      <td>CmentBd</td>
      <td>4</td>
      <td>3</td>
      <td>0</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>286.0</td>
      <td>1.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>CarPort</td>
      <td>1970.0</td>
      <td>1092</td>
      <td>1</td>
      <td>GasA</td>
      <td>4</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>1894</td>
      <td>Inside</td>
      <td>21.0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>6</td>
      <td>MeadowV</td>
      <td>24</td>
      <td>4</td>
      <td>4</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Abnorml</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>546.0</td>
      <td>AllPub</td>
      <td>0</td>
      <td>1970</td>
      <td>1970</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2912</th>
      <td>1224</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>1Fam</td>
      <td>4</td>
      <td>3</td>
      <td>1224.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>6</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4</td>
      <td>0.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>VinylSd</td>
      <td>VinylSd</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>CBlock</td>
      <td>1</td>
      <td>6</td>
      <td>576.0</td>
      <td>2.0</td>
      <td>5</td>
      <td>3</td>
      <td>5</td>
      <td>Detchd</td>
      <td>1960.0</td>
      <td>1224</td>
      <td>0</td>
      <td>GasA</td>
      <td>0</td>
      <td>1Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>20000</td>
      <td>Inside</td>
      <td>160.0</td>
      <td>3</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>11</td>
      <td>Mitchel</td>
      <td>0</td>
      <td>6</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Abnorml</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>7</td>
      <td>1224.0</td>
      <td>AllPub</td>
      <td>474</td>
      <td>1960</td>
      <td>1996</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2913</th>
      <td>970</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>337.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>6</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>575.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>HdBoard</td>
      <td>Wd Shng</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
      <td>PConc</td>
      <td>1</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>None</td>
      <td>0.0</td>
      <td>970</td>
      <td>0</td>
      <td>GasA</td>
      <td>4</td>
      <td>SFoyer</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>0</td>
      <td>10441</td>
      <td>Inside</td>
      <td>62.0</td>
      <td>3</td>
      <td>0</td>
      <td>14</td>
      <td>3</td>
      <td>0.0</td>
      <td>None</td>
      <td>Shed</td>
      <td>700</td>
      <td>9</td>
      <td>Mitchel</td>
      <td>32</td>
      <td>4</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>912.0</td>
      <td>AllPub</td>
      <td>80</td>
      <td>1992</td>
      <td>1992</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2914</th>
      <td>996</td>
      <td>1004</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>1Fam</td>
      <td>4</td>
      <td>0</td>
      <td>758.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>6</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>238.0</td>
      <td>1</td>
      <td>Norm</td>
      <td>Norm</td>
      <td>SBrkr</td>
      <td>0</td>
      <td>4</td>
      <td>3</td>
      <td>HdBoard</td>
      <td>HdBoard</td>
      <td>4</td>
      <td>5</td>
      <td>1</td>
      <td>PConc</td>
      <td>2</td>
      <td>6</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>Attchd</td>
      <td>1993.0</td>
      <td>2000</td>
      <td>1</td>
      <td>GasA</td>
      <td>0</td>
      <td>2Story</td>
      <td>1</td>
      <td>3</td>
      <td>Lvl</td>
      <td>1</td>
      <td>9627</td>
      <td>Inside</td>
      <td>74.0</td>
      <td>3</td>
      <td>0</td>
      <td>10</td>
      <td>3</td>
      <td>94.0</td>
      <td>BrkFace</td>
      <td>None</td>
      <td>0</td>
      <td>2</td>
      <td>Mitchel</td>
      <td>48</td>
      <td>4</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>CompShg</td>
      <td>Gable</td>
      <td>Normal</td>
      <td>WD</td>
      <td>0</td>
      <td>1</td>
      <td>9</td>
      <td>996.0</td>
      <td>AllPub</td>
      <td>190</td>
      <td>1993</td>
      <td>1994</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>2915 rows × 79 columns</p>
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<h4 id="Creating-new-variables">Creating new variables<a class="anchor-link" href="#Creating-new-variables">&#182;</a></h4><p>The paper mentions positive correlation across the board with area realated features. Thus it would be sensible to create a total area variable that includes all area features (of the main property as Garage data doesn't appear to help according to the correlation matrix in part1)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_df</span><span class="p">[</span><span class="s2">&quot;TotalAreaSF&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">all_df</span><span class="p">[</span><span class="s2">&quot;1stFlrSF&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">all_df</span><span class="p">[</span><span class="s2">&quot;2ndFlrSF&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">all_df</span><span class="p">[</span><span class="s2">&quot;TotalBsmtSF&quot;</span><span class="p">]</span>
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<h4 id="Numerical-transformations-(Again)">Numerical transformations (Again)<a class="anchor-link" href="#Numerical-transformations-(Again)">&#182;</a></h4><p>after making our conversions and making new variables, we now apply a standard numerical scaler</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">StandardScaler</span>

<span class="k">def</span> <span class="nf">numeric_scaler</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">nvars</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Applies generic scaler to numeric variables</span>
<span class="sd">    </span>
<span class="sd">    :param df: Dataframe</span>
<span class="sd">    :param nvars: List of numerical variables to transform</span>
<span class="sd">    :returns: dataframe with transformed numeric variables</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">scale</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
    <span class="n">df</span><span class="p">[</span><span class="n">nvars</span><span class="p">]</span> <span class="o">=</span> <span class="n">scale</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">nvars</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">df</span>

    
<span class="n">num_vars</span> <span class="o">=</span> <span class="p">[</span><span class="n">var</span> <span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="n">all_df</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">all_df</span><span class="p">[</span><span class="n">var</span><span class="p">]</span><span class="o">.</span><span class="n">dtype</span> <span class="o">!=</span> <span class="s2">&quot;object&quot;</span><span class="p">]</span>
<span class="n">all_df</span> <span class="o">=</span> <span class="n">numeric_scaler</span><span class="p">(</span><span class="n">all_df</span><span class="p">,</span> <span class="n">num_vars</span><span class="p">)</span>


<span class="n">final_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">all_df</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/sklearn/preprocessing/data.py:645: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.
  return self.partial_fit(X, y)
/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/sklearn/base.py:464: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.
  return self.fit(X, **fit_params).transform(X)
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<h3 id="V-Evaluate-three-different-regression-algorithms">V Evaluate three different regression algorithms<a class="anchor-link" href="#V-Evaluate-three-different-regression-algorithms">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[569]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">GridSearchCV</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">mean_squared_error</span>

<span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fit_intercept&#39;</span><span class="p">:</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">],</span>
             <span class="s1">&#39;normalize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">]}</span>

<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
<span class="n">train_df_scaled</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">),</span> <span class="p">:]</span>
<span class="n">test_df_scaled</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">):,</span> <span class="p">:]</span>
<span class="n">train_df_scaled</span> 
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<table border="1" class="dataframe">
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      <th>Alley</th>
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      <th>BsmtFinSF1</th>
      <th>BsmtFinSF2</th>
      <th>BsmtFinType1</th>
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      <th>BsmtFullBath</th>
      <th>BsmtHalfBath</th>
      <th>BsmtQual</th>
      <th>BsmtUnfSF</th>
      <th>CentralAir</th>
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      <th>Fireplaces</th>
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      <th>Functional</th>
      <th>GarageArea</th>
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      <th>GarageYrBlt</th>
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      <th>KitchenAbvGr</th>
      <th>KitchenQual</th>
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      <th>LotArea</th>
      <th>LotFrontage</th>
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      <th>MSSubClass</th>
      <th>...</th>
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      <th>Neighborhood_NoRidge</th>
      <th>Neighborhood_NridgHt</th>
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      <th>Neighborhood_SawyerW</th>
      <th>Neighborhood_Somerst</th>
      <th>Neighborhood_StoneBr</th>
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      <td>-0.529794</td>
      <td>0.353808</td>
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      <td>-0.764443</td>
      <td>0.463914</td>
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      <td>-0.924457</td>
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      <td>0.256994</td>
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      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>-0.286632</td>
      <td>0.108520</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>-0.287589</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>-0.764443</td>
      <td>0.463914</td>
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      <td>0.628738</td>
      <td>0.786564</td>
      <td>0.256994</td>
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      <td>0.293767</td>
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      <td>-0.207847</td>
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      <td>-1.383597</td>
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      <td>0.775791</td>
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      <th>3</th>
      <td>-0.510096</td>
      <td>0.988770</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>-2.735575</td>
      <td>0.582809</td>
      <td>-0.501244</td>
      <td>-0.293244</td>
      <td>-1.424292</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.046502</td>
      <td>0.268487</td>
      <td>3.872161</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>-0.938238</td>
      <td>0.628738</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>0.792128</td>
      <td>1.622141</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.284103</td>
      <td>0.449423</td>
      <td>-0.754900</td>
      <td>0.266368</td>
      <td>-0.207847</td>
      <td>-0.421866</td>
      <td>-0.216416</td>
      <td>-0.074780</td>
      <td>-0.444338</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>1.046136</td>
      <td>...</td>
      <td>0</td>
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      <td>1</td>
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      <th>4</th>
      <td>-0.030793</td>
      <td>1.685882</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>1.386699</td>
      <td>0.333786</td>
      <td>-2.025516</td>
      <td>0.490187</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>-0.160222</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>-0.764443</td>
      <td>0.463914</td>
      <td>1.685648</td>
      <td>0.628738</td>
      <td>0.786564</td>
      <td>0.256994</td>
      <td>1.696123</td>
      <td>1.622141</td>
      <td>0.293767</td>
      <td>0.102542</td>
      <td>0.326939</td>
      <td>0.288548</td>
      <td>1.428747</td>
      <td>1.234732</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>-0.421866</td>
      <td>-0.216416</td>
      <td>0.528690</td>
      <td>0.691324</td>
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      <td>-0.101267</td>
      <td>0.775791</td>
      <td>...</td>
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      <th>5</th>
      <td>-0.939906</td>
      <td>0.542806</td>
      <td>12.594536</td>
      <td>0.055368</td>
      <td>-2.260424</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.664083</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>-1.129117</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>-1.368484</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>0.037245</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.272989</td>
      <td>-0.273363</td>
      <td>1.234732</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.510112</td>
      <td>0.738643</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>0.505447</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>1.399300</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>-2.025516</td>
      <td>2.102673</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-2.090852</td>
      <td>-0.553694</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>-0.764443</td>
      <td>0.463914</td>
      <td>-0.938238</td>
      <td>0.628738</td>
      <td>0.786564</td>
      <td>0.256994</td>
      <td>0.764169</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.102542</td>
      <td>0.326939</td>
      <td>0.297439</td>
      <td>0.402595</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>-0.421866</td>
      <td>-0.216416</td>
      <td>-0.006361</td>
      <td>0.265450</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>-0.129780</td>
      <td>1.521579</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>-0.286632</td>
      <td>0.950898</td>
      <td>-0.104181</td>
      <td>-1.424292</td>
      <td>-3.570665</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>-0.783408</td>
      <td>0.268487</td>
      <td>3.187567</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>1.685648</td>
      <td>2.181933</td>
      <td>0.786564</td>
      <td>0.256994</td>
      <td>0.055884</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.102542</td>
      <td>0.326939</td>
      <td>0.228534</td>
      <td>1.208857</td>
      <td>1.234732</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.031820</td>
      <td>0.502047</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>0.775791</td>
      <td>...</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>-0.351197</td>
      <td>0.979381</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>-0.989055</td>
      <td>-0.293244</td>
      <td>1.259201</td>
      <td>0.353808</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>0.890551</td>
      <td>0.268487</td>
      <td>2.829710</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>1.685648</td>
      <td>2.181933</td>
      <td>0.786564</td>
      <td>-4.017680</td>
      <td>-0.018673</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>-3.880691</td>
      <td>0.135178</td>
      <td>0.565476</td>
      <td>-0.754900</td>
      <td>0.266368</td>
      <td>4.452724</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>-0.514250</td>
      <td>-0.870212</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>0.505447</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>-0.207927</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.932830</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.956263</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>1.685648</td>
      <td>2.181933</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>-1.244192</td>
      <td>-1.004096</td>
      <td>0.293767</td>
      <td>0.102542</td>
      <td>-2.828784</td>
      <td>0.152960</td>
      <td>-0.853627</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>4.452724</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>-0.347687</td>
      <td>-0.917531</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>-0.846275</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>-0.304308</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>1.057042</td>
      <td>-0.293244</td>
      <td>0.811952</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.969909</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>-0.410093</td>
      <td>-1.004096</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.210752</td>
      <td>-0.928960</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.136627</td>
      <td>0.028854</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>0.065588</td>
      <td>1.894781</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>1.386699</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>1.264813</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-2.090852</td>
      <td>-0.872110</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>-3.630490</td>
      <td>0.463914</td>
      <td>-0.938238</td>
      <td>2.181933</td>
      <td>2.600515</td>
      <td>0.256994</td>
      <td>1.230146</td>
      <td>1.622141</td>
      <td>0.293767</td>
      <td>-1.562699</td>
      <td>0.326939</td>
      <td>0.299662</td>
      <td>1.685285</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>-2.830759</td>
      <td>-0.216416</td>
      <td>0.229389</td>
      <td>0.738643</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>0.775791</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>-0.637736</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.675375</td>
      <td>-0.293244</td>
      <td>-1.424292</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.876659</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>-0.559206</td>
      <td>-1.004096</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.204084</td>
      <td>-1.189570</td>
      <td>-0.754900</td>
      <td>1.414133</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.363152</td>
      <td>0.123493</td>
      <td>-0.673904</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>0.878319</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>-2.025516</td>
      <td>-0.989055</td>
      <td>-0.293244</td>
      <td>1.259201</td>
      <td>0.353808</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>2.123277</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>-0.764443</td>
      <td>0.463914</td>
      <td>-0.938238</td>
      <td>0.628738</td>
      <td>0.786564</td>
      <td>0.256994</td>
      <td>1.714762</td>
      <td>1.622141</td>
      <td>0.293767</td>
      <td>0.102542</td>
      <td>0.326939</td>
      <td>0.301885</td>
      <td>-0.004608</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>-0.421866</td>
      <td>-0.216416</td>
      <td>0.066414</td>
      <td>1.022559</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>0.250537</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.666341</td>
      <td>-0.293244</td>
      <td>-0.977043</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.091990</td>
      <td>0.268487</td>
      <td>2.378500</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>-2.284683</td>
      <td>-1.812866</td>
      <td>0.628738</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>-0.559206</td>
      <td>-1.004096</td>
      <td>0.293767</td>
      <td>0.102542</td>
      <td>0.326939</td>
      <td>0.199638</td>
      <td>-0.495288</td>
      <td>1.234732</td>
      <td>1.414133</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.100751</td>
      <td>0.170812</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>-0.788821</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>-0.989055</td>
      <td>-0.293244</td>
      <td>1.259201</td>
      <td>0.353808</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>0.617623</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>-3.200882</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>0.484583</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.268544</td>
      <td>-1.307659</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>-0.514250</td>
      <td>-0.870212</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>0.235102</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>-0.398085</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.316292</td>
      <td>-0.293244</td>
      <td>-1.424292</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.305784</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>1.685648</td>
      <td>0.628738</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>0.037245</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>-1.562699</td>
      <td>0.326939</td>
      <td>0.221866</td>
      <td>-1.002257</td>
      <td>-0.754900</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.141880</td>
      <td>0.170812</td>
      <td>-1.383597</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>0.362548</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>-1.712454</td>
      <td>1.452251</td>
      <td>-0.989055</td>
      <td>-0.293244</td>
      <td>0.364703</td>
      <td>-1.215981</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>0.229222</td>
      <td>-1.274679</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>0.786564</td>
      <td>0.256994</td>
      <td>0.204996</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.215197</td>
      <td>-0.407740</td>
      <td>-0.754900</td>
      <td>1.414133</td>
      <td>4.452724</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>0.084223</td>
      <td>0.123493</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>2.127513</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>-0.111545</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.469862</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.210259</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>-1.027387</td>
      <td>0.256994</td>
      <td>0.484583</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.297439</td>
      <td>-0.778295</td>
      <td>1.234732</td>
      <td>-0.881397</td>
      <td>-0.207847</td>
      <td>-0.421866</td>
      <td>-0.216416</td>
      <td>0.456299</td>
      <td>-0.160423</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>0.474559</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>0.149171</td>
      <td>-0.293244</td>
      <td>-0.082545</td>
      <td>0.353808</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>1.002579</td>
      <td>-0.080618</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>-1.368484</td>
      <td>-0.063609</td>
      <td>-0.924457</td>
      <td>-1.027387</td>
      <td>-4.017680</td>
      <td>-0.829473</td>
      <td>-1.004096</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.195193</td>
      <td>-0.320191</td>
      <td>-0.754900</td>
      <td>1.414133</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>-0.216416</td>
      <td>-0.329750</td>
      <td>0.028854</td>
      <td>0.745482</td>
      <td>-0.101267</td>
      <td>-0.575931</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>1436</th>
      <td>0.693371</td>
      <td>0.969992</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>-0.989055</td>
      <td>-0.293244</td>
      <td>1.259201</td>
      <td>0.353808</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>-2.090852</td>
      <td>0.062669</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>-0.938238</td>
      <td>0.628738</td>
      <td>0.786564</td>
      <td>-4.017680</td>
      <td>0.931921</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>-1.562699</td>
      <td>0.326939</td>
      <td>0.272989</td>
      <td>2.155605</td>
      <td>-0.754900</td>
      <td>-0.307514</td>
      <td>-0.207847</td>
      <td>0.782580</td>
      <td>3.801748</td>
      <td>0.178395</td>
      <td>0.454728</td>
      <td>-1.383597</td>
      <td>8.170964</td>
      <td>1.046136</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1437</th>
      <td>-0.804450</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-2.260424</td>
      <td>0.333786</td>
      <td>-2.025516</td>
      <td>0.585039</td>
      <td>-0.293244</td>
      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>-0.931244</td>
      <td>0.268487</td>
      <td>-0.359879</td>
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    </tr>
    <tr>
      <th>1438</th>
      <td>-0.340777</td>
      <td>1.516885</td>
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      <td>0.055368</td>
      <td>0.170991</td>
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      <td>0.353808</td>
      <td>1.090324</td>
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      <td>-2.090852</td>
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      <td>0.268487</td>
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      <td>0.376756</td>
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      <td>0.463914</td>
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    </tr>
    <tr>
      <th>1439</th>
      <td>-0.533540</td>
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      <td>0.055368</td>
      <td>-1.044716</td>
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      <td>-0.249126</td>
      <td>1.002579</td>
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      <td>0.376756</td>
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      <td>0.463914</td>
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    </tr>
    <tr>
      <th>1440</th>
      <td>0.690766</td>
      <td>-0.785698</td>
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      <td>0.055368</td>
      <td>0.170991</td>
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      <td>1.259201</td>
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      <td>0.463914</td>
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    </tr>
    <tr>
      <th>1441</th>
      <td>-0.635132</td>
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      <td>0.170991</td>
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      <td>3.411201</td>
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      <td>1.090324</td>
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    </tr>
    <tr>
      <th>1442</th>
      <td>0.081218</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
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      <td>0.811952</td>
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      <td>1.002579</td>
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      <td>0.268487</td>
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      <td>0.376756</td>
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      <td>1.414133</td>
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    </tr>
    <tr>
      <th>1443</th>
      <td>0.164575</td>
      <td>1.256348</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>1.447742</td>
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      <td>0.353808</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>-0.953988</td>
      <td>0.268487</td>
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      <td>0.376756</td>
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      <td>0.463914</td>
      <td>1.685648</td>
      <td>0.628738</td>
      <td>0.786564</td>
      <td>0.256994</td>
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      <td>0.309022</td>
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      <td>0.102542</td>
      <td>0.326939</td>
      <td>0.277435</td>
      <td>1.208857</td>
      <td>1.234732</td>
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      <td>-0.216416</td>
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      <td>0.502047</td>
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      <td>...</td>
      <td>0</td>
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    <tr>
      <th>1444</th>
      <td>-0.939906</td>
      <td>0.505251</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
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      <td>1.259201</td>
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      <td>-1.317494</td>
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      <td>-3.724574</td>
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      <td>0.376756</td>
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      <td>0.293767</td>
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      <td>1.234732</td>
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      <td>0.028854</td>
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      <td>0</td>
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    <tr>
      <th>1445</th>
      <td>-1.372320</td>
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      <td>-0.103402</td>
      <td>0.055368</td>
      <td>-2.260424</td>
      <td>0.333786</td>
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      <td>0.268487</td>
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      <td>0.376756</td>
      <td>0.668580</td>
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      <td>0.256994</td>
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      <td>-1.776876</td>
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    <tr>
      <th>1446</th>
      <td>-0.679415</td>
      <td>1.317375</td>
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      <td>-0.544136</td>
      <td>0.763185</td>
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    <tr>
      <th>1447</th>
      <td>1.097131</td>
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    <tr>
      <th>1448</th>
      <td>-0.220951</td>
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      <td>-0.103402</td>
      <td>0.055368</td>
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      <td>1.090324</td>
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      <td>-0.544136</td>
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      <td>0.268487</td>
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      <td>0.376756</td>
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    </tr>
    <tr>
      <th>1449</th>
      <td>-0.043818</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
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      <td>1.259201</td>
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      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>1.318138</td>
      <td>0.268487</td>
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      <td>0.376756</td>
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      <td>0.463914</td>
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    </tr>
    <tr>
      <th>1450</th>
      <td>0.167180</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>3.898200</td>
      <td>-1.044716</td>
      <td>0.333786</td>
      <td>0.582809</td>
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      <td>-0.529794</td>
      <td>0.353808</td>
      <td>1.090324</td>
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      <td>-0.544136</td>
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      <td>0.268487</td>
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      <td>0.463914</td>
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      <td>0.745482</td>
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    </tr>
    <tr>
      <th>1451</th>
      <td>-0.530935</td>
      <td>0.843245</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
      <td>-0.989055</td>
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      <td>1.259201</td>
      <td>0.353808</td>
      <td>-0.818562</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>0.892825</td>
      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
      <td>0.668580</td>
      <td>0.463914</td>
      <td>1.685648</td>
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      <td>0.786564</td>
      <td>0.256994</td>
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      <td>0.309022</td>
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      <td>0.326939</td>
      <td>0.286326</td>
      <td>0.306902</td>
      <td>1.234732</td>
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      <td>0</td>
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    <tr>
      <th>1452</th>
      <td>2.386560</td>
      <td>-0.785698</td>
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      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
      <td>0.582809</td>
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      <td>1.090324</td>
      <td>-0.249126</td>
      <td>-0.544136</td>
      <td>0.064943</td>
      <td>0.268487</td>
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      <td>0.668580</td>
      <td>-1.368484</td>
      <td>1.685648</td>
      <td>2.181933</td>
      <td>0.786564</td>
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      <td>0.130440</td>
      <td>0.309022</td>
      <td>0.293767</td>
      <td>0.935163</td>
      <td>0.326939</td>
      <td>0.239648</td>
      <td>1.174245</td>
      <td>-0.754900</td>
      <td>1.414133</td>
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    </tr>
    <tr>
      <th>1453</th>
      <td>0.081218</td>
      <td>1.918253</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>1.386699</td>
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      <td>0.582809</td>
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      <td>-0.249126</td>
      <td>1.002579</td>
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      <td>0.268487</td>
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      <td>-3.200882</td>
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      <td>2.181933</td>
      <td>0.786564</td>
      <td>0.256994</td>
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      <td>0.293767</td>
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      <td>0.326939</td>
      <td>0.157406</td>
      <td>1.717862</td>
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      <td>0.745482</td>
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      <td>1.046136</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
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      <th>1454</th>
      <td>-0.205322</td>
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      <td>...</td>
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    <tr>
      <th>1455</th>
      <td>0.258351</td>
      <td>-0.785698</td>
      <td>-0.103402</td>
      <td>0.055368</td>
      <td>0.170991</td>
      <td>0.333786</td>
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      <td>0.885404</td>
      <td>1.420136</td>
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      <td>-2.000875</td>
      <td>1.090324</td>
      <td>-0.249126</td>
      <td>1.002579</td>
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      <td>0.268487</td>
      <td>-0.359879</td>
      <td>0.376756</td>
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      <td>-1.027387</td>
      <td>0.256994</td>
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<p>1456 rows × 218 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lin_reg</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span>
<span class="n">lin_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">lin_reg</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> 
                          <span class="n">scoring</span> <span class="o">=</span> <span class="s1">&#39;neg_mean_squared_error&#39;</span><span class="p">)</span>


<span class="n">lin_search</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_df_scaled</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="o">-</span><span class="n">lin_search</span><span class="o">.</span><span class="n">best_score_</span><span class="p">)</span>
<span class="n">lin_search</span><span class="o">.</span><span class="n">best_params_</span>


<span class="n">in_sample_mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> 
                           <span class="n">lin_search</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">train_df_scaled</span><span class="p">))</span>


<span class="n">lin_reg_rmse</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">({</span><span class="s1">&#39;in sample&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">in_sample_mse</span><span class="p">),</span>
                         <span class="s1">&#39;out of sample&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="o">-</span><span class="n">lin_search</span><span class="o">.</span><span class="n">best_score_</span><span class="p">)})</span>
<span class="n">lin_reg_rmse</span> 
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<pre>/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.
  DeprecationWarning)
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<pre>in sample        9.820934e-02
out of sample    3.119866e+09
dtype: float64</pre>
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<h4 id="Linear-Regression-Results">Linear Regression Results<a class="anchor-link" href="#Linear-Regression-Results">&#182;</a></h4><p>The Linear regression performed extremely poorly in the out of sample tests. This indicates severe overfitting as in-sample RSME is relatively low. This could be due to my relatively wide data and maintaining variables that do not change that often like <code>Electrical</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="k">import</span> <span class="n">RandomForestRegressor</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">GridSearchCV</span>

<span class="n">param_grid</span> <span class="o">=</span> <span class="p">[{</span><span class="s1">&#39;n_estimators&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">],</span> <span class="s1">&#39;max_features&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">8</span><span class="p">]},</span>
              <span class="p">{</span><span class="s1">&#39;bootstrap&#39;</span><span class="p">:</span> <span class="p">[</span><span class="kc">False</span><span class="p">],</span> <span class="s1">&#39;n_estimators&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span> <span class="s1">&#39;max_features&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]}</span>
             <span class="p">]</span>
<span class="n">forest_reg</span> <span class="o">=</span> <span class="n">RandomForestRegressor</span><span class="p">()</span>
<span class="n">rfr_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">forest_reg</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;neg_mean_squared_error&#39;</span><span class="p">)</span>

<span class="n">rfr_search</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_df_scaled</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>


<span class="n">rfr_in_sample_mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> 
                           <span class="n">rfr_search</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">train_df_scaled</span><span class="p">))</span>


<span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="o">-</span><span class="n">rfr_search</span><span class="o">.</span><span class="n">best_score_</span><span class="p">)</span>

<span class="n">rfr_reg_rmse</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">({</span><span class="s1">&#39;in sample&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">rfr_in_sample_mse</span><span class="p">),</span>
                         <span class="s1">&#39;out of sample&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="o">-</span><span class="n">rfr_search</span><span class="o">.</span><span class="n">best_score_</span><span class="p">)})</span>
<span class="n">rfr_reg_rmse</span> 
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<pre>in sample        0.057364
out of sample    0.146152
dtype: float64</pre>
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<h4 id="Random-Forest-Results">Random Forest Results<a class="anchor-link" href="#Random-Forest-Results">&#182;</a></h4><p>Random forest performs remarkably better thatn Linear Regression. Here we observe that out of sample error is still ~3 times higher than in sample. However, the ability for Random Forest make effective decisions on catagorical variables (and being able to prune some on its own) helps in reducing the rsme.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="k">import</span> <span class="n">LinearSVR</span>

<span class="n">svr</span> <span class="o">=</span> <span class="n">LinearSVR</span><span class="p">(</span><span class="n">max_iter</span><span class="o">=</span><span class="mi">100000</span><span class="p">)</span>
<span class="n">svr</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_df_scaled</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">svr_in_sample_mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y</span><span class="p">,</span>
                                      <span class="n">svr</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">train_df_scaled</span><span class="p">))</span>

<span class="n">svr_reg_rmse</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">({</span><span class="s1">&#39;in sample&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">svr_in_sample_mse</span><span class="p">),</span>
                         <span class="s1">&#39;out of sample&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">})</span>
<span class="n">svr_reg_rmse</span> 
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<pre>in sample        0.105308
out of sample         NaN
dtype: float64</pre>
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<h4 id="SVM/SVR-results">SVM/SVR results<a class="anchor-link" href="#SVM/SVR-results">&#182;</a></h4><p>Here we observe that SVR displays similar results to Linear Regression. Again like Random Forest, the performance of SVM is likely attributed to its ability to be more distinctive with catagorical variables. Unlike linear regression, SVM is better able to classify more nuanced/non-linear relationships between variables.</p>
<h3 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h3><p>I will generate my predictions using the Random Forest Regression as it is best able to distinguish pricing through catagorical variables. Out of sample error rate suggests good performance for the test dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_test</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">rfr_search</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_df_scaled</span><span class="p">),</span>
                  <span class="n">name</span><span class="o">=</span><span class="s1">&#39;SalePrice&#39;</span><span class="p">)</span>
<span class="n">y_test_backtransform</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_test_backtransform</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">test_df</span><span class="o">.</span><span class="n">index</span> 
<span class="n">y_test_backtransform</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;res/prediction.csv&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h4 id="Results">Results<a class="anchor-link" href="#Results">&#182;</a></h4><p><img src="images/submission.png" alt="submission">
<img src="images/leaderboard.png" alt="leaderboard"></p>

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