BaseballDatabankNB.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>BaseballDatabankNB</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">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

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

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

    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[173]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %load BaseballDataBank.py</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">glob</span><span class="o">,</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</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">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">create_engine</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Reading-in-BaseballDatabank-csv-files">Reading in BaseballDatabank csv files<a class="anchor-link" href="#Reading-in-BaseballDatabank-csv-files">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[192]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">ls</span> baseballdatabank/core
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>AllstarFull.csv          FieldingOF.csv           PitchingPost.csv
Appearances.csv          FieldingOFsplit.csv      Salaries.csv
AwardsManagers.csv       FieldingPost.csv         Schools.csv
AwardsPlayers.csv        HallOfFame.csv           SeriesPost.csv
AwardsShareManagers.csv  HomeGames.csv            Teams.csv
AwardsSharePlayers.csv   Managers.csv             TeamsFranchises.csv
Batting.csv              ManagersHalf.csv         TeamsHalf.csv
BattingPost.csv          Parks.csv                readme2014.txt
CollegePlaying.csv       People.csv
Fielding.csv             Pitching.csv
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[194]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">read_all_databank_core_csv</span><span class="p">(</span><span class="n">directory</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    read all csv files in the specified baseball databank directory and</span>
<span class="sd">    populate a dictionary storing each of the tables keyed to its name</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">dfs</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="n">files</span> <span class="o">=</span> <span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">/*.csv&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">directory</span><span class="p">))</span>
    <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">files</span><span class="p">:</span>
        <span class="n">d</span><span class="p">,</span> <span class="n">name</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
        <span class="n">table</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">splitext</span><span class="p">(</span><span class="n">name</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
        <span class="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">f</span><span class="p">)</span>
        <span class="n">dfs</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span>
    <span class="k">return</span> <span class="n">dfs</span>

<span class="n">bbdfs</span> <span class="o">=</span> <span class="n">read_all_databank_core_csv</span><span class="p">(</span><span class="s1">&#39;baseballdatabank/core&#39;</span><span class="p">)</span>

<span class="c1"># extract a few for further processing</span>
<span class="n">batting</span> <span class="o">=</span> <span class="n">bbdfs</span><span class="p">[</span><span class="s1">&#39;Batting&#39;</span><span class="p">]</span>
<span class="n">pitching</span> <span class="o">=</span> <span class="n">bbdfs</span><span class="p">[</span><span class="s1">&#39;Pitching&#39;</span><span class="p">]</span>
<span class="n">teams</span> <span class="o">=</span> <span class="n">bbdfs</span><span class="p">[</span><span class="s1">&#39;Teams&#39;</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Taking-a-peek">Taking a peek<a class="anchor-link" href="#Taking-a-peek">&#182;</a></h2><h3 id="batting-is-year-by-year-for-each-individual-player">batting is year-by-year for each individual player<a class="anchor-link" href="#batting-is-year-by-year-for-each-individual-player">&#182;</a></h3><h3 id="teams-is-year-by-year-for-each-team">teams is year-by-year for each team<a class="anchor-link" href="#teams-is-year-by-year-for-each-team">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[175]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batting</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[175]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>teamID</th>
      <th>lgID</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>...</th>
      <th>RBI</th>
      <th>SB</th>
      <th>CS</th>
      <th>BB</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>abercda01</td>
      <td>1871</td>
      <td>1</td>
      <td>TRO</td>
      <td>NaN</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>addybo01</td>
      <td>1871</td>
      <td>1</td>
      <td>RC1</td>
      <td>NaN</td>
      <td>25</td>
      <td>118</td>
      <td>30</td>
      <td>32</td>
      <td>6</td>
      <td>...</td>
      <td>13.0</td>
      <td>8.0</td>
      <td>1.0</td>
      <td>4</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>allisar01</td>
      <td>1871</td>
      <td>1</td>
      <td>CL1</td>
      <td>NaN</td>
      <td>29</td>
      <td>137</td>
      <td>28</td>
      <td>40</td>
      <td>4</td>
      <td>...</td>
      <td>19.0</td>
      <td>3.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>5.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>allisdo01</td>
      <td>1871</td>
      <td>1</td>
      <td>WS3</td>
      <td>NaN</td>
      <td>27</td>
      <td>133</td>
      <td>28</td>
      <td>44</td>
      <td>10</td>
      <td>...</td>
      <td>27.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>2.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>ansonca01</td>
      <td>1871</td>
      <td>1</td>
      <td>RC1</td>
      <td>NaN</td>
      <td>25</td>
      <td>120</td>
      <td>29</td>
      <td>39</td>
      <td>11</td>
      <td>...</td>
      <td>16.0</td>
      <td>6.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>1.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 22 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[176]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">teams</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[176]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>yearID</th>
      <th>lgID</th>
      <th>teamID</th>
      <th>franchID</th>
      <th>divID</th>
      <th>Rank</th>
      <th>G</th>
      <th>Ghome</th>
      <th>W</th>
      <th>L</th>
      <th>...</th>
      <th>DP</th>
      <th>FP</th>
      <th>name</th>
      <th>park</th>
      <th>attendance</th>
      <th>BPF</th>
      <th>PPF</th>
      <th>teamIDBR</th>
      <th>teamIDlahman45</th>
      <th>teamIDretro</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1871</td>
      <td>NaN</td>
      <td>BS1</td>
      <td>BNA</td>
      <td>NaN</td>
      <td>3</td>
      <td>31</td>
      <td>NaN</td>
      <td>20</td>
      <td>10</td>
      <td>...</td>
      <td>24</td>
      <td>0.834</td>
      <td>Boston Red Stockings</td>
      <td>South End Grounds I</td>
      <td>NaN</td>
      <td>103</td>
      <td>98</td>
      <td>BOS</td>
      <td>BS1</td>
      <td>BS1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1871</td>
      <td>NaN</td>
      <td>CH1</td>
      <td>CNA</td>
      <td>NaN</td>
      <td>2</td>
      <td>28</td>
      <td>NaN</td>
      <td>19</td>
      <td>9</td>
      <td>...</td>
      <td>16</td>
      <td>0.829</td>
      <td>Chicago White Stockings</td>
      <td>Union Base-Ball Grounds</td>
      <td>NaN</td>
      <td>104</td>
      <td>102</td>
      <td>CHI</td>
      <td>CH1</td>
      <td>CH1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1871</td>
      <td>NaN</td>
      <td>CL1</td>
      <td>CFC</td>
      <td>NaN</td>
      <td>8</td>
      <td>29</td>
      <td>NaN</td>
      <td>10</td>
      <td>19</td>
      <td>...</td>
      <td>15</td>
      <td>0.818</td>
      <td>Cleveland Forest Citys</td>
      <td>National Association Grounds</td>
      <td>NaN</td>
      <td>96</td>
      <td>100</td>
      <td>CLE</td>
      <td>CL1</td>
      <td>CL1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1871</td>
      <td>NaN</td>
      <td>FW1</td>
      <td>KEK</td>
      <td>NaN</td>
      <td>7</td>
      <td>19</td>
      <td>NaN</td>
      <td>7</td>
      <td>12</td>
      <td>...</td>
      <td>8</td>
      <td>0.803</td>
      <td>Fort Wayne Kekiongas</td>
      <td>Hamilton Field</td>
      <td>NaN</td>
      <td>101</td>
      <td>107</td>
      <td>KEK</td>
      <td>FW1</td>
      <td>FW1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1871</td>
      <td>NaN</td>
      <td>NY2</td>
      <td>NNA</td>
      <td>NaN</td>
      <td>5</td>
      <td>33</td>
      <td>NaN</td>
      <td>16</td>
      <td>17</td>
      <td>...</td>
      <td>14</td>
      <td>0.840</td>
      <td>New York Mutuals</td>
      <td>Union Grounds (Brooklyn)</td>
      <td>NaN</td>
      <td>90</td>
      <td>88</td>
      <td>NYU</td>
      <td>NY2</td>
      <td>NY2</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 48 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Filtering-data-(Hank-Aaron's-year-by-year-batting-statistics)">Filtering data (Hank Aaron's year-by-year batting statistics)<a class="anchor-link" href="#Filtering-data-(Hank-Aaron's-year-by-year-batting-statistics)">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[177]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batting</span><span class="p">[</span><span class="n">batting</span><span class="o">.</span><span class="n">playerID</span><span class="o">==</span><span class="s1">&#39;aaronha01&#39;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[177]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>teamID</th>
      <th>lgID</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>...</th>
      <th>RBI</th>
      <th>SB</th>
      <th>CS</th>
      <th>BB</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>36886</th>
      <td>aaronha01</td>
      <td>1954</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>122</td>
      <td>468</td>
      <td>58</td>
      <td>131</td>
      <td>27</td>
      <td>...</td>
      <td>69.0</td>
      <td>2.0</td>
      <td>2.0</td>
      <td>28</td>
      <td>39.0</td>
      <td>NaN</td>
      <td>3.0</td>
      <td>6.0</td>
      <td>4.0</td>
      <td>13.0</td>
    </tr>
    <tr>
      <th>37462</th>
      <td>aaronha01</td>
      <td>1955</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>153</td>
      <td>602</td>
      <td>105</td>
      <td>189</td>
      <td>37</td>
      <td>...</td>
      <td>106.0</td>
      <td>3.0</td>
      <td>1.0</td>
      <td>49</td>
      <td>61.0</td>
      <td>5.0</td>
      <td>3.0</td>
      <td>7.0</td>
      <td>4.0</td>
      <td>20.0</td>
    </tr>
    <tr>
      <th>38117</th>
      <td>aaronha01</td>
      <td>1956</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>153</td>
      <td>609</td>
      <td>106</td>
      <td>200</td>
      <td>34</td>
      <td>...</td>
      <td>92.0</td>
      <td>2.0</td>
      <td>4.0</td>
      <td>37</td>
      <td>54.0</td>
      <td>6.0</td>
      <td>2.0</td>
      <td>5.0</td>
      <td>7.0</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>38738</th>
      <td>aaronha01</td>
      <td>1957</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>151</td>
      <td>615</td>
      <td>118</td>
      <td>198</td>
      <td>27</td>
      <td>...</td>
      <td>132.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>57</td>
      <td>58.0</td>
      <td>15.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>13.0</td>
    </tr>
    <tr>
      <th>39353</th>
      <td>aaronha01</td>
      <td>1958</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>153</td>
      <td>601</td>
      <td>109</td>
      <td>196</td>
      <td>34</td>
      <td>...</td>
      <td>95.0</td>
      <td>4.0</td>
      <td>1.0</td>
      <td>59</td>
      <td>49.0</td>
      <td>16.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>39991</th>
      <td>aaronha01</td>
      <td>1959</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>154</td>
      <td>629</td>
      <td>116</td>
      <td>223</td>
      <td>46</td>
      <td>...</td>
      <td>123.0</td>
      <td>8.0</td>
      <td>0.0</td>
      <td>51</td>
      <td>54.0</td>
      <td>17.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>9.0</td>
      <td>19.0</td>
    </tr>
    <tr>
      <th>40623</th>
      <td>aaronha01</td>
      <td>1960</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>153</td>
      <td>590</td>
      <td>102</td>
      <td>172</td>
      <td>20</td>
      <td>...</td>
      <td>126.0</td>
      <td>16.0</td>
      <td>7.0</td>
      <td>60</td>
      <td>63.0</td>
      <td>13.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>12.0</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>41260</th>
      <td>aaronha01</td>
      <td>1961</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>155</td>
      <td>603</td>
      <td>115</td>
      <td>197</td>
      <td>39</td>
      <td>...</td>
      <td>120.0</td>
      <td>21.0</td>
      <td>9.0</td>
      <td>56</td>
      <td>64.0</td>
      <td>20.0</td>
      <td>2.0</td>
      <td>1.0</td>
      <td>9.0</td>
      <td>16.0</td>
    </tr>
    <tr>
      <th>41958</th>
      <td>aaronha01</td>
      <td>1962</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>156</td>
      <td>592</td>
      <td>127</td>
      <td>191</td>
      <td>28</td>
      <td>...</td>
      <td>128.0</td>
      <td>15.0</td>
      <td>7.0</td>
      <td>66</td>
      <td>73.0</td>
      <td>14.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>6.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>42718</th>
      <td>aaronha01</td>
      <td>1963</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>161</td>
      <td>631</td>
      <td>121</td>
      <td>201</td>
      <td>29</td>
      <td>...</td>
      <td>130.0</td>
      <td>31.0</td>
      <td>5.0</td>
      <td>78</td>
      <td>94.0</td>
      <td>18.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>11.0</td>
    </tr>
    <tr>
      <th>43470</th>
      <td>aaronha01</td>
      <td>1964</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>145</td>
      <td>570</td>
      <td>103</td>
      <td>187</td>
      <td>30</td>
      <td>...</td>
      <td>95.0</td>
      <td>22.0</td>
      <td>4.0</td>
      <td>62</td>
      <td>46.0</td>
      <td>9.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>22.0</td>
    </tr>
    <tr>
      <th>44224</th>
      <td>aaronha01</td>
      <td>1965</td>
      <td>1</td>
      <td>ML1</td>
      <td>NL</td>
      <td>150</td>
      <td>570</td>
      <td>109</td>
      <td>181</td>
      <td>40</td>
      <td>...</td>
      <td>89.0</td>
      <td>24.0</td>
      <td>4.0</td>
      <td>60</td>
      <td>81.0</td>
      <td>10.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>8.0</td>
      <td>15.0</td>
    </tr>
    <tr>
      <th>44975</th>
      <td>aaronha01</td>
      <td>1966</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>158</td>
      <td>603</td>
      <td>117</td>
      <td>168</td>
      <td>23</td>
      <td>...</td>
      <td>127.0</td>
      <td>21.0</td>
      <td>3.0</td>
      <td>76</td>
      <td>96.0</td>
      <td>15.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>8.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>45749</th>
      <td>aaronha01</td>
      <td>1967</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>155</td>
      <td>600</td>
      <td>113</td>
      <td>184</td>
      <td>37</td>
      <td>...</td>
      <td>109.0</td>
      <td>17.0</td>
      <td>6.0</td>
      <td>63</td>
      <td>97.0</td>
      <td>19.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6.0</td>
      <td>11.0</td>
    </tr>
    <tr>
      <th>46535</th>
      <td>aaronha01</td>
      <td>1968</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>160</td>
      <td>606</td>
      <td>84</td>
      <td>174</td>
      <td>33</td>
      <td>...</td>
      <td>86.0</td>
      <td>28.0</td>
      <td>5.0</td>
      <td>64</td>
      <td>62.0</td>
      <td>23.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>47250</th>
      <td>aaronha01</td>
      <td>1969</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>147</td>
      <td>547</td>
      <td>100</td>
      <td>164</td>
      <td>30</td>
      <td>...</td>
      <td>97.0</td>
      <td>9.0</td>
      <td>10.0</td>
      <td>87</td>
      <td>47.0</td>
      <td>19.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>48182</th>
      <td>aaronha01</td>
      <td>1970</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>150</td>
      <td>516</td>
      <td>103</td>
      <td>154</td>
      <td>26</td>
      <td>...</td>
      <td>118.0</td>
      <td>9.0</td>
      <td>0.0</td>
      <td>74</td>
      <td>63.0</td>
      <td>15.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>6.0</td>
      <td>13.0</td>
    </tr>
    <tr>
      <th>49101</th>
      <td>aaronha01</td>
      <td>1971</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>139</td>
      <td>495</td>
      <td>95</td>
      <td>162</td>
      <td>22</td>
      <td>...</td>
      <td>118.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>71</td>
      <td>58.0</td>
      <td>21.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>9.0</td>
    </tr>
    <tr>
      <th>49984</th>
      <td>aaronha01</td>
      <td>1972</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>129</td>
      <td>449</td>
      <td>75</td>
      <td>119</td>
      <td>10</td>
      <td>...</td>
      <td>77.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>92</td>
      <td>55.0</td>
      <td>15.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>50873</th>
      <td>aaronha01</td>
      <td>1973</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>120</td>
      <td>392</td>
      <td>84</td>
      <td>118</td>
      <td>12</td>
      <td>...</td>
      <td>96.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>68</td>
      <td>51.0</td>
      <td>13.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>7.0</td>
    </tr>
    <tr>
      <th>51765</th>
      <td>aaronha01</td>
      <td>1974</td>
      <td>1</td>
      <td>ATL</td>
      <td>NL</td>
      <td>112</td>
      <td>340</td>
      <td>47</td>
      <td>91</td>
      <td>16</td>
      <td>...</td>
      <td>69.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>39</td>
      <td>29.0</td>
      <td>6.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>2.0</td>
      <td>6.0</td>
    </tr>
    <tr>
      <th>52679</th>
      <td>aaronha01</td>
      <td>1975</td>
      <td>1</td>
      <td>ML4</td>
      <td>AL</td>
      <td>137</td>
      <td>465</td>
      <td>45</td>
      <td>109</td>
      <td>16</td>
      <td>...</td>
      <td>60.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>70</td>
      <td>51.0</td>
      <td>3.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>6.0</td>
      <td>15.0</td>
    </tr>
    <tr>
      <th>53586</th>
      <td>aaronha01</td>
      <td>1976</td>
      <td>1</td>
      <td>ML4</td>
      <td>AL</td>
      <td>85</td>
      <td>271</td>
      <td>22</td>
      <td>62</td>
      <td>8</td>
      <td>...</td>
      <td>35.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>35</td>
      <td>38.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>8.0</td>
    </tr>
  </tbody>
</table>
<p>23 rows × 22 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Aggregating-data-(Hank-Aaron's-career-batting-statistics)">Aggregating data (Hank Aaron's career batting statistics)<a class="anchor-link" href="#Aggregating-data-(Hank-Aaron's-career-batting-statistics)">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[178]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batting</span><span class="p">[</span><span class="n">batting</span><span class="o">.</span><span class="n">playerID</span><span class="o">==</span><span class="s1">&#39;aaronha01&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">numeric_only</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;yearID&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[178]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>stint       23
G         3298
AB       12364
R         2174
H         3771
2B         624
3B          98
HR         755
RBI       2297
SB         240
CS          73
BB        1402
SO        1383
IBB        293
HBP         32
SH          21
SF         121
GIDP       328
dtype: int64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Adding-derived-data:-calculating-singles-(1B)-from-H,2B,3B,HR">Adding derived data: calculating singles (1B) from H,2B,3B,HR<a class="anchor-link" href="#Adding-derived-data:-calculating-singles-(1B)-from-H,2B,3B,HR">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[179]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batting</span><span class="p">[</span><span class="s1">&#39;1B&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">batting</span><span class="p">[</span><span class="s1">&#39;H&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">batting</span><span class="p">[</span><span class="s1">&#39;2B&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">batting</span><span class="p">[</span><span class="s1">&#39;3B&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">batting</span><span class="p">[</span><span class="s1">&#39;HR&#39;</span><span class="p">]</span>
<span class="n">teams</span><span class="p">[</span><span class="s1">&#39;1B&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">teams</span><span class="p">[</span><span class="s1">&#39;H&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">teams</span><span class="p">[</span><span class="s1">&#39;2B&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">teams</span><span class="p">[</span><span class="s1">&#39;3B&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">teams</span><span class="p">[</span><span class="s1">&#39;HR&#39;</span><span class="p">]</span>
<span class="n">batting</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[179]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>teamID</th>
      <th>lgID</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>...</th>
      <th>SB</th>
      <th>CS</th>
      <th>BB</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
      <th>1B</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>abercda01</td>
      <td>1871</td>
      <td>1</td>
      <td>TRO</td>
      <td>NaN</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>addybo01</td>
      <td>1871</td>
      <td>1</td>
      <td>RC1</td>
      <td>NaN</td>
      <td>25</td>
      <td>118</td>
      <td>30</td>
      <td>32</td>
      <td>6</td>
      <td>...</td>
      <td>8.0</td>
      <td>1.0</td>
      <td>4</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
      <td>26</td>
    </tr>
    <tr>
      <th>2</th>
      <td>allisar01</td>
      <td>1871</td>
      <td>1</td>
      <td>CL1</td>
      <td>NaN</td>
      <td>29</td>
      <td>137</td>
      <td>28</td>
      <td>40</td>
      <td>4</td>
      <td>...</td>
      <td>3.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>5.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.0</td>
      <td>31</td>
    </tr>
    <tr>
      <th>3</th>
      <td>allisdo01</td>
      <td>1871</td>
      <td>1</td>
      <td>WS3</td>
      <td>NaN</td>
      <td>27</td>
      <td>133</td>
      <td>28</td>
      <td>44</td>
      <td>10</td>
      <td>...</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>2.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
      <td>30</td>
    </tr>
    <tr>
      <th>4</th>
      <td>ansonca01</td>
      <td>1871</td>
      <td>1</td>
      <td>RC1</td>
      <td>NaN</td>
      <td>25</td>
      <td>120</td>
      <td>29</td>
      <td>39</td>
      <td>11</td>
      <td>...</td>
      <td>6.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>1.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0.0</td>
      <td>25</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 23 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="A-succinct-history-of-hitting-in-baseball">A succinct history of hitting in baseball<a class="anchor-link" href="#A-succinct-history-of-hitting-in-baseball">&#182;</a></h2><h3 id="(time-progresses-from-light-to-dark)">(time progresses from light to dark)<a class="anchor-link" href="#(time-progresses-from-light-to-dark)">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[180]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batting_by_year</span> <span class="o">=</span> <span class="n">batting</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;yearID&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">hit_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;1B&#39;</span><span class="p">,</span> <span class="s1">&#39;2B&#39;</span><span class="p">,</span> <span class="s1">&#39;3B&#39;</span><span class="p">,</span> <span class="s1">&#39;HR&#39;</span><span class="p">,</span> <span class="s1">&#39;SO&#39;</span><span class="p">,</span> <span class="s1">&#39;BB&#39;</span><span class="p">]</span>

<span class="c1">#pg = sns.pairplot(batting_by_year, size=2, vars=hit_vars, hue=&#39;yearID&#39;, palette=&#39;Blues&#39;)</span>
<span class="c1">#pg.hue_names = [&quot;_nolegend_&quot;]</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">PairGrid</span><span class="p">(</span><span class="n">batting_by_year</span><span class="p">,</span> <span class="nb">vars</span><span class="o">=</span><span class="n">hit_vars</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;yearID&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s1">&#39;Blues&#39;</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">map_diag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">map_offdiag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">40</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABDsAAAQwCAYAAADrdFXhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="The-correlation-of-hitting-statistics">The correlation of hitting statistics<a class="anchor-link" href="#The-correlation-of-hitting-statistics">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[181]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">batting_by_year</span><span class="p">[</span><span class="n">hit_vars</span><span class="p">]</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[181]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a30ec0748&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAV0AAAD8CAYAAADUv3dIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Grouping-batting-data-by-player">Grouping batting data by player<a class="anchor-link" href="#Grouping-batting-data-by-player">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[182]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pl_bat</span> <span class="o">=</span> <span class="n">batting</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;playerID&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">bbdfs</span><span class="p">[</span><span class="s1">&#39;CareerBatting&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pl_bat</span>
<span class="n">pl_bat</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[182]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>3B</th>
      <th>HR</th>
      <th>...</th>
      <th>SB</th>
      <th>CS</th>
      <th>BB</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
      <th>1B</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>aardsda01</td>
      <td>18084</td>
      <td>9</td>
      <td>331</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>aaronha01</td>
      <td>45195</td>
      <td>23</td>
      <td>3298</td>
      <td>12364</td>
      <td>2174</td>
      <td>3771</td>
      <td>624</td>
      <td>98</td>
      <td>755</td>
      <td>...</td>
      <td>240.0</td>
      <td>73.0</td>
      <td>1402</td>
      <td>1383.0</td>
      <td>293.0</td>
      <td>32.0</td>
      <td>21.0</td>
      <td>121.0</td>
      <td>328.0</td>
      <td>2294</td>
    </tr>
    <tr>
      <th>2</th>
      <td>aaronto01</td>
      <td>13768</td>
      <td>7</td>
      <td>437</td>
      <td>944</td>
      <td>102</td>
      <td>216</td>
      <td>42</td>
      <td>6</td>
      <td>13</td>
      <td>...</td>
      <td>9.0</td>
      <td>8.0</td>
      <td>86</td>
      <td>145.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>9.0</td>
      <td>6.0</td>
      <td>36.0</td>
      <td>155</td>
    </tr>
    <tr>
      <th>3</th>
      <td>aasedo01</td>
      <td>25786</td>
      <td>13</td>
      <td>448</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>abadan01</td>
      <td>6010</td>
      <td>3</td>
      <td>15</td>
      <td>21</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>4</td>
      <td>5.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>2</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Adding-more-derived-data:-The-Slash-Line-(BA-/-OBP-/-SLG)">Adding more derived data: The Slash Line (BA / OBP / SLG)<a class="anchor-link" href="#Adding-more-derived-data:-The-Slash-Line-(BA-/-OBP-/-SLG)">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[183]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;BA&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;H&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;AB&#39;</span><span class="p">]</span>
<span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;OBP&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;H&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;BB&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;HBP&#39;</span><span class="p">])</span> <span class="o">/</span> <span class="p">(</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;AB&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;BB&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;HBP&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;SF&#39;</span><span class="p">])</span>
<span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;SLG&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;1B&#39;</span><span class="p">]</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;2B&#39;</span><span class="p">]</span><span class="o">+</span><span class="mi">3</span><span class="o">*</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;3B&#39;</span><span class="p">]</span><span class="o">+</span><span class="mi">4</span><span class="o">*</span><span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;HR&#39;</span><span class="p">])</span> <span class="o">/</span> <span class="n">pl_bat</span><span class="p">[</span><span class="s1">&#39;AB&#39;</span><span class="p">]</span>
<span class="n">pl_bat</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[183]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>3B</th>
      <th>HR</th>
      <th>...</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
      <th>1B</th>
      <th>BA</th>
      <th>OBP</th>
      <th>SLG</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>aardsda01</td>
      <td>18084</td>
      <td>9</td>
      <td>331</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>aaronha01</td>
      <td>45195</td>
      <td>23</td>
      <td>3298</td>
      <td>12364</td>
      <td>2174</td>
      <td>3771</td>
      <td>624</td>
      <td>98</td>
      <td>755</td>
      <td>...</td>
      <td>1383.0</td>
      <td>293.0</td>
      <td>32.0</td>
      <td>21.0</td>
      <td>121.0</td>
      <td>328.0</td>
      <td>2294</td>
      <td>0.304998</td>
      <td>0.373949</td>
      <td>0.554513</td>
    </tr>
    <tr>
      <th>2</th>
      <td>aaronto01</td>
      <td>13768</td>
      <td>7</td>
      <td>437</td>
      <td>944</td>
      <td>102</td>
      <td>216</td>
      <td>42</td>
      <td>6</td>
      <td>13</td>
      <td>...</td>
      <td>145.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>9.0</td>
      <td>6.0</td>
      <td>36.0</td>
      <td>155</td>
      <td>0.228814</td>
      <td>0.291506</td>
      <td>0.327331</td>
    </tr>
    <tr>
      <th>3</th>
      <td>aasedo01</td>
      <td>25786</td>
      <td>13</td>
      <td>448</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>abadan01</td>
      <td>6010</td>
      <td>3</td>
      <td>15</td>
      <td>21</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>5.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>0.095238</td>
      <td>0.240000</td>
      <td>0.095238</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 24 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Filtering-data-part-2">Filtering data part 2<a class="anchor-link" href="#Filtering-data-part-2">&#182;</a></h2><h3 id="Top-all-time-slugging-percentages-(at-least-100-AB)">Top all-time slugging percentages (at least 100 AB)<a class="anchor-link" href="#Top-all-time-slugging-percentages-(at-least-100-AB)">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[184]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pl_bat</span><span class="p">[</span><span class="n">pl_bat</span><span class="o">.</span><span class="n">AB</span> <span class="o">&gt;=</span> <span class="mi">100</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;SLG&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">30</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[184]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>3B</th>
      <th>HR</th>
      <th>...</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
      <th>1B</th>
      <th>BA</th>
      <th>OBP</th>
      <th>SLG</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>15065</th>
      <td>ruthba01</td>
      <td>42339</td>
      <td>22</td>
      <td>2503</td>
      <td>8398</td>
      <td>2174</td>
      <td>2873</td>
      <td>506</td>
      <td>136</td>
      <td>714</td>
      <td>...</td>
      <td>1330.0</td>
      <td>0.0</td>
      <td>43.0</td>
      <td>113.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>1517</td>
      <td>0.342105</td>
      <td>0.473960</td>
      <td>0.689807</td>
    </tr>
    <tr>
      <th>18629</th>
      <td>willite01</td>
      <td>37057</td>
      <td>19</td>
      <td>2292</td>
      <td>7706</td>
      <td>1798</td>
      <td>2654</td>
      <td>525</td>
      <td>71</td>
      <td>521</td>
      <td>...</td>
      <td>709.0</td>
      <td>86.0</td>
      <td>39.0</td>
      <td>5.0</td>
      <td>20.0</td>
      <td>197.0</td>
      <td>1537</td>
      <td>0.344407</td>
      <td>0.481709</td>
      <td>0.633792</td>
    </tr>
    <tr>
      <th>6115</th>
      <td>gehrilo01</td>
      <td>32827</td>
      <td>17</td>
      <td>2164</td>
      <td>8001</td>
      <td>1888</td>
      <td>2721</td>
      <td>534</td>
      <td>163</td>
      <td>493</td>
      <td>...</td>
      <td>790.0</td>
      <td>0.0</td>
      <td>45.0</td>
      <td>106.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>1531</td>
      <td>0.340082</td>
      <td>0.447352</td>
      <td>0.632421</td>
    </tr>
    <tr>
      <th>8014</th>
      <td>hoskirh01</td>
      <td>2017</td>
      <td>1</td>
      <td>50</td>
      <td>170</td>
      <td>37</td>
      <td>44</td>
      <td>7</td>
      <td>0</td>
      <td>18</td>
      <td>...</td>
      <td>46.0</td>
      <td>1.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>2.0</td>
      <td>19</td>
      <td>0.258824</td>
      <td>0.396226</td>
      <td>0.617647</td>
    </tr>
    <tr>
      <th>5675</th>
      <td>foxxji01</td>
      <td>40634</td>
      <td>22</td>
      <td>2317</td>
      <td>8134</td>
      <td>1751</td>
      <td>2646</td>
      <td>458</td>
      <td>125</td>
      <td>534</td>
      <td>...</td>
      <td>1311.0</td>
      <td>0.0</td>
      <td>13.0</td>
      <td>71.0</td>
      <td>0.0</td>
      <td>69.0</td>
      <td>1529</td>
      <td>0.325301</td>
      <td>0.428274</td>
      <td>0.609294</td>
    </tr>
    <tr>
      <th>1563</th>
      <td>bondsba01</td>
      <td>43923</td>
      <td>22</td>
      <td>2986</td>
      <td>9847</td>
      <td>2227</td>
      <td>2935</td>
      <td>601</td>
      <td>77</td>
      <td>762</td>
      <td>...</td>
      <td>1539.0</td>
      <td>688.0</td>
      <td>106.0</td>
      <td>4.0</td>
      <td>91.0</td>
      <td>165.0</td>
      <td>1495</td>
      <td>0.298060</td>
      <td>0.444295</td>
      <td>0.606885</td>
    </tr>
    <tr>
      <th>6660</th>
      <td>greenha01</td>
      <td>25201</td>
      <td>13</td>
      <td>1394</td>
      <td>5193</td>
      <td>1051</td>
      <td>1628</td>
      <td>379</td>
      <td>71</td>
      <td>331</td>
      <td>...</td>
      <td>844.0</td>
      <td>0.0</td>
      <td>16.0</td>
      <td>35.0</td>
      <td>0.0</td>
      <td>66.0</td>
      <td>847</td>
      <td>0.313499</td>
      <td>0.411813</td>
      <td>0.605045</td>
    </tr>
    <tr>
      <th>12895</th>
      <td>olsonma02</td>
      <td>4033</td>
      <td>2</td>
      <td>70</td>
      <td>210</td>
      <td>36</td>
      <td>51</td>
      <td>3</td>
      <td>0</td>
      <td>24</td>
      <td>...</td>
      <td>64.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>7.0</td>
      <td>24</td>
      <td>0.242857</td>
      <td>0.348361</td>
      <td>0.600000</td>
    </tr>
    <tr>
      <th>903</th>
      <td>bassjo01</td>
      <td>5620</td>
      <td>3</td>
      <td>25</td>
      <td>100</td>
      <td>19</td>
      <td>29</td>
      <td>2</td>
      <td>10</td>
      <td>3</td>
      <td>...</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>14</td>
      <td>0.290000</td>
      <td>0.310680</td>
      <td>0.600000</td>
    </tr>
    <tr>
      <th>8808</th>
      <td>judgeaa01</td>
      <td>4033</td>
      <td>2</td>
      <td>182</td>
      <td>626</td>
      <td>138</td>
      <td>169</td>
      <td>26</td>
      <td>3</td>
      <td>56</td>
      <td>...</td>
      <td>250.0</td>
      <td>11.0</td>
      <td>6.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>17.0</td>
      <td>84</td>
      <td>0.269968</td>
      <td>0.402329</td>
      <td>0.589457</td>
    </tr>
    <tr>
      <th>11291</th>
      <td>mcgwima01</td>
      <td>33893</td>
      <td>18</td>
      <td>1874</td>
      <td>6187</td>
      <td>1167</td>
      <td>1626</td>
      <td>252</td>
      <td>6</td>
      <td>583</td>
      <td>...</td>
      <td>1596.0</td>
      <td>150.0</td>
      <td>75.0</td>
      <td>3.0</td>
      <td>78.0</td>
      <td>147.0</td>
      <td>785</td>
      <td>0.262809</td>
      <td>0.394149</td>
      <td>0.588169</td>
    </tr>
    <tr>
      <th>14118</th>
      <td>ramirma02</td>
      <td>42056</td>
      <td>23</td>
      <td>2302</td>
      <td>8244</td>
      <td>1544</td>
      <td>2574</td>
      <td>547</td>
      <td>20</td>
      <td>555</td>
      <td>...</td>
      <td>1813.0</td>
      <td>216.0</td>
      <td>109.0</td>
      <td>2.0</td>
      <td>90.0</td>
      <td>243.0</td>
      <td>1452</td>
      <td>0.312227</td>
      <td>0.410561</td>
      <td>0.585395</td>
    </tr>
    <tr>
      <th>1112</th>
      <td>bellico01</td>
      <td>2017</td>
      <td>1</td>
      <td>132</td>
      <td>480</td>
      <td>87</td>
      <td>128</td>
      <td>26</td>
      <td>4</td>
      <td>39</td>
      <td>...</td>
      <td>146.0</td>
      <td>13.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>5.0</td>
      <td>59</td>
      <td>0.266667</td>
      <td>0.352190</td>
      <td>0.581250</td>
    </tr>
    <tr>
      <th>4432</th>
      <td>dimagjo01</td>
      <td>25264</td>
      <td>13</td>
      <td>1736</td>
      <td>6821</td>
      <td>1390</td>
      <td>2214</td>
      <td>389</td>
      <td>131</td>
      <td>361</td>
      <td>...</td>
      <td>369.0</td>
      <td>0.0</td>
      <td>46.0</td>
      <td>14.0</td>
      <td>0.0</td>
      <td>130.0</td>
      <td>1333</td>
      <td>0.324586</td>
      <td>0.398328</td>
      <td>0.578801</td>
    </tr>
    <tr>
      <th>3715</th>
      <td>cromedt01</td>
      <td>4001</td>
      <td>2</td>
      <td>85</td>
      <td>104</td>
      <td>14</td>
      <td>32</td>
      <td>7</td>
      <td>0</td>
      <td>7</td>
      <td>...</td>
      <td>33.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>18</td>
      <td>0.307692</td>
      <td>0.327434</td>
      <td>0.576923</td>
    </tr>
    <tr>
      <th>8000</th>
      <td>hornsro01</td>
      <td>46231</td>
      <td>25</td>
      <td>2259</td>
      <td>8173</td>
      <td>1579</td>
      <td>2930</td>
      <td>541</td>
      <td>169</td>
      <td>301</td>
      <td>...</td>
      <td>679.0</td>
      <td>0.0</td>
      <td>48.0</td>
      <td>216.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>1919</td>
      <td>0.358497</td>
      <td>0.433740</td>
      <td>0.576532</td>
    </tr>
    <tr>
      <th>15199</th>
      <td>sanchga02</td>
      <td>6048</td>
      <td>3</td>
      <td>177</td>
      <td>674</td>
      <td>113</td>
      <td>191</td>
      <td>32</td>
      <td>0</td>
      <td>53</td>
      <td>...</td>
      <td>178.0</td>
      <td>3.0</td>
      <td>12.0</td>
      <td>0.0</td>
      <td>6.0</td>
      <td>14.0</td>
      <td>106</td>
      <td>0.283383</td>
      <td>0.353175</td>
      <td>0.566766</td>
    </tr>
    <tr>
      <th>17513</th>
      <td>troutmi01</td>
      <td>14098</td>
      <td>7</td>
      <td>925</td>
      <td>3399</td>
      <td>692</td>
      <td>1040</td>
      <td>200</td>
      <td>40</td>
      <td>201</td>
      <td>...</td>
      <td>874.0</td>
      <td>61.0</td>
      <td>55.0</td>
      <td>0.0</td>
      <td>40.0</td>
      <td>47.0</td>
      <td>599</td>
      <td>0.305972</td>
      <td>0.409840</td>
      <td>0.565755</td>
    </tr>
    <tr>
      <th>17998</th>
      <td>walkela01</td>
      <td>35953</td>
      <td>19</td>
      <td>1988</td>
      <td>6907</td>
      <td>1355</td>
      <td>2160</td>
      <td>471</td>
      <td>62</td>
      <td>383</td>
      <td>...</td>
      <td>1231.0</td>
      <td>117.0</td>
      <td>138.0</td>
      <td>7.0</td>
      <td>65.0</td>
      <td>153.0</td>
      <td>1244</td>
      <td>0.312726</td>
      <td>0.400224</td>
      <td>0.565224</td>
    </tr>
    <tr>
      <th>1100</th>
      <td>belleal01</td>
      <td>23934</td>
      <td>12</td>
      <td>1539</td>
      <td>5853</td>
      <td>974</td>
      <td>1726</td>
      <td>389</td>
      <td>21</td>
      <td>381</td>
      <td>...</td>
      <td>961.0</td>
      <td>91.0</td>
      <td>55.0</td>
      <td>4.0</td>
      <td>78.0</td>
      <td>193.0</td>
      <td>935</td>
      <td>0.294892</td>
      <td>0.369471</td>
      <td>0.563813</td>
    </tr>
    <tr>
      <th>11860</th>
      <td>mizejo01</td>
      <td>31118</td>
      <td>17</td>
      <td>1884</td>
      <td>6443</td>
      <td>1118</td>
      <td>2011</td>
      <td>367</td>
      <td>83</td>
      <td>359</td>
      <td>...</td>
      <td>524.0</td>
      <td>0.0</td>
      <td>52.0</td>
      <td>20.0</td>
      <td>0.0</td>
      <td>99.0</td>
      <td>1202</td>
      <td>0.312122</td>
      <td>0.397089</td>
      <td>0.562005</td>
    </tr>
    <tr>
      <th>13965</th>
      <td>pujolal01</td>
      <td>34153</td>
      <td>17</td>
      <td>2575</td>
      <td>9731</td>
      <td>1723</td>
      <td>2968</td>
      <td>619</td>
      <td>16</td>
      <td>614</td>
      <td>...</td>
      <td>1146.0</td>
      <td>307.0</td>
      <td>102.0</td>
      <td>1.0</td>
      <td>103.0</td>
      <td>362.0</td>
      <td>1719</td>
      <td>0.305005</td>
      <td>0.386252</td>
      <td>0.561196</td>
    </tr>
    <tr>
      <th>6447</th>
      <td>gonzaju03</td>
      <td>33949</td>
      <td>17</td>
      <td>1689</td>
      <td>6556</td>
      <td>1061</td>
      <td>1936</td>
      <td>388</td>
      <td>25</td>
      <td>434</td>
      <td>...</td>
      <td>1273.0</td>
      <td>74.0</td>
      <td>62.0</td>
      <td>2.0</td>
      <td>78.0</td>
      <td>184.0</td>
      <td>1089</td>
      <td>0.295302</td>
      <td>0.343213</td>
      <td>0.560708</td>
    </tr>
    <tr>
      <th>12366</th>
      <td>musiast01</td>
      <td>42951</td>
      <td>22</td>
      <td>3026</td>
      <td>10972</td>
      <td>1949</td>
      <td>3630</td>
      <td>725</td>
      <td>177</td>
      <td>475</td>
      <td>...</td>
      <td>696.0</td>
      <td>127.0</td>
      <td>53.0</td>
      <td>35.0</td>
      <td>53.0</td>
      <td>243.0</td>
      <td>2253</td>
      <td>0.330842</td>
      <td>0.416660</td>
      <td>0.559059</td>
    </tr>
    <tr>
      <th>11001</th>
      <td>mayswi01</td>
      <td>45145</td>
      <td>24</td>
      <td>2992</td>
      <td>10881</td>
      <td>2062</td>
      <td>3283</td>
      <td>523</td>
      <td>140</td>
      <td>660</td>
      <td>...</td>
      <td>1526.0</td>
      <td>192.0</td>
      <td>44.0</td>
      <td>13.0</td>
      <td>91.0</td>
      <td>251.0</td>
      <td>1960</td>
      <td>0.301719</td>
      <td>0.383894</td>
      <td>0.557486</td>
    </tr>
    <tr>
      <th>10652</th>
      <td>mantlmi01</td>
      <td>35271</td>
      <td>18</td>
      <td>2401</td>
      <td>8102</td>
      <td>1677</td>
      <td>2415</td>
      <td>344</td>
      <td>72</td>
      <td>536</td>
      <td>...</td>
      <td>1710.0</td>
      <td>126.0</td>
      <td>13.0</td>
      <td>14.0</td>
      <td>47.0</td>
      <td>113.0</td>
      <td>1463</td>
      <td>0.298075</td>
      <td>0.420515</td>
      <td>0.556776</td>
    </tr>
    <tr>
      <th>17215</th>
      <td>thomafr04</td>
      <td>39989</td>
      <td>21</td>
      <td>2322</td>
      <td>8199</td>
      <td>1494</td>
      <td>2468</td>
      <td>495</td>
      <td>12</td>
      <td>521</td>
      <td>...</td>
      <td>1397.0</td>
      <td>168.0</td>
      <td>87.0</td>
      <td>0.0</td>
      <td>121.0</td>
      <td>226.0</td>
      <td>1440</td>
      <td>0.301012</td>
      <td>0.419099</td>
      <td>0.554946</td>
    </tr>
    <tr>
      <th>1</th>
      <td>aaronha01</td>
      <td>45195</td>
      <td>23</td>
      <td>3298</td>
      <td>12364</td>
      <td>2174</td>
      <td>3771</td>
      <td>624</td>
      <td>98</td>
      <td>755</td>
      <td>...</td>
      <td>1383.0</td>
      <td>293.0</td>
      <td>32.0</td>
      <td>21.0</td>
      <td>121.0</td>
      <td>328.0</td>
      <td>2294</td>
      <td>0.304998</td>
      <td>0.373949</td>
      <td>0.554513</td>
    </tr>
    <tr>
      <th>16498</th>
      <td>stantmi03</td>
      <td>16108</td>
      <td>8</td>
      <td>986</td>
      <td>3577</td>
      <td>576</td>
      <td>960</td>
      <td>202</td>
      <td>10</td>
      <td>267</td>
      <td>...</td>
      <td>1140.0</td>
      <td>74.0</td>
      <td>36.0</td>
      <td>0.0</td>
      <td>19.0</td>
      <td>73.0</td>
      <td>481</td>
      <td>0.268381</td>
      <td>0.360039</td>
      <td>0.554375</td>
    </tr>
    <tr>
      <th>17240</th>
      <td>thomeji01</td>
      <td>50065</td>
      <td>28</td>
      <td>2543</td>
      <td>8422</td>
      <td>1583</td>
      <td>2328</td>
      <td>451</td>
      <td>26</td>
      <td>612</td>
      <td>...</td>
      <td>2548.0</td>
      <td>173.0</td>
      <td>69.0</td>
      <td>1.0</td>
      <td>74.0</td>
      <td>165.0</td>
      <td>1239</td>
      <td>0.276419</td>
      <td>0.401862</td>
      <td>0.554144</td>
    </tr>
  </tbody>
</table>
<p>30 rows × 24 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Sabermetrics:-the-&quot;Pythagorean&quot;-theorem-of-baseball">Sabermetrics: the "Pythagorean" theorem of baseball<a class="anchor-link" href="#Sabermetrics:-the-&quot;Pythagorean&quot;-theorem-of-baseball">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[185]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Observed_WinRatio&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">teams</span><span class="o">.</span><span class="n">W</span><span class="o">/</span><span class="n">teams</span><span class="o">.</span><span class="n">G</span>
<span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Expected_WinRatio_183&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="p">(</span><span class="n">teams</span><span class="o">.</span><span class="n">RA</span><span class="o">/</span><span class="n">teams</span><span class="o">.</span><span class="n">R</span><span class="p">)</span><span class="o">**</span><span class="mf">1.83</span><span class="p">)</span>
<span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Expected_WinRatio_2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="p">(</span><span class="n">teams</span><span class="o">.</span><span class="n">RA</span><span class="o">/</span><span class="n">teams</span><span class="o">.</span><span class="n">R</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
<span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Overachieving&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Observed_WinRatio&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Expected_WinRatio_183&#39;</span><span class="p">]</span>
<span class="n">teams</span><span class="p">[</span><span class="s1">&#39;Fraction_Runs&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">teams</span><span class="o">.</span><span class="n">R</span><span class="o">/</span><span class="p">(</span><span class="n">teams</span><span class="o">.</span><span class="n">R</span> <span class="o">+</span> <span class="n">teams</span><span class="o">.</span><span class="n">RA</span><span class="p">)</span>
<span class="n">teams</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="s1">&#39;Expected_WinRatio_2&#39;</span><span class="p">,</span> <span class="s1">&#39;Observed_WinRatio&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[185]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a3c4de780&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYYAAAELCAYAAADdriHjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Writing-all-the-dataframes-to-a-SQL-database">Writing all the dataframes to a SQL database<a class="anchor-link" href="#Writing-all-the-dataframes-to-a-SQL-database">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[186]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">write_all_tables_to_sqlite</span><span class="p">(</span><span class="n">dfs</span><span class="p">,</span> <span class="n">sql_filename</span><span class="p">):</span>
    <span class="n">engine</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="s1">&#39;sqlite:///</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sql_filename</span><span class="p">))</span>
    <span class="k">for</span> <span class="n">table</span><span class="p">,</span> <span class="n">df</span> <span class="ow">in</span> <span class="n">dfs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
        <span class="n">df</span><span class="o">.</span><span class="n">to_sql</span><span class="p">(</span><span class="n">table</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">engine</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    <span class="n">engine</span><span class="o">.</span><span class="n">dispose</span><span class="p">()</span>
    
<span class="n">sqlite_filename</span> <span class="o">=</span> <span class="s1">&#39;bbdb.sqlite&#39;</span>
<span class="k">try</span><span class="p">:</span>
    <span class="n">os</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">sqlite_filename</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">FileNotFoundError</span><span class="p">:</span>
    <span class="k">pass</span>
<span class="n">write_all_tables_to_sqlite</span><span class="p">(</span><span class="n">bbdfs</span><span class="p">,</span> <span class="n">sqlite_filename</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Make-SQL-query-to-Baseball-DB">Make SQL query to Baseball DB<a class="anchor-link" href="#Make-SQL-query-to-Baseball-DB">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[187]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">engine</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="s1">&#39;sqlite:///bbdb.sqlite&#39;</span><span class="p">)</span>

<span class="n">top_slugging</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql_query</span><span class="p">(</span><span class="s1">&#39;select * from CareerBatting where AB&gt;= 100 order by SLG desc limit 30&#39;</span><span class="p">,</span> <span class="n">engine</span><span class="p">)</span>
<span class="n">top_slugging</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[187]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<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>playerID</th>
      <th>yearID</th>
      <th>stint</th>
      <th>G</th>
      <th>AB</th>
      <th>R</th>
      <th>H</th>
      <th>2B</th>
      <th>3B</th>
      <th>HR</th>
      <th>...</th>
      <th>SO</th>
      <th>IBB</th>
      <th>HBP</th>
      <th>SH</th>
      <th>SF</th>
      <th>GIDP</th>
      <th>1B</th>
      <th>BA</th>
      <th>OBP</th>
      <th>SLG</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>ruthba01</td>
      <td>42339</td>
      <td>22</td>
      <td>2503</td>
      <td>8398</td>
      <td>2174</td>
      <td>2873</td>
      <td>506</td>
      <td>136</td>
      <td>714</td>
      <td>...</td>
      <td>1330.0</td>
      <td>0.0</td>
      <td>43.0</td>
      <td>113.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>1517</td>
      <td>0.342105</td>
      <td>0.473960</td>
      <td>0.689807</td>
    </tr>
    <tr>
      <th>1</th>
      <td>willite01</td>
      <td>37057</td>
      <td>19</td>
      <td>2292</td>
      <td>7706</td>
      <td>1798</td>
      <td>2654</td>
      <td>525</td>
      <td>71</td>
      <td>521</td>
      <td>...</td>
      <td>709.0</td>
      <td>86.0</td>
      <td>39.0</td>
      <td>5.0</td>
      <td>20.0</td>
      <td>197.0</td>
      <td>1537</td>
      <td>0.344407</td>
      <td>0.481709</td>
      <td>0.633792</td>
    </tr>
    <tr>
      <th>2</th>
      <td>gehrilo01</td>
      <td>32827</td>
      <td>17</td>
      <td>2164</td>
      <td>8001</td>
      <td>1888</td>
      <td>2721</td>
      <td>534</td>
      <td>163</td>
      <td>493</td>
      <td>...</td>
      <td>790.0</td>
      <td>0.0</td>
      <td>45.0</td>
      <td>106.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>1531</td>
      <td>0.340082</td>
      <td>0.447352</td>
      <td>0.632421</td>
    </tr>
    <tr>
      <th>3</th>
      <td>hoskirh01</td>
      <td>2017</td>
      <td>1</td>
      <td>50</td>
      <td>170</td>
      <td>37</td>
      <td>44</td>
      <td>7</td>
      <td>0</td>
      <td>18</td>
      <td>...</td>
      <td>46.0</td>
      <td>1.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>2.0</td>
      <td>19</td>
      <td>0.258824</td>
      <td>0.396226</td>
      <td>0.617647</td>
    </tr>
    <tr>
      <th>4</th>
      <td>foxxji01</td>
      <td>40634</td>
      <td>22</td>
      <td>2317</td>
      <td>8134</td>
      <td>1751</td>
      <td>2646</td>
      <td>458</td>
      <td>125</td>
      <td>534</td>
      <td>...</td>
      <td>1311.0</td>
      <td>0.0</td>
      <td>13.0</td>
      <td>71.0</td>
      <td>0.0</td>
      <td>69.0</td>
      <td>1529</td>
      <td>0.325301</td>
      <td>0.428274</td>
      <td>0.609294</td>
    </tr>
    <tr>
      <th>5</th>
      <td>bondsba01</td>
      <td>43923</td>
      <td>22</td>
      <td>2986</td>
      <td>9847</td>
      <td>2227</td>
      <td>2935</td>
      <td>601</td>
      <td>77</td>
      <td>762</td>
      <td>...</td>
      <td>1539.0</td>
      <td>688.0</td>
      <td>106.0</td>
      <td>4.0</td>
      <td>91.0</td>
      <td>165.0</td>
      <td>1495</td>
      <td>0.298060</td>
      <td>0.444295</td>
      <td>0.606885</td>
    </tr>
    <tr>
      <th>6</th>
      <td>greenha01</td>
      <td>25201</td>
      <td>13</td>
      <td>1394</td>
      <td>5193</td>
      <td>1051</td>
      <td>1628</td>
      <td>379</td>
      <td>71</td>
      <td>331</td>
      <td>...</td>
      <td>844.0</td>
      <td>0.0</td>
      <td>16.0</td>
      <td>35.0</td>
      <td>0.0</td>
      <td>66.0</td>
      <td>847</td>
      <td>0.313499</td>
      <td>0.411813</td>
      <td>0.605045</td>
    </tr>
    <tr>
      <th>7</th>
      <td>bassjo01</td>
      <td>5620</td>
      <td>3</td>
      <td>25</td>
      <td>100</td>
      <td>19</td>
      <td>29</td>
      <td>2</td>
      <td>10</td>
      <td>3</td>
      <td>...</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>14</td>
      <td>0.290000</td>
      <td>0.310680</td>
      <td>0.600000</td>
    </tr>
    <tr>
      <th>8</th>
      <td>olsonma02</td>
      <td>4033</td>
      <td>2</td>
      <td>70</td>
      <td>210</td>
      <td>36</td>
      <td>51</td>
      <td>3</td>
      <td>0</td>
      <td>24</td>
      <td>...</td>
      <td>64.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>7.0</td>
      <td>24</td>
      <td>0.242857</td>
      <td>0.348361</td>
      <td>0.600000</td>
    </tr>
    <tr>
      <th>9</th>
      <td>judgeaa01</td>
      <td>4033</td>
      <td>2</td>
      <td>182</td>
      <td>626</td>
      <td>138</td>
      <td>169</td>
      <td>26</td>
      <td>3</td>
      <td>56</td>
      <td>...</td>
      <td>250.0</td>
      <td>11.0</td>
      <td>6.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>17.0</td>
      <td>84</td>
      <td>0.269968</td>
      <td>0.402329</td>
      <td>0.589457</td>
    </tr>
    <tr>
      <th>10</th>
      <td>mcgwima01</td>
      <td>33893</td>
      <td>18</td>
      <td>1874</td>
      <td>6187</td>
      <td>1167</td>
      <td>1626</td>
      <td>252</td>
      <td>6</td>
      <td>583</td>
      <td>...</td>
      <td>1596.0</td>
      <td>150.0</td>
      <td>75.0</td>
      <td>3.0</td>
      <td>78.0</td>
      <td>147.0</td>
      <td>785</td>
      <td>0.262809</td>
      <td>0.394149</td>
      <td>0.588169</td>
    </tr>
    <tr>
      <th>11</th>
      <td>ramirma02</td>
      <td>42056</td>
      <td>23</td>
      <td>2302</td>
      <td>8244</td>
      <td>1544</td>
      <td>2574</td>
      <td>547</td>
      <td>20</td>
      <td>555</td>
      <td>...</td>
      <td>1813.0</td>
      <td>216.0</td>
      <td>109.0</td>
      <td>2.0</td>
      <td>90.0</td>
      <td>243.0</td>
      <td>1452</td>
      <td>0.312227</td>
      <td>0.410561</td>
      <td>0.585395</td>
    </tr>
    <tr>
      <th>12</th>
      <td>bellico01</td>
      <td>2017</td>
      <td>1</td>
      <td>132</td>
      <td>480</td>
      <td>87</td>
      <td>128</td>
      <td>26</td>
      <td>4</td>
      <td>39</td>
      <td>...</td>
      <td>146.0</td>
      <td>13.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>5.0</td>
      <td>59</td>
      <td>0.266667</td>
      <td>0.352190</td>
      <td>0.581250</td>
    </tr>
    <tr>
      <th>13</th>
      <td>dimagjo01</td>
      <td>25264</td>
      <td>13</td>
      <td>1736</td>
      <td>6821</td>
      <td>1390</td>
      <td>2214</td>
      <td>389</td>
      <td>131</td>
      <td>361</td>
      <td>...</td>
      <td>369.0</td>
      <td>0.0</td>
      <td>46.0</td>
      <td>14.0</td>
      <td>0.0</td>
      <td>130.0</td>
      <td>1333</td>
      <td>0.324586</td>
      <td>0.398328</td>
      <td>0.578801</td>
    </tr>
    <tr>
      <th>14</th>
      <td>cromedt01</td>
      <td>4001</td>
      <td>2</td>
      <td>85</td>
      <td>104</td>
      <td>14</td>
      <td>32</td>
      <td>7</td>
      <td>0</td>
      <td>7</td>
      <td>...</td>
      <td>33.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>18</td>
      <td>0.307692</td>
      <td>0.327434</td>
      <td>0.576923</td>
    </tr>
    <tr>
      <th>15</th>
      <td>hornsro01</td>
      <td>46231</td>
      <td>25</td>
      <td>2259</td>
      <td>8173</td>
      <td>1579</td>
      <td>2930</td>
      <td>541</td>
      <td>169</td>
      <td>301</td>
      <td>...</td>
      <td>679.0</td>
      <td>0.0</td>
      <td>48.0</td>
      <td>216.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>1919</td>
      <td>0.358497</td>
      <td>0.433740</td>
      <td>0.576532</td>
    </tr>
    <tr>
      <th>16</th>
      <td>sanchga02</td>
      <td>6048</td>
      <td>3</td>
      <td>177</td>
      <td>674</td>
      <td>113</td>
      <td>191</td>
      <td>32</td>
      <td>0</td>
      <td>53</td>
      <td>...</td>
      <td>178.0</td>
      <td>3.0</td>
      <td>12.0</td>
      <td>0.0</td>
      <td>6.0</td>
      <td>14.0</td>
      <td>106</td>
      <td>0.283383</td>
      <td>0.353175</td>
      <td>0.566766</td>
    </tr>
    <tr>
      <th>17</th>
      <td>troutmi01</td>
      <td>14098</td>
      <td>7</td>
      <td>925</td>
      <td>3399</td>
      <td>692</td>
      <td>1040</td>
      <td>200</td>
      <td>40</td>
      <td>201</td>
      <td>...</td>
      <td>874.0</td>
      <td>61.0</td>
      <td>55.0</td>
      <td>0.0</td>
      <td>40.0</td>
      <td>47.0</td>
      <td>599</td>
      <td>0.305972</td>
      <td>0.409840</td>
      <td>0.565755</td>
    </tr>
    <tr>
      <th>18</th>
      <td>walkela01</td>
      <td>35953</td>
      <td>19</td>
      <td>1988</td>
      <td>6907</td>
      <td>1355</td>
      <td>2160</td>
      <td>471</td>
      <td>62</td>
      <td>383</td>
      <td>...</td>
      <td>1231.0</td>
      <td>117.0</td>
      <td>138.0</td>
      <td>7.0</td>
      <td>65.0</td>
      <td>153.0</td>
      <td>1244</td>
      <td>0.312726</td>
      <td>0.400224</td>
      <td>0.565224</td>
    </tr>
    <tr>
      <th>19</th>
      <td>belleal01</td>
      <td>23934</td>
      <td>12</td>
      <td>1539</td>
      <td>5853</td>
      <td>974</td>
      <td>1726</td>
      <td>389</td>
      <td>21</td>
      <td>381</td>
      <td>...</td>
      <td>961.0</td>
      <td>91.0</td>
      <td>55.0</td>
      <td>4.0</td>
      <td>78.0</td>
      <td>193.0</td>
      <td>935</td>
      <td>0.294892</td>
      <td>0.369471</td>
      <td>0.563813</td>
    </tr>
    <tr>
      <th>20</th>
      <td>mizejo01</td>
      <td>31118</td>
      <td>17</td>
      <td>1884</td>
      <td>6443</td>
      <td>1118</td>
      <td>2011</td>
      <td>367</td>
      <td>83</td>
      <td>359</td>
      <td>...</td>
      <td>524.0</td>
      <td>0.0</td>
      <td>52.0</td>
      <td>20.0</td>
      <td>0.0</td>
      <td>99.0</td>
      <td>1202</td>
      <td>0.312122</td>
      <td>0.397089</td>
      <td>0.562005</td>
    </tr>
    <tr>
      <th>21</th>
      <td>pujolal01</td>
      <td>34153</td>
      <td>17</td>
      <td>2575</td>
      <td>9731</td>
      <td>1723</td>
      <td>2968</td>
      <td>619</td>
      <td>16</td>
      <td>614</td>
      <td>...</td>
      <td>1146.0</td>
      <td>307.0</td>
      <td>102.0</td>
      <td>1.0</td>
      <td>103.0</td>
      <td>362.0</td>
      <td>1719</td>
      <td>0.305005</td>
      <td>0.386252</td>
      <td>0.561196</td>
    </tr>
    <tr>
      <th>22</th>
      <td>gonzaju03</td>
      <td>33949</td>
      <td>17</td>
      <td>1689</td>
      <td>6556</td>
      <td>1061</td>
      <td>1936</td>
      <td>388</td>
      <td>25</td>
      <td>434</td>
      <td>...</td>
      <td>1273.0</td>
      <td>74.0</td>
      <td>62.0</td>
      <td>2.0</td>
      <td>78.0</td>
      <td>184.0</td>
      <td>1089</td>
      <td>0.295302</td>
      <td>0.343213</td>
      <td>0.560708</td>
    </tr>
    <tr>
      <th>23</th>
      <td>musiast01</td>
      <td>42951</td>
      <td>22</td>
      <td>3026</td>
      <td>10972</td>
      <td>1949</td>
      <td>3630</td>
      <td>725</td>
      <td>177</td>
      <td>475</td>
      <td>...</td>
      <td>696.0</td>
      <td>127.0</td>
      <td>53.0</td>
      <td>35.0</td>
      <td>53.0</td>
      <td>243.0</td>
      <td>2253</td>
      <td>0.330842</td>
      <td>0.416660</td>
      <td>0.559059</td>
    </tr>
    <tr>
      <th>24</th>
      <td>mayswi01</td>
      <td>45145</td>
      <td>24</td>
      <td>2992</td>
      <td>10881</td>
      <td>2062</td>
      <td>3283</td>
      <td>523</td>
      <td>140</td>
      <td>660</td>
      <td>...</td>
      <td>1526.0</td>
      <td>192.0</td>
      <td>44.0</td>
      <td>13.0</td>
      <td>91.0</td>
      <td>251.0</td>
      <td>1960</td>
      <td>0.301719</td>
      <td>0.383894</td>
      <td>0.557486</td>
    </tr>
    <tr>
      <th>25</th>
      <td>mantlmi01</td>
      <td>35271</td>
      <td>18</td>
      <td>2401</td>
      <td>8102</td>
      <td>1677</td>
      <td>2415</td>
      <td>344</td>
      <td>72</td>
      <td>536</td>
      <td>...</td>
      <td>1710.0</td>
      <td>126.0</td>
      <td>13.0</td>
      <td>14.0</td>
      <td>47.0</td>
      <td>113.0</td>
      <td>1463</td>
      <td>0.298075</td>
      <td>0.420515</td>
      <td>0.556776</td>
    </tr>
    <tr>
      <th>26</th>
      <td>thomafr04</td>
      <td>39989</td>
      <td>21</td>
      <td>2322</td>
      <td>8199</td>
      <td>1494</td>
      <td>2468</td>
      <td>495</td>
      <td>12</td>
      <td>521</td>
      <td>...</td>
      <td>1397.0</td>
      <td>168.0</td>
      <td>87.0</td>
      <td>0.0</td>
      <td>121.0</td>
      <td>226.0</td>
      <td>1440</td>
      <td>0.301012</td>
      <td>0.419099</td>
      <td>0.554946</td>
    </tr>
    <tr>
      <th>27</th>
      <td>aaronha01</td>
      <td>45195</td>
      <td>23</td>
      <td>3298</td>
      <td>12364</td>
      <td>2174</td>
      <td>3771</td>
      <td>624</td>
      <td>98</td>
      <td>755</td>
      <td>...</td>
      <td>1383.0</td>
      <td>293.0</td>
      <td>32.0</td>
      <td>21.0</td>
      <td>121.0</td>
      <td>328.0</td>
      <td>2294</td>
      <td>0.304998</td>
      <td>0.373949</td>
      <td>0.554513</td>
    </tr>
    <tr>
      <th>28</th>
      <td>stantmi03</td>
      <td>16108</td>
      <td>8</td>
      <td>986</td>
      <td>3577</td>
      <td>576</td>
      <td>960</td>
      <td>202</td>
      <td>10</td>
      <td>267</td>
      <td>...</td>
      <td>1140.0</td>
      <td>74.0</td>
      <td>36.0</td>
      <td>0.0</td>
      <td>19.0</td>
      <td>73.0</td>
      <td>481</td>
      <td>0.268381</td>
      <td>0.360039</td>
      <td>0.554375</td>
    </tr>
    <tr>
      <th>29</th>
      <td>thomeji01</td>
      <td>50065</td>
      <td>28</td>
      <td>2543</td>
      <td>8422</td>
      <td>1583</td>
      <td>2328</td>
      <td>451</td>
      <td>26</td>
      <td>612</td>
      <td>...</td>
      <td>2548.0</td>
      <td>173.0</td>
      <td>69.0</td>
      <td>1.0</td>
      <td>74.0</td>
      <td>165.0</td>
      <td>1239</td>
      <td>0.276419</td>
      <td>0.401862</td>
      <td>0.554144</td>
    </tr>
  </tbody>
</table>
<p>30 rows × 24 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="More-history:-the-saga-of-Home-Runs">More history: the saga of Home Runs<a class="anchor-link" href="#More-history:-the-saga-of-Home-Runs">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[188]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">batting_by_year</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;yearID&#39;</span><span class="p">,</span> <span class="s1">&#39;HR&#39;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">annot1920</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1920</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;&lt;End of dead ball era&#39;</span><span class="p">)</span>
<span class="n">annot1942</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1942</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="s1">&#39;&lt;WW2&#39;</span><span class="p">)</span>
<span class="n">annot1961</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1961</span><span class="p">,</span> <span class="mi">1200</span><span class="p">,</span> <span class="s1">&#39;&lt;3 teams added to AL&#39;</span><span class="p">)</span>
<span class="n">annot1962</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1962</span><span class="p">,</span> <span class="mi">1400</span><span class="p">,</span> <span class="s1">&#39;&lt;2 teams added to NL&#39;</span><span class="p">)</span>
<span class="n">annot1969</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1969</span><span class="p">,</span> <span class="mi">1600</span><span class="p">,</span> <span class="s1">&#39;&lt;2 teams added to both AL + NL&#39;</span><span class="p">)</span>
<span class="n">annot1995</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1995</span><span class="p">,</span> <span class="mi">3000</span><span class="p">,</span> <span class="s1">&#39;&lt;Steroids rampant&#39;</span><span class="p">)</span>
<span class="n">annot2003</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">2003</span><span class="p">,</span> <span class="mi">3500</span><span class="p">,</span> <span class="s1">&#39;&lt;Steroids tested for&#39;</span><span class="p">)</span>
<span class="n">annot2015</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">2015</span><span class="p">,</span> <span class="mi">4000</span><span class="p">,</span> <span class="s1">&#39;&lt;Fascination with launch angle / strikeouts be damned&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABIsAAAHjCAYAAACjEJ/+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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=
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Correcting-for-demographics:-HR-per-AB">Correcting for demographics: HR per AB<a class="anchor-link" href="#Correcting-for-demographics:-HR-per-AB">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[189]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batting_by_year</span> <span class="o">=</span> <span class="n">batting</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;yearID&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">batting_by_year</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;yearID&#39;</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">batting_by_year_perAB</span> <span class="o">=</span> <span class="n">batting_by_year</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">batting_by_year</span><span class="o">.</span><span class="n">AB</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">batting_by_year</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[190]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">batting_by_year_perAB</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;yearID&#39;</span><span class="p">,</span> <span class="s1">&#39;HR&#39;</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">annot1920</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1920</span><span class="p">,</span> <span class="mf">0.001</span><span class="p">,</span> <span class="s1">&#39;&lt;End of dead ball era&#39;</span><span class="p">)</span>
<span class="n">annot1942</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1942</span><span class="p">,</span> <span class="mf">0.009</span><span class="p">,</span> <span class="s1">&#39;&lt;WW2&#39;</span><span class="p">)</span>
<span class="n">annot1961</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1961</span><span class="p">,</span> <span class="mf">0.013</span><span class="p">,</span> <span class="s1">&#39;&lt;3 teams added to AL&#39;</span><span class="p">)</span>
<span class="n">annot1962</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1962</span><span class="p">,</span> <span class="mf">0.014</span><span class="p">,</span> <span class="s1">&#39;&lt;2 teams added to NL&#39;</span><span class="p">)</span>
<span class="n">annot1969</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1969</span><span class="p">,</span> <span class="mf">0.015</span><span class="p">,</span> <span class="s1">&#39;&lt;2 teams added to both AL + NL&#39;</span><span class="p">)</span>
<span class="n">annot1995</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">1995</span><span class="p">,</span> <span class="mf">0.020</span><span class="p">,</span> <span class="s1">&#39;&lt;Steroids rampant&#39;</span><span class="p">)</span>
<span class="n">annot2003</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">2003</span><span class="p">,</span> <span class="mf">0.0225</span><span class="p">,</span> <span class="s1">&#39;&lt;Steroids tested for&#39;</span><span class="p">)</span>
<span class="n">annot2015</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">2015</span><span class="p">,</span> <span class="mf">0.025</span><span class="p">,</span> <span class="s1">&#39;&lt;Fascination with launch angle / strikeouts be damned&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABI8AAAHjCAYAAACq+z+EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
AAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBo
dHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xl45FWd9v/3yVpZKksn6c7W+0ov
6ZVFQGQTQZRFUFFHxQ2XwVFmfPzhPKMyOo6jzog66jOKIoiIMAiIgKBssggNve8b3Z3upJJ0Z6mk
klQlqdT5/VHfSiedqqSSVFJJuF/XxUXyXU8tne668zmfY6y1iIiIiIiIiIiIRJOS7AGIiIiIiIiI
iMjkpfBIRERERERERERiUngkIiIiIiIiIiIxKTwSEREREREREZGYFB6JiIiIiIiIiEhMCo9ERERE
RERERCQmhUciIiIiIiIiIhKTwiMREREREREREYlJ4ZGIiIiIiIiIiMSUluwBjERxcbGdN29esoch
IiIiIiIi42Dz5s2N1tqSZI9DRAaaUuHRvHnz2LRpU7KHISIiIiIiIuPAGFOd7DGIyGCatiYiIiIi
IiIiIjEpPBIRERERERERkZgUHomIiIiIiIiISExTqudRND09PdTU1BAIBJI9lFFzuVxUVlaSnp6e
7KGIiIiIiIiIiAww5cOjmpoa3G438+bNwxiT7OGMmLWWpqYmampqmD9/frKHIyIiIiIiIiIywJSf
thYIBCgqKpqSwRGAMYaioqIpXTklIiIiIiIiItPXlA+PgCkbHEVM9fGLiIiIiIiIyPQ1LcIjERER
EREREREZHwqPEiA3N3fA93fddRc333wzALfddhsVFRWsWbOG5cuXc9999yVjiCIiIiIiIiIio6Lw
aALccsstbNu2jT/84Q98+tOfpqenJ9lDEhERERERERGJy5Rfba2/f/3jbvZ42hJ6zeXleXz93SsS
cq3FixeTnZ1NS0sLM2fOTMg1RURERERERETG07QKj5LF7/ezZs2avu+bm5u56qqrBh23ZcsWFi9e
rOBIRERERERERKaMaRUeJapCaKSysrLYtm1b3/d33XUXmzZt6vv+9ttv54477uDw4cM8+eSTyRii
iIiIiIiIiMioqOfRBLjlllvYv38/999/Px/5yEcIBALJHpKIiIiIiIiISFwUHk2g97znPWzYsIG7
77472UMREREREREREYmLwqMJ9rWvfY3vf//7hEKhZA9FRERERERERGRYxlqb7DHEbcOGDbZ/LyGA
vXv3csYZZyRpRIkzXR6HiIiIiIhMPid9XczIySA1xSR7KEMyxmy21m5I9jhEZCBVHomIiIiIiExz
H/7lRj59z6bhDxQRiULhkYiIiIiIyDQW7A1xuLGDBSW5yR6KiExR0yI8mkpT76KZ6uMXEREREZHJ
61hzJ93BEItnKjwSkdGZ8uGRy+WiqalpygYw1lqamppwuVzJHoqIiIiIiExDB0+0A7B4ljvJIxGR
qSot2QMYq8rKSmpqajh58mSyhzJqLpeLysrKZA9DRERERESmoYMNPgBVHonIqE358Cg9PZ358+cn
exgiIiIiIiKT0oGGdioKssjJnPIf/0QkSab8tDURERERERGJ7eCJdhbPUtWRiIyewiMREREREZFp
qjdkeeNkO0vU70hExkDhkYiIiIiIyDQVWWltkfodicgYKDwSERERERGZpg44zbJVeSQiY6HwSERE
REREZJqKrLSmyiMRGQuFRyIiIiIiItPUwRPhldZytdKaiIyBwiMREREREZFp6kCDVloTkbFTeCQi
IiIiIjINaaU1EUkUhUciIiIiIiLTkFZaE5FEUXgkIiIiIiIyDWmlNRFJFIVHIiIiIiIi09ChE+2A
VloTkbFTeCQiIiIiIjINHWjwaaU1EUmIuMIjY8zlxpj9xphDxphbo+zPNMbc7+zfaIyZ52w/yxiz
zflvuzHm2n7nHDXG7HT2bUrUAxIRERERERGttCYiiTNsBG2MSQV+ArwdqAFeN8Y8aq3d0++wTwAt
1tpFxpgbgO8A7wd2ARustUFjTBmw3RjzR2tt0DnvImttYyIfkIiIiIiIyJtdZKW18xcVJXsoIjIN
xFN5dBZwyFp72FrbDfwOuPq0Y64G7na+fhC4xBhjrLWd/YIiF2ATMWgRERERERGJLbLS2mI1yxaR
BIgnPKoAjvf7vsbZFvUYJyxqBYoAjDFnG2N2AzuBz/QLkyzwZ2PMZmPMTaN/CCIiIiIiItLfQa20
JiIJFE/nNBNl2+kVRDGPsdZuBFYYY84A7jbG/MlaGwDOs9Z6jDEzgb8YY/ZZa18YdPNwsHQTwJw5
c+IYroiIiIiIyJvbQa20JiIJFE/lUQ0wu9/3lYAn1jHGmDQgH2juf4C1di/QAax0vvc4/z8BPEx4
etwg1tqfW2s3WGs3lJSUxDFcERERERGRNzettCYiiRRPePQ6sNgYM98YkwHcADx62jGPAh91vr4e
eNZaa51z0gCMMXOBpcBRY0yOMcbtbM8BLiPcXFtERERERETG6GBDu6qORCRhho2hnZXSbgaeAlKB
O621u40x3wA2WWsfBX4J3GOMOUS44ugG5/TzgVuNMT1ACPictbbRGLMAeNgYExnDb621Tyb6wYmI
iIiIiLzZRFZaO08rrYlIgsRVw2itfQJ44rRtX+v3dQB4b5Tz7gHuibL9MLB6pIMVERERERGRoR1v
7qRLK62JSALFM21NREREREREpogDzkprizVtTUQSROGRiIiIiIjINBJZaU2VRyKSKAqPRERERERE
ppGDWmlNRBJM4ZGIiIiIiMg0ckArrYlIgik8EhERERGRCdEbsuysaU32MKa1yEprS2YpPBKRxFF4
JCIiIiIiE+KOFw/z7h+/xMbDTckeyrTVt9LaTPU7EpHEUXgkIiIiIiLjri3Qw/97/g0Afv1qdZJH
M331rbSmyiMRSSCFRyIiIiIiMu5+8eIRWv09XLCkhKd21XOiLZDsIU1L1U2dACwoVngkIomj8EhE
RERERMZVU3sXv3zxMO9cVco3rlpBMGS577XjyR7WtFTr9ZObmUZellZaE5HEUXgkIiIiIiLj6n/+
+gb+nl7+8e1LmFecwwVLSvjta9X09IaSPbRpx+P1U17gwhiT7KGIyDSi8EhERERERMZNQ1uAX79S
zTVrK1jkNHH+8DlzaWjr4uk9DUke3fTjafVTUZCV7GGIyDSj8EhERERERMbNfz97kJC13HLpkr5t
Fy+bSUVBFveocXbCebwByhUeiUiCKTwSEREREZFxcaypk9+9dpz3nzmb2TOy+7anphg+ePYc/vZG
E4dO+JI4wunF391Lc0e3wiMRSTiFRyIiIiIiMi5+8MwBUlMMn7948aB97z9zNhmpKfzm1WNJGNn0
VOv1A2jamogknMIjERERERFJuEMnfDyytZaPvGUus/Jcg/YX52byzlWl/H5zDR1dwSSMcPrxOOGR
Ko9EJNEUHomIiIiISMLd/peDZKWn8tkLF8U85sNvmYuvK8gftnkmcGTT16nwaHBYJyIyFgqPRERE
REQkoYK9IZ7e28D16yuZkZMR87h1cwpZXpbHr185irV24gY4TXm8flIMlEap9BIRGQuFRyIiIiIi
klBHmzrpCoaoqiwY8jhjDB9+y1z21fvYXN0yQaObvmq9AUrzXKSl6mOeiCSWfqqIiIiIiEhC7atv
A2BZmXvYY69eU47blcZvN6px9lh5vH71OxKRcaHwSEREREREEmpfnY/UFMOimbnDHpudkcaFS2fy
6uGmCRjZ9Far8EhExonCIxERERERSah99W0sLMkhMy01ruPXzi7A0xqgvjUwziObvkIhS12rwiMR
GR8Kj0REREREJKH21vlYVpoX9/Fr54R7I207Prq+R03tXbz1u8/ywoGTozp/Omhs76Kn11JRqPBI
RBJP4ZGIiIiIiCRMW6CHWq8/rn5HEcvL88hITWHrMe+o7vmHbR6ON/t5dt+JUZ0/HdR6/QBUFGil
NRFJPIVHIiIiIiKSMPvrfQCcMYLKo8y0VFZU5I06PPr9lhoAtteM7vzpwOMNT/nTtDURGQ8Kj0RE
REREJGH21cW/0lp/a2YXsKPWS7A3NLL71bex29PGjJwM9nja6Bnh+dNFrbcTUHgkIuND4ZGIiIiI
iCTM3nof+VnplOaNbPrU2jmFBHpC7HMql+L10JZa0lIMX7hkMV3BEAcahj//h08fZMc0q1LyeAO4
M9PIc6UneygiMg0pPBIRERERkYTZV9fGslI3xpgRnbd2drhp9tbj8Yc6wd4QD2+t5aJlM7lwaQkA
O2pahzyn1uvn9qcPcO+rx0Y0vsmu1quV1kRk/Cg8EhERERGRhAiFLPvrfZxRFn+/o4jKwiyKczPZ
eiz+FddePNTISV8X162rYM6MbPKz0oetKNp4uAmA3XVDh0xTjcfr10prIjJuFB6JiIiIiEhC1LT4
6ejuZWnpyPodARhjWDungG0jaJr9+801FGSnc9GymRhjqKrMZ/vxoUOhjYebAThQ3z6t+iN5vH7K
tdKaiIwThUciIiIiIpIQe+udZtmjCI8A1s4p4HBjBy0d3cMe2+rv4c97GrhqdTmZaakAVFXms7/B
R6CnN+Z5G480kZmWQndviDdOto9qnJNNZ3eQls4eTVsTkXGj8EhERERERBJif70PY2DJrNGFR2uc
vkfb4mhm/fiOOrqDIa5bV9m3raqygN6QZbenLeo5DW0BjjZ1cs2aCgD2xDhuqvF4/QBUKDwSkXGi
8EhERERERAbYcqyFu/92dMTn7atvY+6MbHIy00Z136rKAlIMcU1d+/2WGhbNzKWqMr9v2+rKcPgU
q+/RxiPhKWs3nDUbV3rKtAmPar0BAFUeici4UXgkIiIiIiID/M/zb3DbH3fHNX2sv311PpaVjrxZ
dkRuZhpLZrmHXXHtaGMHm6tbuG5d5YBV3UrzXcx0Z7IzxoprGw83kZuZxqqKfJaW5sWsUJpqVHkk
IuNN4ZGIiIiIiPSx1rLlWAvWwkuHGuM+z9/dy5GmDpaVjW7KWsTaOYVsO9ZCKGRjHvPQlhqMgWvX
VgzaV1VZwPYhKo82zCskLTWF5WV57Klrw9rY95kqPF4/qSmGme7MZA9FRKYphUciIiIiItLnWHMn
je3hiqMXDpyM+7wDDT6sZUyVRxBumt0WCHK4sSPq/lDI8vsttZy/qJjS/MGri1VV5nO4sQNfoGfA
9sb2Lg6daOfs+UUArCjPo9Xfg6c1MKbxTga1Xj+leS7SUvXxTkTGh366iIiIiIhIn83VLQAsmZXL
CwdPxl2Zs89Zae2MMVYerZsT7lu09VhL1P0bjzRT6/UPaJTdX1VlPtbCztqBU9dec/odnTV/BgDL
y8Mh13Toe1Tb4qe8YHCQJiKSKAqPRERERESkz+bqFtyZaXzsvPk0tHVxoCG+5ez31vnIzkhldmH2
mO6/oDgXtystat8jay13vnyE3Mw03rGiNOr5VX1NsweGRxsPN5GVntrXYHtZqRtjYLcnen+kqcTT
6lezbBEZVwqPRERERESkz+bqFtbOLeTCpSVA/FPX9tW3sbTUTUqKGf7gIaSkGNbMLmBrlBXXfvf6
cf6yp4HPXriQrIzUqOfPyMlg9oysQSuubTzSzPq5haQ7U7uyM9KYX5wz5SuPekOW+taAwiMRGVcK
j0REREREBABfoIf9DT7WzymkLD+LxTPDU9eGY61lX/3YVlrrb+3sAvbXt9HRFezbdqDBx22P7ub8
RcV89m0Lhzy/qrKA7cdPVRS1dHSzr97H2c6UtYhI0+yprLG9i55eq5XWRGRcKTwSEREREUmQ5/ef
4KfPH0r2MEZt23Ev1sL6uYUAXLCkhI1HmvF39w55XkNbF97OnjH3O4pYO6eQUL++Rf7uXv7+3i24
XWl8//2rh61uqqrIp9brp6m9C4DXjob7HZ29oGjAcSvK86lp8dPq7xl0jami1usHUHgkIuNK4ZGI
iIiISILc//px7njhcLKHMWqbq1tIMbB6drgv0AVLSugOhth4pGnI8/Y6zbITVXm0ZnakaXZ46tk3
HtvNwRPtfP99a5jpHr4x9Ol9jzYebiYzLaXvcUVEmmbvncLVRx4nPNK0NREZTwqPREREREQSxOP1
4wsE416hbLLZXN3C0tI83K50AM6eP4PMtBReONA45Hn76nwALC1NTOVRYU4G84tz2HqshT9u93Df
a8f5zNsWcsGSkrjOX1WZjzH9wqMjTaydU0Bm2sA+ScvLwuHR7inc96i2JRIeabU1ERk/Co9ERERE
RBLE0xogGLJ0BUPJHsqI9YYsW495WT+3oG+bKz2Vs+bPGLbv0b76NioKssjPSk/YeNbMLmDjkWb+
+aGdrJ1TwD9dtiTuc3Mz01hYksuOGi9tgR721LVx9vyiQceVuDMpcWdO6abZHq8ftyutL/ATERkP
Co9ERERERBKgK9jLSV+4x05bYOr10DnQ4KO9K9jX7yjibUtKOHSivW96VDT76nwsS1DVUcTaOQXh
XkQGfnTD2r5V0uJVVZnP9ppWNh1txlo4e8GMqMdN9abZtd6A+h2JyLhTeCQiIiIikgD1rYG+r32B
4BBHTk6bq1sAWD9nYMgSmSr2woHo1UfdwRBvnGxP2JS1iPMWFZOTkcr3rq9i9ozsEZ9fVZFPY3sX
j2z1kJGawro5hVGPW1Gex6ETPrqnYLUYhCuPFB6JyHhTeCQiIiIikgAe79QOj7ZUt1Ccm8nsGQOD
iMUzcynNc8WcuvbGyXaCIcuyssQ0y45YWJLLztveweUry0Z1fpXTdPvxnXWsnp2PKz016nHLy/Po
6bUcaPDFfe2alk6++LuttHcl/3X2tPrVLFtExp3CIxERERGRBOg/rat9CoZHm4+1sH5uAcaYAduN
MVywpJiXDjYS7B1cnRNZEe2MBFceAaSkmOEPimF5WR5pKYbekI3a76j/ccCIpq799Pk3eGSbh78d
GrqR+Hjr6Ari7exReCQi4y6u8MgYc7kxZr8x5pAx5tYo+zONMfc7+zcaY+Y5288yxmxz/ttujLk2
3muKiIiIiEwl/cMj3xTreXTS10V1U+egfkcRFywpoS0QZLuzelnE03sa+Nc/7mbRzFzmF+dMxFDj
5kpP7ZtKF6vfEcDcohyyM1Ljbprt7ezmoS01AOyqbR3m6PEVec9ppTURGW/DhkfGmFTgJ8AVwHLg
A8aY5acd9gmgxVq7CLgd+I6zfRewwVq7Brgc+JkxJi3Oa4qIiIiITBme1gCRop2pNm1tyzGn31GM
8Oj8RcWkmIF9jx7YdJxP/2YzS0vd3H/TOaSNsKH1RFgzu4D0VBPzcQGkphiWlbrjrjy677XjBHpC
FGansyvJq7TVOuGReh6JyHiL5yf8WcAha+1ha2038Dvg6tOOuRq42/n6QeASY4yx1nZaayN/c7oA
O4JrioiIiIhMGR6vnzlOY+fJuNqatZbekI26b0t1CxmpKawoz4+6vyA7g6rKAl44eBJrLT99/hBf
fnAH5y4s4r5PnUNRbuZ4Dn3UvnDpYu795DlkZ6QNedyK8nz2etqwNvrzE9HTG+LXrxzl3IVFXLRs
JjuTXnkU7rNVUajwSETGVzzhUQVwvN/3Nc62qMc4YVErUARgjDnbGLMb2Al8xtkfzzVxzr/JGLPJ
GLPp5MnoTfpERERERJLN4/WzeGYuwKRopHy6f3lkF1f+6EWaO7oH7dtc3cLKiryYTaUhPHVt+3Ev
//zwLr775H6uXlPOLz96JjmZQwczyTTT7eKs+bGnrEUsL8/D1xXkeLN/yOOe2l1PXWuAj583n1UV
+Zz0ddHQFhjynPHk8fpJTTHMdGvamoiMr3jCo2hd6k6P5GMeY63daK1dAZwJfMUY44rzmjjn/9xa
u8Fau6GkpCSO4YqIiIiITCxrLR6vn8rCbHIz0ybltLXtNV721fv46J2vDejJ1BXsZUdt65BTuwDe
tqSYkIX7XjvGx8+bz+3vW0NG2uSbqjYap5pmD11JdOdLR5hblM3Fy2ayqiJcpbWzZnTVRy8dbOSe
V46O6twIj9dPaZ6L1DE0FhcRiUc8P+1rgNn9vq8EPLGOMcakAflAc/8DrLV7gQ5gZZzXFBERERGZ
EtoCQTq6e6koyHLCo8k3ba2mxc/ysjz21rXxibs3EejpBWC3p43uYGjY8Gh1ZQEXL5vJv1x5Bl99
1xljWgltslla6ibFMGTT7G3HvWw55uXGc+eRkmJYXp5HimHUU9d++vwhvvnYXjq7Rx801nj96nck
IhMinvDodWCxMWa+MSYDuAF49LRjHgU+6nx9PfCstdY656QBGGPmAkuBo3FeU0RERERkSoiselVW
4MLtmnyVR75AD97OHq5eU85/vW81rx9t5nP3bqGnN8SW6nCz7HXDhEdpqSnceeOZfPKtCzBm+gRH
EF6ZbWFJ7pBNs3/18hFyM9O4fn0lANkZaSwsyR3VimuhkGVnTSvdvSFePdw06nF7vH6ttCYiE2LY
CcrW2qAx5mbgKSAVuNNau9sY8w1gk7X2UeCXwD3GmEOEK45ucE4/H7jVGNMDhIDPWWsbAaJdM8GP
TURERERkQtS1RpZMz8LtSpt0PY8iq3JVFmZzZVUZvkCQf3lkF//4wHa6enqZMyP7Td83Z0V5HhuP
NEfdV98a4PEddXzkLfNwu9L7tq+qyOelQ40jvteRpg58znvkr/tPcvGyWSO+Rm/IUt8aoFyVRyIy
AeLqbmetfQJ44rRtX+v3dQB4b5Tz7gHuifeaIiIiIiJTUW1k1auCLNyudLz+yTVtraY5Eh6Fg4a/
O2cuvkCQ7zy5D4Br10Zdu+ZNpaqygEe2efjyg9v50juWDgjTfvNqNb3WcuO58wacs6Iin4e21nKi
LcDMvPjDt+3HvQDMnpHFCwdHHj4BNLZ3EQxZyhQeicgEmB4d7kREREREksjj9ZOWYijOzSTXNfl6
HtW0dAKnwiOAz164kM9euBCADfOGnrL2ZvDBs+dw0wULeHhrLRd973l+8twhAj29BHp6uXdjNZee
MYs5RdkDzok0zd7lGdnUtR01rWRnpPLRt8zjSGMHx5s7RzzeyFTJ8vw3d8WYiEwMhUciIiIiImNU
5/VTmh9e9SpvEvY8qmnxk5WeyoycjAHbv/yOpdzzibO4bl1lkkY2ebjSU/nnd57Bn295G+cuKuZ7
T+3n0u//la/9YRctnT187Lx5g85ZUZ6HMbCzJnavpGi213hZWZ7PRctmAvDXAydHPN661nC1W1m+
Ko9EZPwpPBIRERERGSOP91TvGbcrnfZJGB5VFmYNanRtjOGti0twpacmaWSTz/ziHO74yAbu/eTZ
5GSk8cCmGpaVunnLgqJBx+ZkprGgOGdEK651B0Ps9rRRVZnPguIcKgqyeGEU4VFf5ZEaZovIBIir
55GIiIiIiMRW6/VzpjP1y52Zhr+nl57eEOmpk+N3tTXezgFT1mR45y0q5vF/OJ/Hd9axZJY75gpz
qyryefVw9Ebb0Rxo8NEdDLF6dgHGGC5YUsIft3tG/H6paw2QlZ5Kflb68AeLiIzR5PjbTERERERk
iuoNWRraTlUe5brCv5+dTNVH4cqj7OEPlAHSUlO4ek0FZ5TlxTxmZUU+9W0BTvq64rrm9ppws+zV
lQUAvG1JMe1dQbYe845obHWtfsoKXDFDLRGRRFJ4JCIiIiIyBid94VWv+k9bAyZN3yNfoAdvZ48q
j8ZJX9PsOKeubT/upTA7ndkzwq/HuYuKSU0xI5665vEGKFe/IxGZIAqPRERERETGoPa03jNup/LI
1zU5VlyLjE+VR+NjRUV+uGl2nOHRjppWqioL+iqG8lzprJ1dwAsHRxYe1bX6KdNKayIyQRQeiYiI
iIiMQV1rJDyKVB454dEkqTyqaY6ER6pSGQ+5mWnML86Jq/KoszvIgQYfqyvzB2y/YEkJO2tbaWqP
b+pbT2+IE74uygr0morIxFB4JCIiIiIyBqdWvXLCo8zJNW2tpqUTUHg0nlaW58cVHu2qbSNkYfXs
ggHbL1hSgrXw0qHGuO7X0BbAWihX5ZGITBCFRyIiIiIiY+DxBsjNTCPP6XV0qvJockxbq2nxk5We
yoycjGQPZdpaVZGPpzUwbOXQDqdZdlXlwPBoVUU+hdnp/DXOvkd1rQEAVR6JyIRReCQiIiIiMgYe
r7+v3xGcCo/auyZL5ZGfysIsrco1jlY6TbOH63u0vaaV8nwXJe7MAdtTUwznLy7hxYONWGuHvV9f
tZsqj0Rkgig8EhEREREZA0+rv2/KGkDuZOt55O3UlLVxtqIiDxh+xbXtx72DpqxFXLC4mJO+LvbW
+Ya9nyqPRGSiKTwSERERERkDjzcwIDzKTEslIy2Ftkk0bU0rrY2vPFc684tzhqw8auno5lhz56Ap
axEXLCkBiGvVtTqvH7crjdzMtNENWERkhBQeiYiIiIiMUqCnl+aO7kHTh/JcaZOi8sgX6MHb2aPK
owmwsiKfXbVtMffvcIKl01dai5iV52JZqZsX4uh75GkNUJ6v11REJo7CIxERERGHtZY/764n0NOb
7KHIFHH6SmsRblc67ZMgPKp1xqfKo/G3qiKPWq+f5o7uqPt3HPdiDKyMER5BuPpo09EWOruHfu/U
tfopK1C/IxGZOAqPRERERBz76n3cdM9mfvjMwWQPRaYIjzfce2ZweJQ2KVZbq2mOhEeqUhlvkabZ
sfoeba/xsqA4p29VvmguWFxCd2+IVw83DXmvOm+AMlUeicgEUngkIiIi4tjjCU85+fXfjuLtjF49
INKfpzWy6tXAD/K5mZNj2lpNSyeg8GgirCiPveKatZbtNa0xm2VHbJhXSGqKYUu1N+YxgZ5emqJM
lRQRGU8Kj0REREQc++rbSEsxdHT38quXjyZ7ODIFeLx+jIFZ+QOXXndPkp5HNS1+stJTmZGTkeyh
THv5WenMLcrmxYMnCfaGBuyrbwtw0tfF6hjNsiNc6aksKM5hX33s3klaaU1EkkHhkYiIiIhjX72P
paVuLls+i1+9fGRSTDuSyc3j9VOSm0lmWuqA7W5XOu1dkyM8qizMwhiT7KG8Kfzd2XN59XAzn7h7
04CfH9uPhyuJqobodxSxrCxpOSZmAAAgAElEQVSPvXW+mPvrIn22VHkkIhNI4ZGIiIiIY3+9j2Wl
eXz+4sW0BYL8+pXqZA9JJrm61kDUChC3K422SRA+1ng7NWVtAn3qggX8x3tW8dKhRt77P6/0NVTf
XtNKeqrhjLK8Ya+xrNRNrdcf8/3jUeWRiCSBwiMRERERoLmjmxO+LpaVullVmc+FS0v45UtHhl31
SN7car1+KqKseuXOTKO9K0goZJMwqlPClUdaaW0i3XDWHO762JnUtvi55icvs7OmlR01XpaV5uFK
Tx32/GWlbgAO1EevPopUHpWp8khEJpDCIxERERHo6zGy1Png9vmLF9Hc0c1vNx5L5rBkErPW4vH6
BzXLhvC0NWuhI4nhoy/Qg7ezR5VHSfDWxSX8/nPnkp6awvt+9gqbq1vimrIG4WlrEJ5GG42nNUBR
TkZcQZSISKIoPBIREREB9jk9RpaVhcOj9XNncO7CIn72wmECPb3JHJpMUt7OHgI9oZjT1oCk9j2q
dSpUVHmUHEtmuXn4789lyaxcAj2hYVdaiyjPd+F2pcVsml3X6qcsSrWbiMh4UngkIiIik1YoZPnW
43t48eDJcb/X/nofM3IyKMk9tWrWzRcv4qSviwc2HR/3+8vUEwlnok1by3XCo2SuuFbTHAmPVHmU
LDPdLn5301v4z/eu5uo15XGdY4xhWam7L9A+XZ03QFmUajcRkfGk8EhEREQmrXtfO8YdLx7hB08f
HPd77atvY1mpe8CqVG9ZUMSGuYX8z/Nv0B0MDXG2vBlFmiGXR608SgdI6op9NS2dAFQoPEqqrIxU
rl9fOWhFvqEsK81jf70Pawf3zPK0+rXSmohMOIVHIiIiMikdb+7k20/sJTsjlc3VLRxv7hy3e4VC
lgMN7X39jiKMMdx88SI8rQEe2lIzbveXqanOWfUqengUrjxqS2blUYsfV3oKRTkZSRuDjM7SUje+
rmBfdVtEe1cQXyColdZEZMIpPBIREZFJx1rLrQ/twAC/uvFMAP64wzNu9zvW3Im/p7dvlaP+3rak
hKrKfH7+4uFxu79MTR6vn4y06OFMXqTnUZLDo8rC7AHVdDI1nOH0Xtt/WtNsrbQmIsmi8EhEREQm
nfteO87Lh5r45yvP4OwFRayfW8ij28YvPIo0pl1WmjdonzGGd1WVcfhkB80d3eM2Bpl6ar3h6UPR
wpnczMi0tSSGR95O9TuaopbMCodHp6+45hmi2k1EZDwpPBIREZFJpaalk289vodzFxbxwbPmAHDV
6nL21fsG/RY+UfbV+zDm1Ae2062sCC+xvbO2dVzuL1NTXWsg5od4d1/D7GT2PPIrPJqi3K50Kguz
2Fs3cMU1VR6JSLIoPBIREZFJw1rLVx7aiQW+c11VX0XHO1eVkZpieHR77bjcd1+dj3lFOWRlRG9o
GwmPdik8kn48Xn/MVa+yM1JJTTFJqzzyBXrwdvZQWZidlPvL2EWaZvfnaQ1gDMzKU3gkIhMrLdkD
EBEREYl4YNNxXjzYyDevXsHsGac+9Ja4Mzl3YRGPbvfwpcuWxuzh8sjWWl493ITblYbbld73/5nu
TN66uDjmefsbfCyNUXUEkOdKZ35xDjtrFB5JWLA3RENbgIqC6B/ijTHkZqbR3pWc8CjSaFmVR1PX
GWVuntt/gq5gb99KbXVePzPdmaSnqgZARCaWwiMRERGZFDxeP//22F7OWTCDD509d9D+q9dU8KX/
3c7W417WzSkctH/LsRZueWAbuZlp9PSGCPSEBuz/xUc2cOnyWYPO83f3crSpg6tWlw85vpUV+Wyp
bhnho5Lpqr4tQMgO3XsmNzONtiRNW6tpjoRHqjyaqpaWuukNWQ6daGdFebj6sa41ELPaTURkPCmy
FhERkUnhvteO0dnTy3evW01KyuAKoXesmEVGWkrUxtk9vSH++aGdlOa5eOUrl7Dvm1dw8FtXsOWr
b+f5L11IcW4GD22tiXrfAw0+rD21ulEsqyryqPX61TRbAHj5UCNwakpjNG5XWtKmrdW0dAKqPJrK
Ig3899WdmrrmafVTHqPaTURkPCk8EhERkUnh8MkO5szIZk5R9EoJtyudS5bN5LEddQR7B1YV3fHi
YfbV+/jG1SvJzQwXVqenpjAjJ4N5xTm8e3U5T+85QWvn4CqQSE+RpVFWWutPTbOlv8d21DG3KJsV
5bHfN3mu9KQ1zK5p8eNKT6EoJyMp95exm1eUTUZaSt9qkNZa6ryqPBKR5FB4JCIiIpPC0aYO5sYI
jiKuXlNOY3sXrxxuOnVeYwc/fPogl68o5e1RpqUBvGdtJd29IR7fWTdo3976NrLSU5kzY+h7q2m2
RDS1d/G3N5p4V1VZzD5aEK48SlbPo/BKa9lDjk8mt7TUFJbMymWfE3C3+nvw9/RqpTURSQqFRyIi
IpJ01lqqmzqZV5Qz5HEXLp2JOzOtb+qatZb/+8hOMlJTuO2qFTHPW1mRx+KZuTy0ZfDUtf31PpbM
yiU1ylS5/vJc6cwrylbTbOHJ3fX0hizvqhq6T1ZuMqeteTs1ZW0aWFaa1xceebwBYOg+WyIi40Xh
kYiIiCRdU0c37V3BYSuPXOmpvGNlKU/uqifQ08tDW2p5+VATX75iGaVD/DbeGMO16yrYVN1CdVNH
33ZrLfvqfSwtHbrfUcSqygJNWxMe217HgpIclg3zvkluzyO/wqNpYFmpm5O+Lprau6hrDTdBV+WR
iCSDwiMRERFJukigM1zlEcBVq8vxdQV5eGst//b4HtbPLeRDZ80Z9rxr1lRgDDy8tbZv28n2Lpo7
uvsa0w5HTbPlhC/AxiNNvKuqfNgpYW6n55G1doJGF+YL9ODt7NFKa9NA5GfT/nofnlZVHolI8ig8
EhERkaQ72hheGWpe8fDh0bkLiyjOzeBfHtmFLxDk369dFXV1ttOVF2TxlgVFPLy1tu/DfKRZ9nAV
JBFqmi1/2llPyMK7qsqGPdbtSqOn19IVDA17bCLVesMVKqo8mvqWOatA7q33Uef1k5ZiKM7NTPKo
ROTNSOGRiIiIJF11UwepKYaKOH6jnpaawpWryugNWT7ztoVxTzkDeM+6SqqbOtlyzAucWgI73mtM
labZrZ09nP+dZ/nbG43JHsq08/iOOpbMymXJrOHfM25n5b+JnrrmccIjVahMfcW5mRTnZrC/vo26
1gCz8lzD9mcTERkPCo9EREQk6Y42dVJRkEVGWnz/NPnkWxfwyfPnc/PFi0Z0n8tXluJKT+lrnL2v
3keJO5OiOH+TP1WaZr92tJmaFj+bjrYkeyjTSn1rgNerm4dtlB3hdqUD4WlkE6m+tQtQb5zpItI0
2+P1U16g11REkkPhkYiIiCTd0aaOYZtl9zd7Rjb/8q7luNJTR3Sf3Mw0Ll9RymM76ugK9rK/oS3u
KWsRKyvyJ/20tc3V4dCotsWf5JFML4/vrMPGOWUNwtPWYOIrj+rbAhiDpjdNE8tK3eyv91HT4qcs
X9VkIpIcCo9EREQkqay1HGnsiKtZdiJcu66SVn8PT+85wYGG9hGHR1WV+ZO+afYWJzyq8XYmeSTT
y+M7PCwvy2NBSW5cx5+qPJrY8KihNUBxbibpqfqn/nSwtNRNVzBErddPmSqPRCRJ9DeKiIiIJJW3
swdfIDiiyqOxOG9hESXuTH74zAG6gyGWxrnSWsRkb5rdHQyxvSbc06lGlUcJU+v1s+WYlyvjrDqC
cKUbQHvXBE9bawtQmqeQYbo4o+zUz6jyUVYeXXjhhSxdupQ1a9awZs0aHnzwwYSMzePxcP3114/6
/B/84Ad0dp4Kud/5zncCjKykdBSMMVcZY251vr7GGLO8377njTEbhjl/njFm13iPs9/92ifqXs79
bjPGfGmE56QbYzbHeeyNxpiY83+NMd8wxlzqfH3UGFM8krGMxOmvfxzH32iM+XGC7n2hMeaxRFxr
rIwxdxljhvzDrPBIREREkupoUwfAhFUepaWmcM2acg40hP8tPpppazB5m2bv9rTSFQwxtygbj9dP
KDSxy8RPV4/v8ADw7jj7HcGpaWttE1151BZurCzTw6KZuUR6ZI+kj1V3dzcdHR193997771s27aN
bdu2jSnw6a+8vHxMQdTp4dETTzwB0Dv2kQ3NWvuotfY/nG+vAeIODySm84G/xXnsjUDUH6bGmFRr
7destU8namDD0OsfJ4VHIiIiklTVTeEPDvOKJ6byCODatZUApKYYFs2MbwpSxGRvmh3pd3T16nJ6
ei0nfF1JHtH08PiOOqoq85kzggq5vGRNW2sLUJqvfkfThSs9lfnF4XA9nhX09u7dyz/90z+xdOlS
Dhw4MOSx11xzDevXr2fFihX8/Oc/B6C3t5cbb7yRlStXsmrVKm6//XYADh06xKWXXsrq1atZt24d
b7zxBkePHmXlypUA3HXXXbznPe/h8ssvZ/HixXz5y1/uu89nP/tZNmzYwIoVK/j6178OwI9+9CM8
Hg8XXXQRF110EQDz5s0DSAMwxvyjMWaX898XnW3zjDF7jTF3GGN2G2P+bIwZ8KQYY1KNMYdNWIEx
JmSMucDZ96IxZlGkesQYcy5wFfA9Y8w2Y8xC5zLvNca8Zow5YIx561DPoTOmF40xW5z/znW2D6gq
ce53o/P1UWPMvzrH7zTGLHO25xpjfuVs22GMua7f+d8yxmw3xrxqjJkVZRxnGWP+ZozZ6vx/qbP9
RmPMQ8aYJ40xB40x3+13ziecx/i885wOqqgxxix0zt3sPM5lMZ6Ky4E/RXkt7nJew53GmFuc6pYN
wL3Oc57lPB9fM8a85Dz3g6pgnOOeNMZ8yvn+75zXaJsx5mfGmFRn+wece+0yxnyn3/nt/b6+3rnH
oNffGPMPxpg9zvP/uxiPdbYzlv3GmK/3u27UMZ32OC43xuxzHut7+m0f6vV7xBjzR2PMEWPMzSb8
Z2Or816Y4Rz3vDHmO6e/b53X4HvGmNedx/RpZ7tx3pN7jDGPAzNjPNY+acMdICIiIjKejjZ1YAxU
Fk5ceLS8PI9lpW56Q3bETbchXH209Zh3HEY2dluOtVBZmMW6uYUA1LR0UjqJVt1q9ffw2d9s5jvX
VTF7xsS95mNxrKmT7TWtfOWKWJ+Zosvta5g9cdPWAj29tHT2aNraNLOsLI83TnbErDzq6OjggQce
4Je//CXWWj72sY+xY8cO3O5TlZUf+tCHyMoK5yzPPPMMRUVF3HnnncyYMQO/38+ZZ57Jddddx9Gj
R6mtrWXXrvCsLK/X23f+rbfeyrXXXksgECAUCnHixIkB49i2bRtbt24lMzOTpUuX8vnPf57Zs2fz
rW99ixkzZtDb28sll1zCjh07+Id/+Ae+//3v89xzz1FcPHBWkjFmPfAx4GzAABuNMX8FWoDFwAes
tZ8yxjwAXAf8JnKutbbXGHOAcDXJfGAz8FZjzEag0lp7yBhzvnPs34wxjwKPWWsfdO4NkGatPcsY
807g68ClQ7w8J4C3W2sDxpjFwH2Ew5HhNFpr1xljPgd8Cfgk8FWg1Vq7yhlLoXNsDvCqtfb/OuHP
p4B/O+16+4ALrLVBE57y9e/OcwOwBlgLdAH7jTH/TbjC66vAOsAHPAtsjzLOnwOfsdYeNMacDfwU
uDjKcRcB/3ratjVAhbV2pfN4Cqy1XmPMzcCXrLWbnO0AAWvt+c73l592nVzgd8CvrbW/NsacAbwf
OM9a22OM+SnwIWPM08B3gPWE3yt/NsZcY619JMp4Y73+twLzrbVdxpiCaOcBZwErgU7gdSd86Yg2
JuDXkZOMMS7gDuf5OwTc3++aQ71+Kwm/fi7nvP/PWrvWGHM78BHgB85x0d63nyD8njrTGJMJvGyM
+bNzvaXAKmAWsAe4M8bjDV98qJ39HuTlwA8Jzz/9Rb8Sv8j+TOdJWQ80Ae+31h41xrwd+A8gA+gG
/o+19lnnnOeBMiAyGf8ya+3Anz4iIiIy7VU3dVKenzWqEGcsfvKhdXT1hEZ17qqKfB7bUUdzRzcz
cjISPLLRs9ayubqFcxYUUVkY/pBY6/XH9Slmouyv9/G3N5p49XDTlAmPHtsZnrI2kn5HEK5sy85I
pX0CK49OtIUrzTRtbXq5cEkJb5xoj/nzpqysjKqqKn7xi1+wbFn0kPPee+9lw4aBPw1+9KMf8fDD
DwNw/PhxDh48yNKlSzl8+DCf//znufLKK7nsssvw+XzU1tZy7bXXAuByRX9/XXLJJeTnh6f2Ll++
nOrqambPns0DDzzAz3/+c4LBIHV1dezZs4eqqqqhHvL5wMPW2g4AY8xDwFuBR4Ej1tptznGbgXlR
zn8RuIBwePRtwmHLX4HXh7ppPw8Nc/3+0oEfG2PWEA5kloziHpEKlEuBGyIHWGtbnC+7gcf6Hf/2
KNfLB+52AizrjCviGWttK4AxZg8wFygG/mqtbXa2/+/pYzfG5ALnAv/rBDwAg8oaTbh/UbO19vRV
Gg4DC5yw6nHgz1HGHXH/EPv+AHzXWnuv8/0lhLOH151xZREO8c4EnrfWnnTGdS/h90HU8CiGHYSr
oh4Z4ry/WGubnHs8RPj9Gowxpv6WEX7/HnTO/Q1wk7NvqNfvOWutD/AZY1qBPzrbdwL9/yBFe99e
BlT1q+TKJxzAXgDcZ63tBTzGmGdjPiOOYaetOaVWPwGuIJzefsAMbij1CaDFWrsIuJ1w2gfQCLzb
SU4/Ctxz2nkfstaucf5TcCQiIvImdLSpY8KaZfe3sCSX5eUja5YdsaoycU2zE9mTqNbrp6Gti/Vz
C6koCD+nk61pdqQKp641kOSRxO+5fSeoqswfVXWc25U2odPW6tvCz6vCo+nlvRtm8+QXL6DfB/gB
HnzwQSoqKrj22mv5xje+QXV19bDXfP7553n66ad55ZVX2L59O2vXriUQCFBYWMj27du58MIL+clP
fsInP/lJrI3v51Rm5qlcITU1lWAwyJEjR/jP//xPnnnmGXbs2MGVV15JIDDsn//oDzSs/1zcXqIX
RLxIOGw6C3gCKAAuBF4Y/lEMuEes6/d3C9AArCZccRRJ+IIM/Lx9+h/KaPcwhIOD0/XYUy9CrDF9
k3DIsBJ492n3i/acDfUcR6QA3n6f2ddYa8+IctwVwFOnb3TCr9XA88DfA78Y4l4dQ+x7GbjCnPoD
YIC7+41pqbX2NoZ+TP2f16F+QF5JOP9YD2w2xkR7rk9/jewQYxru3Ih4X79Qv+9DDHwvxHpPfb7f
uOZbayMh3oj+ARJPz6OzgEPW2sPW2m7C5WJXn3bM1cDdztcPApcYY4y1dqu11uNs3w24nColERER
ESBceTSveGKaZSfKUE2z61r9PLW7Pq4PW/e8Ws3ab/6FxvbE9CWK9DtaN6eQrIxUinMzqGk5/RfB
ydU2xcKj3pBlt6eNdXMKhz84CrcrHd8ErrYWCY8m01RFGX+XXXYZ999/Py+99BL5+flcffXVXHrp
pRw9ejTmOa2trRQWFpKdnc2+fft49dVXAWhsbCQUCnHdddfxzW9+ky1btpCXl0dlZSWPPBIuxOjq
6hrQ6HoobW1t5OTkkJ+fT0NDA3/606m2OG63G5/PF+20F4BrjDHZxpgc4FrCgVC8NhKumAlZawPA
NuDTMa7hA0a2csJA+UCdtTYEfJhTq8VVA8uNMZnGmHzC1TLD+TNwc+SbftPW4h1HrfP1jXEc/xrw
NmNMoROQXHf6AdbaNuCIMea9zniMMWZ1lGsN6nfkHF8MpFhrf8+pKXIw8uf8a4RnOP3U+f4Z4Hpj
zEznPjOMMXMJv+5vM8YUO0UwHyBccQbQYIw5wxiTQvj9FNE3FmffbGvtc8CXCYeO0Rojvt25Zxbh
htsvDzGm/vYB882p3lof6LdvpK9fvJ4CPmuMSXfGtcT5M/UCcIPTE6mM8LTDIcUTHlUAx/t9X+Ns
i3qMtTYItAJFpx1zHbDVWtv/X0e/MuFmUl/tlyIOYIy5yRizyRiz6eTJk3EMV0RERKaKVn8PzR3d
zEtC5dFYxGqa/fz+E1zxwxf59D2b+a8/HxgyQHpyVz1f+8MuWv09HGiI+uFpxLZUt5Cdkdq3glxF
QdYkrDwKV+HUtU6uccVypLGDzu7evsBwpCa68qihVZVHb2ZFRUV84QtfYNu2bfz7v/87qamxpwNf
fvnlBINBqqqq+OpXv8o555wDQG1tLRdeeCFr1qzhxhtv5Nvf/jYA99xzDz/60Y+oqqri3HPPpb6+
Pq4xrV69mrVr17JixQo+/vGPc9555/Xtu+mmm7jiiiv6GmZHWGu3AHcRDjg2Em6dsjXe58H5zHkc
eNXZ9CLhgGBnlMN/B/wfE25AvDDK/uH8FPioMeZVwtO+OpwxHAcewJkGBcQz/n8DCk242fN24vhA
3893gW8bY17mVIAVk7W2lnBfnY3A04R73kQrp/0Q8AlnPLs5rZDECWkWW2v3RTm3AnjeGLON8Ov5
FWf7XcD/OFnA8F3gw75IuBjlu9baPcC/EO5ptAP4C1Bmra1z7vEc4f5NW6y1f3DOv5Xw1L9ngbp+
1+17/QlP5/qNMWYn4dfrdmtttAaHLxGeVbUN+L21dlOsMfU/yQkybwIeN+GG2f1LBEf0+o3ALwi/
tluMMbuAnxGuSnoYOEj4z8T/41TIFpMZ7rdiTsr4DmvtJ53vPwycZa39fL9jdjvH1Djfv+EcE5kH
uILw/NTLrLVvONsqrLW1xhg38HvgN9baXzOEDRs22E2bNg33mERERGSK2FHj5aofv8zPPryed6wo
TfZwRuTm325h6zEvL996Mb0hyw+ePsCPnzvE0llulpa6+cM2D7dcuoQvXLp40Lmbq1v44B2vUlGQ
xeHGDr57fRXv2zB7zGN613+/SJ4rnd9+Kvwh8O/v3cLeujae/dKFY752ovzkuUN876n9LJ3l5qlb
Lkj2cIb1yNZavnj/Np784ltZVjryaY4f/uVGfIEgj/z9ecMfnADffGwPv914jD3feEfMKU4ik5kx
ZrO1djK1apu2jDG51tp2p/LoYeBOa+3DI7zG+cDfWWs/My6DlEkjnsqjGqD/v2YqAU+sY5w3Xj4Q
abxVSfiN+JFIcAR9SSdO46ffEp4eJyIiIm8iR5vC0x7mFU2taWsQbppd6/VzsMHHR+7cyH8/e4jr
11Xy8OfO4/b3reG6dZXc/vQBfvLcoQHnHT7Zzifvfp2yfBf33XQOKQZqE1Ad1NEVZG+dj/VzT81y
qCzMosbrT2hfpbGKTFvzTJHKo121rWSmpbCoJNrMheHludIndLW1hrYApfkuBUciEo/bnKqgXcAR
RtZYGgBr7UsKjt4c4llt7XVgsTFmPuE5eDcAHzztmEcJN8R+BbgeeNZaa52l7R4HvmKtfTlysBMw
FVhrG525d+8iXConIiIibyLVjeH+mHOmyKpb/a1ypjG9+8cvYS1897oq3nfmqd+3fff6KoKhEN97
aj8ZqSl86oIFnPR18dFfvUaKMdz98bOYleeiNM+VkKll22u89IYs604Lj7qDIRrbu5g5SaYxtfnD
U7h8gSDtXUFyM+Na/Ddpdta2ckZZHmmp8fzOdbAJn7bWFmBWnlqMisjwrLVfSvYYZOoY9m9ra23Q
GHMz4UZLqYRL2XYbY74BbLLWPgr8ErjHGHOIcMVRZHnBm4FFwFeNMV91tl1GeB7oU05wlEo4OLoj
gY9LREREpoCjTZ2U5rnIykjk9P6JsaIin4y0FErzXPz0Q+sHrdyWmmL4r/euJthr+dYTewmGLH/a
VcdJXxe/u+ktzHWqrSoKsxLS1HpLpFn27FPhUUVhuJVEjdc/acKj/lU49a1+Fs0cS5/a8RUKWfZ4
2rhm7entPuOXjNXW1o+yubeIiEgscf2qx1r7BOElDvtv+1q/rwPAe6Oc92+Em35Fsz7+YYqIiEgy
BHp6caWPX7BT3dTB3CnWLDsiPyudP33hrZTmuciJUT2TlprCD25YQ09viO88uY8UAz//8AbWzC7o
O6ayMJvXjjSPeTybqltYMiuX/Oz0AdcGqGnxj3q1sETzBYIYA9aCxxuY1OFRdXMnvq4gKytG3uso
IjczHX9PL8He0Kirl+JlraWhrYtZWmlNREQSbHz/BhMREZEpa+uxFlbd9hRvnGwf9TV+8eJhPvar
12KuOna0qXNK9juKWFiSGzM4ikhPTeHHH1zHjefO4/b3r+HS5bMG7K8szKK+LUCwNzTqcYRCli3V
LQP6HUF4tTUgIZVNidIW6Ol7zSf7imu7asMLD412pTUIVx4BtHeNf/VRS2cP3cEQs9wKj0REJLEU
HomIiEhUuz1t9PRaXh9DVcxLhxp5bv9JdnvaBu1r7wrS2N7F3OKpWXk0EhlpKdx21QquXjN4+lNl
YRa9IUt9W2DU13/jZDttgeCg6qKczDQKs9MT0pA7UXyBIAtLcjEG6lpH/5gnwq7aVjJSU1g8huqo
SHg0EVPX6p3ns1SVRyIikmAKj0RERCQqjzccOOzytI75Gg9urhm0r7op3Cx7KlceJUL/qWWjtdnp
d3R65VHk+oloyJ0ovkAPRTkZFOdmUued5OGRp5WlpW4y0kb/T2a3KzyNsG0CVlxrcALIWZOkv5WI
iEwfCo9EREQkqr7wqHZw1VA8rLV9FS+PbvfQc9q0rOqm8FSqqdrzKFFOTS0bW3hUmJ3O/OLBQVxl
ghpyJ0qbP4jblUZ5vgvPJJ62Zq1lV23bmKasQb9paxNRedSmyiMRERkfCo9EREQkKo9TFbK3rm1U
/XjaAkE6uns5Z8EMmju6eX7/yQH7j6ryCICyAhfGjK0v0eZj4X5HxphB+yoKsqj1+mP2nZpIPb0h
/D295GWlU5afNey0td6Q5dtP7OVIY8cEjfCUmhY/rf6eMTXLhomftmYMzHRnjvu9RETkzUXhkYiI
iERV6/WTlZ5KVzDEoVE0zY5UHX3grDkU5WTw0JaBU9eONnZQ4s4ctuH0dJeZlsost2vUlUfNHd0c
PtnBuihT1iBceRToCY4CWNMAACAASURBVNHU0T2WYSZEpPrG7UqjrMDV16MnliON7fzshcP8Psq0
x/EWaZa9asyVR+Fpa76u8Z+2dsIXoCgnk/RxXtVNRETefPQ3i4iIiAwSaeB8wZJiYHRT1yLT3uYW
5XD1mgqe2XsCb+epACO80tqbe8paxFimlm095vQ7mhMrPBp7T6VEifT9cbvSKct30d4VHLIX0KET
4YqjPXWjmzo5FjtrW0lLMSyZNfpm2TDxlUel+ao6EhGRxFN4JCIiIoOc8AXoDVnOX1RMdkZqXxXG
SET62ZQXuHjPugq6e0P8cUdd3/7qpg7mvsmnrEVUFIanlo3G5uoW0lIMVZUFMa8NY5sWlyiRACXP
lUZZfnhcQzXNfsOpeNs9hqbto7XL08aSWW5c6aljuk5u5gSGR21dlKpZtoiIjAOFRyIiIjJIpGqo
ckY2y8vyRvXhvdbrJyM1heKcTFaU57Gs1N03/aizO0hDW5cqjxyVhVnUeQOj6i21v97Hopm5ZGVE
Dzki4VHtJKs8Kv//2bvz+Cjrc///r3sm+zIJZCGbJiwSErIjKMgOonVB1KJyOCAipWpRa6kt39Of
Smn1tOopVQ+tHqGiHlQUi6L11CKKgKisYQ1EAmFJQjaSyUwyk8xy//6YhSyTZBImJMD1fDx4mNz3
PfcyBEjeXtf1iXSEHB0NzS6qcIRH5XWNVBkbe/4GnRzDsvUXPO8IIMhfS4BWc8Hh0bn6JjYVlHd4
THmdmVgJj4QQQvQACY+EEEII0UaJsxokMTKYjMQIDpXWYbd3beByaa2Z+MggNBoFRVG4Ky+R/NO1
FFUaOXXOtdKaVB6Bo7XMalcpN3Q9IKk0Nna4NLsuyJ+IYP++0bZmajbzyFl51NHco6JKI6HOUOxw
6cVrXSvTmzlX33TB845cwoP8MHTQnteZokojM1Z8w4Nv7qKgnRa+RquNc/VNUnkkhBCiR0h4JIQQ
Qog2XJVH8RFBDE/Q0dBk40R111a8Kq01keAMCABm5CSiUeDve85QXOUIj670ldZcklytZee63lpW
aWgkppPVtS5kppIvuQKUiGB/YsMD0ShQ1k67nqqqFFXWc2P6AODizj064GzTHO7T8Kh7lUffH6/m
rr9sp8Y5Lyz/dK3H4yrqHMGjhEdCCCF6goRHQgghhGijtNaELsiP8CB/Mpw/QHd17lFJjYmEyPPh
UawuiPFDY1i/p8S99PrV0rYGdH+otaqqVBk7D48SI7s+U2l7URX3vPYtjVZbl17XEUOz1db8tBpi
w4MobafyqLyuEWOjlRHJ/UiMDOZQNyuPtv1Qxdg/fsn3x6u9fs2hEj0aBdLiLrxtDSAsyA9jY9fD
o4/2ljBn1Q6iwwL4x6PjiAzxZ/8Zz+HR2TrH+zggQsIjIYQQvifhkRBCCCHaKK09H/wMiQ0jwE/T
pfDIYrNTbjC75+243JWXRKnezAe7T9M/NICIYH+f3velKt75A39XAx69yYLFphId1lnlUQhnakyo
qveth5sKKthx4py7SswXXDOPXEOk4yODKGtn5pFrWPbgmDDSE3Qc7ubQ7D2najhTY2LO33bw2YGy
zl+Ao/LomtjwdudIdVV4oH+X2tZUVeXlTT/w87X55CVH8veHb+DqqBAyEyPYd9rz++Bq/5PKIyGE
ED1BwiMhhBBCtFFSaybRGR75azWkxYVzsMT7yo+zejOqComRLX+QnZY+gPBAP45X1pMsVUduQf5a
YsMDu9xaVumckeRN21pDk42aBu8DDFd446oS8wWD2UpIgBY/reNb0ISIYMraqTw65hyWPSQ2jOEJ
Oo5X1dPQ1PXqnTK9GV2QH5mJEfzsnT28ub2409ccLK1juA+GZbt0tW3t6Y8P8aeNhdyVm8hb868j
IsQRsmYnRXK03IDZ0rYarLxOwiMhhBA9R8IjIYQQQrTRvPIIICMxgoOleq8rV1wzk5qfAxwhya1Z
8YDMO2rNMZeoa5VHlc4VyKLDAjo8rjsrrrnCm+IuzrrqiMFsQRd0vtosPiKIslqzx6+rokoj4YF+
xIQHkh6vQ1XhyFlDl695Vm/iqv4hrFlwHVPTBvDMhkP88Z9H2v1aLq8zU2lo9NmwbHCsLudteFRR
Z+bt707yb9ddzX/dk02A3/lv17OSIrDZVY8tfOV1ZoL8NeiC/Xx230IIIYSLhEdCCCGEaMHYaEVv
srQJjwxmK6fPeRc+uJZfbx0eAdw9IglAKo9acbWWdYWr8ijWi8ojwOvKJlOTzd1Cd6LSt5VH4UHn
w424iCBMFht6U9uKqKJKI4Niw1AUhfQERxVQd+Yena1rJE4XRJC/llf/fQSzr7uav24uYvH7+2iy
2tsc72rPzPBpeOT9amtfHqkAYM71ySiK0mJf9lWRAB7nHp2tc6y61/o1V7JPP/2U3NxcsrOzSU9P
57XXXgPgo48+4vDhwz67zoYNG/jDH/7gcV9YWJjX5/nzn/9MQ0P32kS7+0zt3d/LL79MWloas2fP
7tb9CCEuPxIeCSGEEKKFMnfV0Pn2l4wE59BsL+fOlNY6Wmiar7bmcm1yP56+LZ2Z1151obd6WUnq
F0xprQmb3fu5RFVGxwpcMWEdtyp1dSD38SojrsKcrq6y15E6s6VFeOQKF11fL80VVdQzOMZRnZYY
GUxEsD+HuxMe6U3EOWdKaTUKv5+RwS+nDeXve0v4t9e/41R1yx/WD5bUoSiQHu/btjVjo9Wryr0v
CspJjAxmWFx4m30DdEEM0AWy/0zbP4flejMDpGWNpqYm6uvrsVgsLFy4kE8++YR9+/axd+9eJk6c
CHQvaLFa268cmz59OkuWLLmQ2wZ6Jzxqz1/+8hc+++wz1qxZ49XxHb0/QojLg4RHQgghhGjBVXGS
2KxqaGhcGH4axb2EeWfO1JiICg3wOHBYURTmjx3Y4vzC0VpmtatUGDzPAPKk0tBIgLbzVqWIYH/C
A/28rjxytaxlJ0X4fOaRLrhl2xrA2TpTq+MsnK0zMyTWURWhKArp8ToOl3UtPDJbHHOe4putQKYo
CosmX8PLs3I5Wm7gRy9t4f2dp93BzoESPYOiQwkN9F37V3iQH3YV6ps6XrnObLGx7VgVU9Ni260g
ykqKZJ/HyiPzFT3vqKCggMWLF5OamkphYSEGgwGr1UpUVBQAgYGBpKamsn37djZs2MCTTz5JTk4O
RUVFFBUVcfPNNzNixAjGjRvHkSNHAJg3bx6/+MUvmDRpEr/+9a85d+4cM2bMICsri+uvv579+/cD
sHr1ahYtWgTAiRMnGD16NCNHjuSpp55y319ZWRnjx48nJyeHjIwMtm7d2uL+X375ZUpLS5k0aRKT
Jk0C4F//+hejR48mLy+PmTNnYjQ6/lwuWbKE9PR0srKy+OUvf9mlZ2rv/pp76KGHOH78ONOnT2f5
8uXtPvfSpUtZuHAh06ZNY+7cuT75fRRC9F3SFC2EEEKIFtxVQ83CnUA/LUMHhHu94lrrmUmic82r
g+I9VGx5UmloJDoswKtWpcR+wV6v5lZUWY9GgYmpsby06QeMjVb3CmkXwmC2ktxs1lV7lUfHna1y
g2POt9QMT9Dx9ncnsdrs7oHbnXGvQObh/ZyencCI5H788v19/OrD/WwsKOc/78rkUKme6wb279qD
dSLcOefJYLZ0+D5+c6wKs8XOlLQB7R6TnRTBxsPl1DWbH6WqqiM8iriywqP6+nref/99Vq1ahaqq
PPDAA+zfv5/wcEfV1vTp00lOTmbKlCncdtttzJo1izFjxjB9+nRuu+02fvzjHwMwZcoUXn31Va65
5hq+//57HnnkEb788ksACgsL+eKLL9BqtTz66KPk5uby0Ucf8eWXXzJ37lzy8/Nb3NPjjz/Oww8/
zNy5c1mxYoV7+zvvvMNNN93Eb37zG2w2W5sKo8cee4w//elPfPXVV0RHR1NVVcXvf/97vvjiC0JD
Q/njH//In/70JxYtWsT69es5cuQIiqJQW1tLZGSk18/U3v019+qrr/LPf/7TfS8dPffu3bvZtm0b
wcHy970QlzsJj4QQQgjRQmmtCa1GaTNHJyNRxxcFFaiq2mlYUVprYlCMDMTuiuZziUameBdeVBkb
O11p7fz5Q7yuPCqqMHJV/xB361RxVb1PZgDVmVq2rUWHBeKnUSjTtwy1XCu9NQ+P0hN0NFrtnKiq
55oBbVu6PDnbyQpkiZHBrFlwHX/75gTPf36Uacu3cK6+yafzjgB3YGQ0W6GDU39RUE5YoB/XDWr/
9z8zyTH36OAZPWOGRANQ22ChyWq/4trW4uPjycrKYuXKlQwbNqzN/pUrV3LgwAG++OILXnzxRTZu
3Mjq1atbHGM0Gtm+fTszZ850b2tsbHR/PHPmTLRaRwXltm3b+PDDDwGYPHky1dXV6PUtA/VvvvnG
fcycOXP49a9/DcDIkSOZP38+FouFGTNmkJOT0+Gzfffddxw+fJgbbrgBcLTjjR49Gp1OR1BQEAsW
LODWW2/ltttua/Pajp6pvfvrSEfPPX36dAmOhLhCSNuaEEIIIVoorTURpwtqU92RmRjBufqmdpdW
d1FVVSqPusHVxnfGy6Hk4Ko88jY8cqzm5s3cnWMVRobEhJES7QgAfdW6ZjBbW6y2ptUoDNA5Vlxr
fX0/jdJiqPpw59ytrgzNPl951H6ootEoLBg3iE8WjXWHLznOwdS+4grM6jpYcc1uV9lUUMH4odEE
+rVt93TJcgZb+5rNPeosJLtcrVu3jsTERO68806WLVvGyZMn2xyTmZnJE088wcaNG90BSHN2u53I
yEjy8/PdvwoKCtz7Q0PPh+Ce/ux4CtI9bRs/fjxbtmwhMTGROXPm8NZbb3X4bKqqcuONN7rv6fDh
w6xatQo/Pz927NjB3XffzUcffcTNN9/c5Wfq6lD1jp67+fsjhLi8SXgkhBBCiBZKak0thmW7DHf+
0NpZ61qdyUp9k01mGnVRkL+WmPDALq24VtmlyqNgjI1W6kwdD7a12VVOVNUzJDaMFGeLWbEPwiOz
xUaTzd6i8ggcc49aB5JFlUaSo0LwbxZgDooJJcBP06W5R2VehEcuqXHhfPSzMfz9kTFc62Xll7ea
t62152CpngpDI1OGtd+yBtAvNICr+4e0WHGt3BUeRXj3tXC5mDZtGmvXrmXbtm1ERERwxx13MHXq
VIqLizEajWzevNl9bH5+PsnJyQCEh4djMBgA0Ol0DBw4kA8++ABwBCX79u3zeL3x48e7B0hv3ryZ
6OhodLqWg9VvuOEG3nvvPYAWw6ZPnjxJbGwsP/nJT3jwwQfZs2dPm/M3v6/rr7+eb775hmPHjgHQ
0NBAYWEhRqMRvV7PLbfcwp///Gd3+5i3z9Te/XXEm+cWQlz+JDwSQgghRAules9VQ2lxOjQKHOyk
8uNMraM1SsKjrkuM9H4ukc2ucq6+qUuVRwCnO2ldO32ugSabncExYQQHaImPCPJJ5VGdMzjRtQ6P
IoM9tK3Vt2hZA/DXahgWF84hL1f8A8dKa+FBfl7Pawr005J3dT+vz+8t1zMbOqg8+uJwORoFJg2L
7fR8WUkRLVZcc4VHV1rbmktUVBSPP/44+fn5PPfcc2i1WlRV5fnnnyc1NZWcnByeeeYZd8vafffd
xwsvvEBubi5FRUWsWbOGVatWkZ2dzfDhw/n44489Xmfp0qXs2rWLrKwslixZwptvvtnmmJdeeokV
K1YwcuTIFi1tmzdvJicnh9zcXD788EMef/zxNq9duHAhP/rRj5g0aRIxMTGsXr2aWbNmuQdVHzly
BIPBwG233UZWVhYTJkxg+fLlXXqm9u6vI948txDi8iczj4QQQgjhZrOrnNWbPYZHwQFahsSGdVp5
5GngtvBOUr9gr4eS1zQ0YbOrXlceJUaeH8jd0Uwf10prg50rnaVEhXKi+sLDI1dw0ny1NXBUHv3r
kNk9S8tis1NcVc+09LYVOOnxOj4/dNaruVvgaOeK7wNDpMOc4ZGxsYPwqKCCEcn96B8a0On5spMi
+XR/GVVGR9viWb1jnk1seO8/a28bNWqU++PPPvvM4zE33HBDm2Xt//nPf7Y5rvV8pP79+3sMlubN
m8e8efMAGDhwIN9++61735IlSwC4//77uf/++zu890cffZRHH33U/fnkyZPZuXNnm+N27NjRZpu3
z9Te/bVWXFzs/ri95166dKnH1wohLk9SeSSEEEIItypjIxab2m7wk5EQ4UV45KgikfCo65L6hVBS
a8Ju73wuUaXBERh0pW0N6LSyyTWseoiz8mdgTKhP2tZc4ZGntrVGq51z9U0AnDrXgNWutqk8AseK
azUNlk7nbrmc1Zv7RDVOv5AA/LUK24uqPe4vrTVxuKyuw1XWmstKcoR/rta1s3VmokIDCPCTb+2F
EEL0DPkXRgghhBBurmAh0cPMI4CMxAgqDI1U1LX/w3tprYkAPw1RXlRQiJaS+gVjsalUGBo7PbbK
6DjG27a1yBB/QgO0na64dqzCSHRYIBEhjgqhgVGh1DRYqG1o8uo67akzOdrWwoNaVx45Qi1XIFTU
qvKpufQEx5yVw14OzS7T943KoyB/LT+bNIRP9pXyj/1lbfZvKigHYKqX4VFGYgQaBfaddgS55XV9
IyQTQghx+ZLwSAghhBBunVUNudqdOlrxqqTWREJEEBpN11b0EZDorA7qLOCBrlceKYpCUr+QTgdy
H6s0MiT2/ApKvlpxzd221io8cg1nd4dHlY7rDIppu4rTsDgdiuLdimsWm51KYyNxEX2jAu5nk4aQ
nRTBbz460CZ8/aKggpSoEAZ7eGZPQgP9GBIbdr7ySG/2aii4EEII0V0SHgkhhBDCrbPwyFX50VHr
Wmmt54HbonNXucOjzodmuyqPvA2PwBFOlXRwblVVKaowtmgZG+iz8MhVedSybc0VeriGZh+rMDJA
F9gmZAJHaDIwKpTDZZ3Phao0NKKq9InKI3AM/P7TvTmYLTZ+9eF+9/Ln9Y1Wvi2qZkragC4toZ6V
FMn+M3pUVZXKIyGEED1OwiMhhBBCuJXWmgkP9PP4gztAWKAfg6JDOdBBeFRSa5KV1rrJNdTamxXX
Kg2NBPlrCA3Qen3+q/oFc7K6HqvN7vmcxkbqzFaGNGsZu7p/CBqFC557VNdOeBQdGoi/VnEPWi+q
NHqcd+SSlqDzqvLIVckU14dClcExYfzHLWlsPlrJmu9PAbD1h0qabHavW9ZcspMiqK5vori6ger6
pj71nEIIIS4/Eh4JIYQQwq3Ei6qhEcn9+O54tccAoslqp8LQKJVH3RQcoCU6LMDrtrWY8MAuVatc
NyiK+iYbu0/WeNxfVOEIiJqHRwF+GpL6hXCiuvN76ojBbEWjQGhAy/BIo1GIiwjirN7kqHzqJDwa
nqDjTI0JvXOGUnvOusKjPlJ55DLn+mTGXRPNs/8o4ERVPV8UVKAL8uPalH5dOk9WUiQAXxx2zEuK
i/C+Ak0IIYToKgmPhBBCCOHmaDnr+IftScNiqTNb2XOqts2+8jozqopUHl2ARC/mEgFUGZu8Hpbt
Mn5oDAFaDV84BzS3dsy50lrr8CYlOpQTVcYuXas1g9lKWKCfx1lY8RHBlOrNVBoaMbSqfGotPd7R
OllQ1nH1kasNrq+0rbkoisILP84mwE/DE2vz+epIBRNTY/HXdu3b8mHx4fhrFTY6wyNpWxNCCNGT
JDwSQgghhJs384rGXhONn0bhyyMVbfaVdDIzSXQuKTLYq/Co0tBITBfDo7BAP0YPjmLj4XL3zJ3m
iiqMhAZo2wQuA6NCKK5q8Pgab9WZLG1WWnOJjwiiTG9qN7xqbnhC50PbwRFkBvlriAj2fM3eFBcR
xO9mZJB/upbq+iampnetZQ0g0E9LWryOnSfPARIeCSGE6FkSHgkhhBACgIYmKzUNlk6DH12QPyNT
+vOVh/Do/MBt+UG2u5KcQ63t9o6DmkpjY5eGZbtMTR9AcXWDe1Wz5ooqjQyODWvTCjcwOhRjo5Uq
Y1OXr+dSZ7a2mXfkEh8RzFm9mWMVzvAotv1Vx2LCA4kJD+RwJ+FRmd5MnC6oS219F9P07ASmZycQ
5K9hwtCYbp0jKykCV54nM4+EEEL0JAmPhBBCCAHgHljsTcvZ5GGxHC03tJnN09lqbaJzSf2CabLZ
3aupeWKx2alp6HrbGsDUtFgAj61rxyo8zxtK8cGKawazBV07VUAJkUFYbCo7TpwjNEDbaRAyPEHH
odKOV1y7FJav/697stn4xIRuV0e55h4F+GmIDOl7FVZCCCEuHxIeCSGEEALoWvAzaZgjgGhdfVRS
ayI6LIAgf+9XABMtJfVzrLh2uoPWtXP1Tagq3ao8io8IJiNR5x607GJstFKmN3ucNzQo2rHtQlZc
qzNb0XVQeQTwzbEqj5VPraXH6zhWYaTRamv3mDK92X3evspfq+Gq/iHdfn22MzzqyxVWQgghLg8S
HgkhhBAC6FrL2eCYUK7uH9Jm7lFJrVmqji5QUj/H+9fRimuVBkdVUnfCI4CpaQPYfaqG6mbVTcc7
mDeUEBmEv1bh+AVWHnU08wigpsHS4bwjl4zECKx2lcKznod42+0q5XV9v/LoQg2JDSPEi0otIYQQ
4kJJeCSEEEIIwBEeaRTvBu8qisLkYbFsL6rG1HS++qO01kRCH6/26OsS3eFR+5VHlc7Qpztta+AI
j1SVFuGfa97QEA/zhvycFTIXUnlk6LDy6PzX3OCY9ucduWQ4h2YfbKd1rbq+CatdvexDFa1GYfZ1
V3NTRlxv34oQQojLnIRHQgghhAAcVUMDdEFeLxk+aVgsjVY73x6vAkBVVa9WaxMdCwnwo39oQMfh
kbPyKLablUfDE3TERwS1mHtUVGnET6OQHOU5vBkUHUpxdffCI1VVO6w86h8aQKCf4+vOU9tca1f1
DyY8yI+DJZ7Do7N6x/yuy73yCOA3t6bz4NiBvX0bQgghLnMSHgkhhBACoMvBz3UD+xPsr3VXr+hN
FhqabLLSmg9c1S+YU+faD2qqLrDySFEUpqYNYEthFWaLo3LsWIWRq6NC2g0PU6JCOVFV3+kqcJ7U
N9mwq7S72pqiKO7qI2/a1hRFYXiCjoPtrLhWpncEb/FXQHgkhBBCXAwSHgkhhBACgFJ918KjIH8t
NwyJ5qsjlaiqSolzZpJrZo/ovtS4cI6UGVBVz0FNpaGRsEA/ggO6P5h8avoATBYb3xZVA47waEgH
wc3AmFAarXbO1pm7fC2D2QLQ7mpr4KgS0nZQ+dRaRkIER8rqsNrsbfa57vFKqDwSQgghLgYJj4QQ
QgiB3a5SVmvuctXQ5GGxlNSaKCw3UlLj/WptomNp8Tqq65uoMDR63F9paOz2sGyX6wf1JzRAy8aC
ciw2OyerGzpsGRvoDHVOdGPukcFsBdqvPAJHGJSVFEGAn3ffnmYkRtBotVNU2fZ+zurN+GkUokMv
7D0SQgghhIOER0IIIYSgqr6RJpudxC4GP5OGxQCOwcvnV2uT8OhCpcfrADhc5rktq8rYSHRYwAVd
I9BPy4TUGDYVlHOyuh6rXe2wZSwluvvhUZ3JUXnU3swjgP93SxprF472+pzDExzvkae5R2f1jvld
Go0sXy+EEEL4goRHQgghhKC01tHm09WV0uIjgkmL1/HVkQpK9WYC/DREhV5YqCFgmCs8amemjy8q
j8Cx6lp5XSPr95YAHQ+rjtMFEeSv6daKa67Ko/ZWWwPHymHeVh0BDIoJI8hf43HFtTK9WVrWhBBC
CB+S8EgIIYQQF1Q1NHlYDLtP1VBQVkdiZDCKItUeFyoi2J+kfsEUtFN5VGloJKabw7Kbm5Qai1aj
8Pa3JwEY3EF4pNEo7qHZrTVabWwvqmp3RlOdufPKo67SahTS43Uc8hCwna2T8KgnfPrpp+Tm5pKd
nU16ejqvvfYaAB999BGHDx/22XU2bNjAH/7wB4/7wsI6H6je1xUXF/POO+/09m0IIUSXSHgkhBBC
CHd41NW2NXDMPbLZVbYdq+rW64VnafE6j+FRo9VGndna7ZXWmusXGsC1yf2oM1uJ0wURFth+ZRDA
wOhQTlS3DI/MFhsL39rNv73+fbttdnVeVB51x/CECA6X1rVYAU5VVc7qzcTrJDzyhaamJurr67FY
LCxcuJBPPvmEffv2sXfvXiZOnAh0LzyyWq3t7ps+fTpLliy5kNtuw2az+fR8F0LCIyHEpUjCIyGE
EEJQUmsiNECLLrjrP9znXNWPfiH+qCpdHrgt2pcWr+NEVT2mppY/9FYZmwB80rYGcGP6AKDjljWX
lOhQTlU3uFc4M1ts/OStXXxdWAngcXg1eLfaWndkJOowNlo5ea7Bva3OZMVksUnl0QUqKChg8eLF
pKamUlhYiMFgwGq1EhUVBUBgYCCpqals376dDRs28OSTT5KTk0NRURFFRUXcfPPNjBgxgnHjxnHk
yBEA5s2bxy9+8QsmTZrEr3/9a86dO8eMGTPIysri+uuvZ//+/QCsXr2aRYsWAXDixAlGjx7NyJEj
eeqpp9z3V1ZWxvjx48nJySEjI4OtW7e2eYaUlBSWLVvG2LFj+eCDD3j99dcZOXIk2dnZ3H333TQ0
NLjv6+GHH2bSpEkMGjSIr7/+mvnz55OWlsa8efPc5wsLC2Px4sXk5eUxZcoUKisdX/cdnfexxx5j
zJgxDBo0iHXr1gGwZMkStm7dSk5ODsuXL/flb5sQQvQYCY+EEEIIQWmtiYRutpxpNQoThjoGZ8uw
bN9Jj9dhV+FouaHF9irnCmy+qDwCmJLmCI8Gx4R2euzAqFCsdpWSWhOmJhsL3tzFtmNV/O6O4QCc
bGceksFsxV+rENiFmUbeGJ4QAbQcml1W56iik/Co6+rr63njjTcYO3YsCxYsIC0tjf3795Obm0v/
/v2ZPn06ycnJzJo1izVr1mC32xkzZgzTp0/nhRdeID8/n8GDB7Nw4UJeeeUVdu/ezYsvvsgjjzzi
vkZhYSFffPEFizO7AwAAIABJREFU//Vf/8UzzzxDbm4u+/fv57nnnmPu3Llt7unxxx/n4YcfZufO
ncTFxbm3v/POO9x0003k5+ezb98+cnJyPD5TUFAQ27Zt47777uOuu+5i586d7Nu3j7S0NFatWuU+
rqamhi+//JLly5dz++2388QTT3Do0CEOHDhAfn6++/3Jy8tjz549TJgwgd/+9rcAHZ63rKyMbdu2
8emnn7qrqf7whz8wbtw48vPzeeKJJy7gd0wIIS4er/4FVxTlZkVRjiqKckxRlDY1pIqiBCqKsta5
/3tFUVKc229UFGW3oigHnP+d3Ow1I5zbjymK8rIiAxKEEEKIXlPiDI+6a9KwWEDCI19Kb2dodqUz
PPJV5dHA6FCeuT2dOaOTOz/WGTAdLq3jwTd38k1RFS/8OJs5o1OI0wVRXN3g8XV1JgvhQf4+n4c1
dEA4/lqlxdyjMr1j+Hu8hEddFh8fz6pVq1i5ciXffPMNCxYsIDw83L1/5cqVbNq0iVGjRvHiiy8y
f/78NucwGo1s376dmTNnkpOTw09/+lPKysrc+2fOnIlWqwVg27ZtzJkzB4DJkydTXV2NXt9yAPo3
33zDrFmzANzHAowcOZI33niDpUuXcuDAgRb32dy9997r/vjgwYOMGzeOzMxM1qxZw6FDh9z7br/9
dhRFITMzkwEDBpCZmYlGo2H48OEUFxcDoNFo3Of793//d7Zt29bpeWfMmIFGoyE9PZ3y8vL23noh
hOjzOg2PFEXRAiuAHwHpwCxFUdJbHfYgUKOq6hBgOfBH5/Yq4HZVVTOB+4G3m73mr8BC4Brnr5sv
4DmEEEII0U0NTVYKzxoZOqD7g2hvTB/A3NHJTEyN8eGdXdmS+gUTHujXZu5RpdG34RHAAzcMZEis
5x++m0uJcoRHT67bz3fHq/nTPdn8eESSY190CMXV7Vce+XreEUCAn4ahA8I51GzFtXJneBTXxZUD
Baxbt47ExETuvPNOli1bxsmTJ9sck5mZyRNPPMHGjRv58MMP2+y32+1ERkaSn5/v/lVQUODeHxp6
vsLN04B1TwGjp23jx49ny5YtJCYmMmfOHN566y2Pz9T8evPmzeO///u/OXDgAM888wxms9m9LzDQ
8edJo9G4P3Z93t58Jtd9eXPe9p5XCCEuFd5UHo0CjqmqelxV1SbgPeCOVsfcAbzp/HgdMEVRFEVV
1b2qqpY6tx8CgpxVSvGATlXVb1XH36JvATMu+GmEEEII0WXfHa+myWZnwtDYbp8jJMCPZXdkEBsu
1R6+otEoDIsPbxMeudrWosICLvo9RYcFEB7oR0OTleX35nBnbpJ7X0pUKCfbDY8sPl1prbmMhAgO
lujdP5iX6c0oCsT6MFy7UkybNo21a9eybds2IiIiuOOOO5g6dSrFxcUYjUY2b97sPjY/P5/kZEe1
Wnh4OAaDo71Sp9MxcOBAPvjgA8ARmOzbt8/j9caPH8+aNWsA2Lx5M9HR0eh0uhbH3HDDDbz33nsA
7mMBTp48SWxsLD/5yU948MEH2bNnT6fPZzAYiI+Px2KxtDiXt+x2u3tu0TvvvMPYsWO7dd7m75cQ
QlwqvAmPEoHTzT4/49zm8RhVVa2AHohqdczdwF5VVRudx5/p5JwAKIqyUFGUXYqi7HINpRNCCCGE
73x9tJJgfy3XpvTr7VsRraQ7V1xrvppYpbGRiGB/Av20F/1+FEVhyS3D+J8513JHTstv3ZKjQqky
NrmHYzdXZ7YS3gOVR+AYml3TYKHUWXF0Vm8mOiwQf62M9uyuqKgoHn/8cfLz83nuuefQarWoqsrz
zz9PamoqOTk5PPPMM6xevRqA++67jxdeeIHc3FyKiopYs2YNq1atIjs7m+HDh/Pxxx97vM7SpUvZ
tWsXWVlZLFmyhDfffLPNMS+99BIrVqxg5MiRLVraNm/eTE5ODrm5uXz44Yc8/vjjnT7X7373O667
7jpuvPFGhg0b1uX3JTQ0lEOHDjFixAi+/PJLnn766W6dNysrCz8/P7Kzs2VgthDikqF0Vj6pKMpM
4CZVVRc4P58DjFJV9dFmxxxyHnPG+XmR85hq5+fDgQ3ANFVVixRFGQn8p6qqU537xwG/UlX19o7u
5dprr1V37drVzUcVQgghhCcTX/iKQTFh/G3eyN6+FdHKeztOseTvB/j6yYkkO1vGHv7f3fxQYeSL
X0zo5btr6f8OlPHwmj18+uhYMhIjWuybtvxrBkaH8tqca31+3T2narjrL9v5nzkjmDY8jrl/20Ft
QxMbFo31+bXElS0sLAyj0djbt3HZUxRlt6qqvv/LQghxQbz5XzJngKuafZ4ElLZ3jKIofkAEcM75
eRKwHpirqmpRs+OTmr3e0zmFEEII0cOKq+oprm5wr5Ym+pY0D0Ozq4yNRPdCy1pnXOHWSQ9Dsx0z
j3qmbS0tTodGgYPO96hcbyZOJ+2TQgghhC95Ex7tBK5RFGWgoigBwH04qoia24BjIDbAj4EvVVVV
FUWJBP4B/D9VVb9xHayqahlgUBTleucqa3MBz/WsQgghhOgxW35wtIRLeNQ3pcaFo1FoMfeo0tBI
TB+cLZUcFQLgcWi2a7W1nhAcoGVwTBiHShwtTWV6E3Gy0proAVJ1JIS4knUaHjlnGC0CPgcKgPdV
VT2kKMoyRVGmOw9bBUQpinIM+AWwxLl9ETAEeEpRlHznL9c0zoeBlcAxoAj4P189lBBCCCG8s6Ww
kqv7h5ASHdr5weKiC/LXMigmjMNl54frVhoaiQnre8OgQwP9iAkPbDM022ZXqW+y9djMI4CMxAgO
luqpb7RSZ7ZKeCSEEEL4mFf/iquq+hnwWattTzf72AzM9PC63wO/b+ecu4CMrtysEEIIIXyn0Wpj
e1E1d+cldX6w6DXp8Tp2n6wBoKHJSn2Tjejwvte2BpASFUJxq7Y1o9mxzLkuuGcqjwCGJ+hYv7eE
Q87WtXgJj4QQQgifkmUohBBCiCvU7uIaGpps0rLWx6XF6yipNaFvsFBlaALok5VH4Jh71LryqM65
+lpPVh4NT3AM6N5UUA5AnC64x64lhBBCXIkkPBJCCCGuUF8XVuKvVRg9OKq3b0V0IC0+HIDDZXVU
GhsBiA7vm+FRSlQI5XWNNDRZ3dtc4ZGuB8Oj9ATHYPGNrvBIKo+EEEIIn5LwSAghhLhCfV1YyciU
/oQG9twP9eLCuYKRgrI6Kg2O8KivVh65Zmc1X3HN4Gpb66GB2QARwf4kR4VwvNJR9SSrrQkhhBC+
JeGREEIIcQUqrzNz5KxBWtYuAbHhQUSHBTjCI2flUWyfrTxyhUfnW9dc4VFPrbbmkuFsXYsM8Sc4
QNuj1xJCCCGuNBIeCSGEEFegrwsrARgv4dElIS1ex+GyOqoMjSgK9A/tmwOzr44KAWgxNLvO1PMz
j+B8hZZUHQkhhBC+J+GREEIIcQX6urCS2PBAhsWF9/atCC+kx+v4odxImd5E/5AA/LR981s4XZA/
UaEBrSqPnDOPenC1NYCMREflkcw7EkIIIXyvb37nIYQQQogeY7XZ2fZDFROGxqAoSm/fjvBCeoKO
Jpud70+cI6aPtqy5JEeFUFzVduZRT1ceDXdWHsVLeCSEEEL4nIRHQgghxBVm3xk9epOFCanSsnap
SIt3BCMnqxuI7qPDsl1SokJbVB7VmS0E+Wvw7+FqqeiwQB64IYVbMxN69DpCCCHElUjCIyGEEOIK
83VhJRoFxg6J7u1bEV4aFB1KgJ/j27a+X3kUSqnejNliAxyVRz250lpzz9w+nLHXyNe1EEII4WsS
HgkhhBCXqTqzBVOTrc32LYWV5FwVSWRI3xy6LNry02pIHeCYTxUd1rd/31KiHUOzT59ztK4ZzNYe
b1kTQgghRM+Sf8mFEEKIy5Cqqkx+8WtqG5oYnqAjL7kfI5L7MTgmjH1nanl8yjW9fYuii9LiwzlQ
or8kKo8ATlTVc82AcOrMFsIvUuWREEIIIXqGhEdCCCHEZajS2EiVsZExg6Ow2VXe3XGKN74pdu+f
MFTmHV1q0p1zj/p6eDTQGR6drHZUHtWZrUT08EprQgghhOhZEh4JIYQQF8DYaCVAq3HPo+krSmpM
AMy/YSBT0wdgsdkpKKtjV3EN9Y1WspMie/kORVeNSO4PwMDosF6+k45FhPgTGeJPsXNotsFsIalf
cC/flRBCCCEuhIRHQgghRDdZbXZ+9NIWbkyL4+nb03v7dloorTUDkOj8od1fqyErKZIsCY0uWZlJ
EXz7/yYTH9H3g5jkqNDzlUcmKzqZeSSEEEJc0vrW/yYVQgghLiGbjlRw+pyJ3SfP9fattFFS6/jB
PSGy7wcNwnuXQnAEkBIV0qLySGYeCSGEEJc2CY+EEEL0qA93n2Hc819itdl7+1Z87t0dpwA4Wm7A
Zld7+W5aKqkxER7oJ7NmRK9IjgqltNaEsdFKo9UulUdCCCHEJU7CIyGEED1q4+FyTp8zca6hqbdv
xadOn2vg68JKBkaHYrbY3VUWfUVJrcndsibExZYSFYJdhcOldQBSeSSEEEJc4iQ8EkII0WNUVWXP
qRoAqo2XV3j0/q7TKMB/3JIGQEFZXe/eUCtnakwkSsua6CXJzhXXDpToAQiXyiMhhBDikibhkRBC
iB5TUmuiwtAIXF7hkcVmZ+3O00xKjWXcNdFoNUqfC4+k8kj0ppSoEAAOOsMjnVQeCSGEEJc0CY+E
EEL0mL2nat0fV9c39uKd+NamggoqDI3MGnU1Qf5aBseEcqTM0Nu35VZntmAwW6XySPSa/qEBhAf6
sf+M4+8AqTwSQgghLm0SHgkhhOgxe07V4KdRAKg0XD7h0bs7ThGnC2JiagwAw+J0faryqLTWBMhK
a6L3KIpCcnQIx6scs8Bk5pEQQghxaZPwSAghRI/Zc6qWvKv74adRqK6/PNrWTp9rYMsPldw78ir8
tI5/RtPidZTqzegbLL18dw4lNY7wSNrWRG9KiQpFdS5CqAuWyiMhhBDiUibhkRBCiB5httg4XKon
L7kfUWEBVBsvj8qjtTsdg7LvHXmVe1tafDgABWf7RvVRibPyKEkqj0QvSnEOzQapPBJCCCEudRIe
CSGE6BGHSvVYbCp5V0cSFRp4yQzM1pss3PWXb3jm44PUN1pb7LPY7Kzd5RiU3bwlLC1eB8CRPtK6
VlJjIkCrITossLdvRVzBkp1DswHCAqXySAghhLiUSXgkhBCiR+w56RiUm3u1o/Ko6hJpW3vm44Pk
n67lre9OMm35Frb+UOnet6mggkrnoOzmYsMD6R8aQEEfGZp9ptZEQmQQGue8KSF6Q0q0o/IoPNAP
rXwtCiGEEJc0CY+EEEL0iD2nariqfzAx4YFEhwVSdQkMzP5kXykf5Zfy2JRr+OCnown01zBn1Q5+
tW4fepOFd3acIj7i/KBsF0VRGBYXzpG+0rZWY5J5R6LXuSqPZKU1IYQQ4tIn/5oLIYToEXtP1XLd
oP4ARIcFUF3fiKqqKErfrEA4qzfz/310kOyrIvnZpCH4azV89tg4Xtr0A/+z5Tibj1ZSaWzkscnX
uAdlN5cWr2PN9yex2dVer7IorTW1CbiEuNhiwgIJCdDKvCMhhBDiMiCVR0IIIXyutNbE2TozuVdF
AhAVFojZYqehydbLd+aZ3a7y5Lp9NFntLL8nG39nOBTkr+XXNw9j/SNj6B8agL9W02JQdnPD4sIx
W+wUV9dfzFtvo9Fqo8LQ2GImkxC9QVEUkqNCZaU1IYQQ4jIg/5oLIYTwuT2nagDIS+4HQFRoAADV
xiZC++Dg3Le/O8nWH6r4/YwMBsWEtdmflRTJJ4+Opaa+iVhdkMdzuIZmF5TVMdjDOS6WslozAIkS
Hok+4Knb0tD20WpDIYQQQnhPKo+EEEL43N5TtQT6adyBimvVr6r6vjf36FiFkec+K2Biagyzr7u6
3eP8tZp2gyOAIbFhaDUKR3p5aHZJrQlAZh6JPmHM4GiuGxTV27chhBBCiAsk4ZEQQgif23Oqhqyk
CHf7V1SYo/Korw3NttjsPLE2n5AALc/fnXVB85iC/LUMjgmloKx3h2aX1DjCo6TIkE6OFEIIIYQQ
wjsSHgkhhPCpRquNQyV15F3dz73NVXlUXd/UW7fl0f9sOc6BEj3/eVdmh1VF3hoWp+PI2d6tPDpT
a0JRIC7iwp9HCCGEEEIIkPBICCGEjx0sqaPJZie3WXjU3z3zqO9UHjU0WVm59TiTh8Vyc0a8T86Z
Fq+jpNaEvsHik/N1R0mNiQHhQQT4yT/xQgghhBDCN+Q7SyGEED611zUs++pI97Ygfy3hgX5UGftO
5dH7O09T02DhkYmDfXbOYfHhABw523uta6W1JhIipepICCGEEEL4joRHQgghfGrvqVoSI4PbtIFF
hQX0mbY1i83O61tPcG1yP65N6e+z86Y3W3Gtt5TUmkjsJ/OOhBBCCCGE70h4JIQQwqf2nKohL7lf
m+1RYYF9ZmD2P/aXUVJr4qcTfFd1BBAbHki/EP9em3tkt6uU6U0kRspKa0IIIYQQwnckPBJCCOEz
ZXoTZXozuVdFttkXHRZAdX3vh0eqqvLq10VcExvGlGGxPj23oiikxet6rfKowtCIxaaS2E/CIyGE
EEII4TsSHgkhhPCZvadqAdqtPKruAzOPNhdWcuSsgYXjB6HRKD4//7A4HUfLDdjsqs/P3ZmS2gYA
kqTySAghhBBC+JCER0IIIXxmz8kaAvw07tk/zUWHBnCuoalXQpXmXt1cRHxEEHfkJPbI+dPiwzFb
7BRX1/fI+TtypsYEIJVHQgghhBDCpyQ8EkII4TN7TtWQmRjhcZn4qLBAVBVqGnqv+mjvqRq+P3GO
B8cO7LGl7NOcwdmRsos/96ik1hEeJUjlkRBCCCGE8CEJj4QQQvhEk9XOwdI68q5uO+8IHKutAVQZ
e2/u0WtfH0cX5Md9o67usWsMiQ1Dq1F6Ze5Raa2JiGB/wgL9Lvq1hRBCCCHE5UvCIyGEED5xoqqe
JqudjMQIj/ujwwIBem3uUVGlkc8Pn2Xu6JQeDVeC/LUMig7lyNmLHx6V1MhKa0IIIYQQwvckPBJC
COETR8sdbVpDB4R73B/tZeWRxWb36noVBjOz/uc71u0+g6p2Pkfp9S3HCdBqmHdDilfnvxCOFdd6
p21N5h0JIYQQQghfk/BICCGETxSeNaDVKAyKCfW4Pyq088qjrT9UkrX0X1QYzJ1e79uiar49Xs0v
P9jH7JXfU1zleUB1tbGRFz8/yod7zjDz2iR3BVRPGhYfTkmtCb3J0uPXclFVVSqPRIdmz55Namoq
GRkZzJ8/H4ul7ddnfn4+n332WS/cXfcsXbqUF198sc324uJiMjIyunSuefPmsW7dujbbV69eTWlp
aZfONXHiRHbt2uX18Zs3b2b79u2d3osn69evR1EUjhw54t7WnefvjKIoLF682P35iy++yNKlS4H2
fx+EEEJcPiQ8EkII4RNHyw0MjA4l0E/rcX9EsD9ajUJ1ffuVRzuLazBZbBwq7bzlq6jCiEaB304f
zoEzem768xZWfHXMXbl0pqaBZz4+yA1//JIVm48xZdgAnpg6tHsP10Xnh2ZfvNY1vclCfZONJKk8
Es00NTVRX+8IVmfPns2RI0c4cOAAJpOJlStXtjn+UguPLobuhEdd1To86op3332XsWPH8t5773X7
+hMnTqS4uLjDYwIDA/n73/9OVVVVt68jhBDi0iXhkRBCCJ8oLDeQ2k7LGoBGo9A/NIAqQ/uVR8cr
jQAcKzd2er1jlUaSo0K5f0wKXyyewORhsbzw+VFuf2UbT6zNZ+ILm1nz/Sluz0pg4xMTeHXOCKIu
QtURQLorPDp78VrXztQ4VlqTyiMBUFBQwOLFi0lNTaWwsBCAW265BUVRUBSFUaNGcebMmRavaWpq
4umnn2bt2rXk5OSwdu1a6uvrmT9/PiNHjiQ3N5ePP/4YcFS2jBs3jry8PPLy8tzBx+bNm5kwYQL3
3HMPQ4cOZcmSJaxZs4ZRo0aRmZlJUVERAB988AEZGRlkZ2czfvz4NvdvNBqZMmUKeXl5ZGZmuq8L
8Oyzz5KamsrUqVM5evSoe/vu3bvJzs5m9OjRrFixwr3dZrPx5JNPMnLkSLKysnjttdcAR7XeokWL
SE9P59Zbb6WioqLNfaxbt45du3Yxe/ZscnJyMJlMbNq0idzcXDIzM5k/fz6NjZ4D8f/93/9lzJgx
ZGRksGPHDgDOnTvHjBkzyMrK4vrrr2f//v0UFxfz6quvsnz5cnJycti6dSsAW7ZsYcyYMQwaNKjd
KiSj0cg333zDqlWrLig88oafnx8LFy5k+fLlPXodIYQQfZOER0IIIS5YQ5OVU+ca2p135BIdFthh
5VFRpaNC4oeKzkOXYxVGBseEATBAF8Rf/30Er8+9ltoGC/88eJY5o5PZ8qtJvDAzmyGxYV14mgsX
Gx5IvxD/i7riWkmtIzxKkPDoilVfX88bb7zB2LFjWbBgAWlpaezfv5/c3NwWx1ksFt5++21uvvnm
FtsDAgJYtmwZ9957L/n5+dx77708++yzTJ48mZ07d/LVV1/x5JNPUl9fT2xsLBs3bmTPnj2sXbuW
xx57zH2effv28dJLL3HgwAHefvttCgsL2bFjBwsWLOCVV14BYNmyZXz++efs27ePDRs2tHmWoKAg
1q9fz549e/jqq69YvHgxqqqye/du3nvvPfbu3cvf//53du7c6X7NAw88wMsvv8y3337b4lyrVq0i
IiKCnTt3snPnTl5//XVOnDjB+vXrOXr0KAcOHOD111/3WPnz4x//mGuvvZY1a9aQn5+PoijMmzeP
tWvXcuDAAaxWK3/961/b/f3Yvn07f/nLX5g/fz4AzzzzDLm5uezfv5/nnnuOuXPnkpKSwkMPPcQT
TzxBfn4+48aNA6CsrIxt27bx6aefsmTJEo/X+Oijj7j55psZOnQo/fv3Z8+ePR6P85Wf/exnrFmz
Br1e36PXEUII0fd4tdyMoig3Ay8BWmClqqp/aLU/EHgLGAFUA/eqqlqsKEoUsA4YCaxWVXVRs9ds
BuIBk3PTNFVV2/4vHyGEEH3esQojqgqpcR2HNNFhAVS1M/PIblc5UWV0n68jVpudE1X1TBoW22L7
jekDmJgag9WmEhzguX3uYlAUxTE0+yJWHpU6wyMZmH3lio+PJysri5UrVzJs2LB2j3vkkUcYP368
O6ToyL/+9S82bNjgnmdjNps5deoUCQkJLFq0iPz8fLRarbu6CWDkyJHEx8cDMHjwYKZNmwZAZmYm
X331FQA33HAD8+bN45577uGuu+5qc11VVfmP//gPtmzZgkajoaSkhPLycrZu3cqdd95JSEgIANOn
TwdAr9dTW1vLhAkTAJgzZw7/93//536G/fv3u6t39Ho9P/zwA1u2bGHWrFlotVoSEhKYPHlyp+/H
0aNHGThwIEOHOlpg77//flasWMHPf/7zNsfOmjULgPHjx1NXV0dtbS3btm3jww8/BGDy5MlUV1e3
G8TMmDEDjUZDeno65eXlHo9599133de+7777ePfdd8nLy+v0OQDeeOMNXnrpJQCOHTvGLbfcQkBA
AAMHDmT9+vUeX6PT6Zg7dy4vv/wywcHyd40QQlxJOg2PFEXRAiuAG4EzwE5FUTaoqnq42WEPAjWq
qg5RFOU+4I/AvYAZeArIcP5qbbaqqt5PExRCCNEnHT3b8UprLlGhARRXex5sXVZnxmyxExKg5YcK
I6qqoiiKx2NP15iw2FSGxLQNq/y1Gvx7LzdyGxan450dJ7HZVbQaz8/hSyU1JoL8NUSFBvT4tUTf
tG7dOlatWsWdd97JrFmzuP/++0lOTm5xzG9/+1sqKyvdrVudUVWVDz/8kNTU1Bbbly5dyoABA9i3
bx92u52goCD3vsDA8+2hGo3G/blGo8FqtQLw6quv8v333/OPf/yDnJwc8vPziYqKcr9uzZo1VFZW
snv3bvz9/UlJScFsdgzS9/T3Qkd/X6iqyiuvvMJNN93UYvtnn33W7mva483Kji6tz60oisfXt3cP
zd9HT6+rrq7myy+/5ODBgyiKgs1mQ1EUnn/+ea/u74EHHuCBBx4AHDOPVq9eTUpKSqev+/nPf05e
Xp77tUIIIa4M3rStjQKOqap6XFXVJuA94I5Wx9wBvOn8eB0wRVEURVXVelVVt+EIkYQQQlymCssN
BPhpSI7yvNKaS1RYYLurrRU5q40mpsZgMFupMLTf3uaqTLrY7WhdkRYfjtli52Q7YZmvldSaSIgM
7vIPw+LyMW3aNNauXcu2bduIiIjgjjvuYOrUqe5ByCtXruTzzz/n3XffRaPx/C1geHg4BsP5irmb
brqJV155xR1e7N27F3BU78THx6PRaHj77bex2WxduteioiKuu+46li1bRnR0NKdPn26xX6/XExsb
i7+/P1999RUnT54EHFU869evx2QyYTAY+OSTTwCIjIwkIiKCbdu2AY7wqfkz/PWvf3WvLldYWEh9
fT3jx4/nvffew2azUVZW5q6K6ug9GTZsGMXFxRw7dgyAt99+213t1NratWsB3L8fERERjB8/3n1v
mzdvJjo6Gp1O1+Z998a6deuYO3cuJ0+epLi4mNOnTzNw4ED3e9BT+vfvzz333MOqVat69DpCCCH6
Fm/Co0Sg+b/oZ5zbPB6jqqoV0ANRdO4NRVHyFUV5Smnnu11FURYqirJLUZRdlZWVXpxSCCHExXa0
3Mg1sWGdVthEhQXQ0GSjocnaZp9rWPZNw+OAjlvXXPsG9+nwyDE0u6Ds4rSuldSaZFi2ACAqKorH
H3+c/Px8nnvuObRaRyneQw89RHl5OaNHjyYnJ4dly5a1ee2kSZM4fPiwe2D2U089hcViISsri4yM
DJ566inA0fr25ptvcv3111NYWEhoaMfBcWtPPvkkmZmZZGRkMH78eLKzs1vsnz17Nrt27XLPG3K1
4eXl5XFFHTacAAAgAElEQVTvvfeSk5PD3Xff3aL17o033uBnP/sZo0ePbtFStWDBAtLT08nLyyMj
I4Of/vSnWK1W7rzzTq655hoyMzN5+OGH2w2B5s2bx0MPPUROTg6qqvLGG28wc+ZMMjMz0Wg0PPTQ
Qx5f169fP8aMGcNDDz3kDlqWLl3Krl27yMrKYsmSJbz5puP/vd5+++2sX7++xcDszrz77rvceeed
LbbdfffdvPPOO4CjxS4pKcn964MPPvDqvN5YvHhxm1XXfv/737e4nhBCiMuL0ln5raIoM4GbVFVd
4Px8DjBKVdVHmx1zyHnMGefnRc5jqp2fzwOubTXzKFFV1RJFUcKBD4H/VVX1rY7u5dprr1V37ZIu
NyGE6Guuf24TYwZH8ad7czo87v1dp/nVuv1s/dUkruof0mLf0x8fZP2eEjYtnsCo5zax9PZ05t0w
0ON5Fr+/j60/VLLjN1N99gy+ZrbYGP7M5zwycTCLp6V2/oILNOJ3G5k2fAD/eVdWj19LCCGE6CmK
ouxWVfXa3r4PIURL3lQenQGuavZ5ElDa3jGKovgBEcC5jk6qqmqJ878G4B0c7XFCCCEuMfoGC2fr
zAyN63jeETgGZgNUGdu2pBVVGhkUG0ZMeCARwf780FHlUaWxT7esAQT5axkUHXpRVlwzNdmorm+S
yiMhhBBCCNEjvAmPdgLXKIoyUFGUAOA+oPWaqhuA+50f/xj4Uu2gpElRFD9FUaKdH/sDtwEHu3rz
Qgghel9hhaMtK7WTYdkAUaGOAbCe5h4dr6xncHQoiqIwJDas3fBIVVWOV/T98AgcrWsXo22tVO9Y
aS1BwiMhhBBCCNEDOg2PnDOMFgGfAwXA+6qqHlIUZZmiKNOdh60CohRFOQb8Aljier2iKMXAn4B5
iqKcURQlHQgEPlcUZT+QD5QAr/vusYQQQlwsrpXWUr2oPIpyVh5V17esPKpvtFKmNzMoxjE35ZrY
MPcA7dYqDI0YGq2XRHg0LD6ckloTepOlR69TUuMIj6TyqPfNnj2b1NRUMjIymD9/vntIc3P5+fl8
9tlnvXB33bN06VJefPHFNtuLi4vJyPC0mG775s2bx7p169psX716NaWlrQvbOz9XYmIijY2Ov0+q
qqrcq4V1596EEEII0T5vKo9QVfUzVVWHqqo6WFXVZ53bnlZVdYPzY7OqqjNVVR2iquooVVWPN3tt
iqqq/VVVDVNVNUlV1cPOVdhGqKqaparqcFVVH1dVtWvLdAghhOgTCssNhAf6ER8R1Omx0WGOyqOq
VpVHJ6ocK5INjnEEQkNiw6iub6LaQ3ube1h2TN8Pj1xDs4/0cOtaSa0zPOon4VFvaGpqor7e8TU8
e/Zsjhw5woEDBzCZTKxcubLN8ZdaeHQxdCc8AtBqtfztb3/rgTsSQgghRHNehUdCCCFEe46eNTA0
LtyrJeKD/LWEBfq1mXlU5FxpbVCz8Ag8r7jm2nYpVB6lxTnDo7M927p2pqYBrUYhTtd5gCd8p6Cg
gMWLF5OamkphYSEAt9xyC4qioCgKo0aN4syZMy1e09TUxNNPP83atWvdK5rV19czf/58Ro4cSW5u
Lh9//DHgqJ4ZN24ceXl55OXlsX37dsCxxPuECRO45557GDp0KEuWLGHNmjWMGjWKzMxMioqKAPjg
gw/IyMggOzub8ePHt7l/o9HIlClTyMvLIzMz031dgGeffZbU1FSmTp3K0aNH3dt3795NdnY2o0eP
ZsWKFe7tNpuNJ598kpEjR5KVlcVrr70GONpMFy1aRHp6OrfeeisVFRVt7mPdunXs2rWL2bNnk5OT
g8lkYtOmTeTm5pKZmcn8+fPd1UWt/fznP2f58uVYrW1XcBRCCCGE70h4JIQQottUVaWw3MBQL+Yd
uUSFBbSZeVRUWf//s3ff8VWW9//HX/c5WWRCFgQCJCGBEEgIYU/FgVqriDirFq3bWrXafqv9/uyg
X7VLrVpba7EOahEXVetArSjIDhASVkIICWSRRfY+5/79kQEhCVknC97Px8OH5L6v+zqfE4J6Pl7X
+8IwYKxfwwlsEY3zpea33TzycnUi0Mu1B5X3jeHergxzd+710Oz92aWEB3jiZNW/1ntbRUUFr776
KvPnz+eOO+5g4sSJJCYmMnXq1Bbj6urqWLVqFZdeemmL6y4uLqxYsYLrr7+ehIQErr/+ep544gku
uOACduzYwfr16/npT39KRUUFgYGBfPHFF+zatYs1a9bwwAMPNM+zZ88ennvuOZKSkli1ahUpKSls
376dO+64gxdeeAGAFStWsG7dOvbs2cOHH54eVwlubm6sXbuWXbt2sX79eh555BFM02Tnzp289dZb
7N69m/fff58dO3Y0P3Pbbbfx/PPPs2XLlhZzvfLKK/j4+LBjxw527NjB3//+d44cOcLatWtJTk4m
KSmJv//9780NsFNdc801TJ8+nTfffJOEhAQMw+DWW29lzZo1JCUlUV9fz1//+tc2fz/GjBnD/Pnz
WbVqVQe/cyIiItITTv1dgIiIDF755TWcqKxjwvDOrwLy83BplXmUll/O6GHuuDlbARjp44aHi5VD
x1s3jw7nlzMu0LNTK536m2EYRI7w5kAvrjwyTZOkrBLOGx/Ya68hJwUFBRETE8PKlSuJjIxsd9x9
993HwoULWbBgQYdzfv7553z44YfNuULV1dUcPXqUkSNHcv/995OQkIDVam1e3QQwY8YMgoKCABg3
bhyLFy8GIDo6mvXr1wMwb948br31Vq677jquvvrqVq9rmiY///nP2bBhAxaLhaysLI4fP87GjRtZ
unQp7u4Nzdwrr2yIuCwpKaG4uJjzzjsPgFtuuYVPP/20+T0kJiY25xmVlJRw6NAhNmzYwI033ojV
amXkyJFccMEFHX4/kpOTCQ0NZfz48QAsX76cF198kYceeqjN8T//+c+58sorufzyyzucW0RERLpH
zSMREem2lNyG5s74ToRlN/HzdOVYUWWLa2n5Fc1h2dDQdBkX6NnutrWF4wO6WXHfmxjkzb+2Z2Cz
m1gtjm945ZZWU1BeS/Qob4fPLa29++67vPLKKyxdupQbb7yR5cuXM3bs2BZjfv3rX5Ofn9+8dasj
pmny3nvvMWHChBbXf/WrXzF8+HD27NmD3W7Hze3ktkRX15Mr7ywWS/PXFouleQvXSy+9xLZt2/j4
44+JjY0lISEBPz+/5ufefPNN8vPz2blzJ87OzoSEhFBdXQ3QZnPWNM12m7amafLCCy9wySWXtLj+
ySefdLnRe4YDe9sUHh5ObGwsb7/9dpeeExERkc7T+nYREem25OONJ611Yduav6dLi8wju90kraC8
VQB2eBvNo9LqOvLKagZFWHaTyCAvquvsZBRW9Mr8SZklAEQHD+2V+aWlxYsXs2bNGr799lt8fHxY
smQJF110Eenp6QCsXLmSdevWsXr1aiyWtv8zy8vLi7Kyk6vRLrnkEl544YXmpsnu3buBhtU7QUFB
WCwWVq1ahc3WtbNFDh8+zKxZs1ixYgX+/v4cO3asxf2SkhICAwNxdnZm/fr1ZGRkALBw4ULWrl1L
VVUVZWVlfPTRRwAMHToUHx8fvv32W6Ch+XTqe/jrX//afLpcSkoKFRUVLFy4kLfeegubzUZOTk7z
qqgzfU8iIyNJT08nNTUVgFWrVjWvdmrP//7v/7Z5IpyIiIg4hppHIiLSbSm5Zfh7uuDn2fn8IX9P
V4oqarHZGz4o55RWU11nb7HyCCAi0Ivc0mpKq08edT6YwrKbRDWeuHYgp3e2ru3NKsFinHwd6Rt+
fn48+OCDJCQk8OSTT2K1Nmy5vOeeezh+/Dhz5swhNjaWFStWtHp20aJF7N+/vzkw+/HHH6euro6Y
mBgmT57M448/DjRsfXv99deZPXs2KSkpeHh4tJrrTH76058SHR3N5MmTWbhwIVOmTGlx/6abbiI+
Pr45b6hpG15cXBzXX389sbGxLFu2rMXWu1dffZUf/vCHzJkzhyFDTp7ud8cddxAVFUVcXByTJ0/m
7rvvpr6+nqVLlxIREUF0dDT33ntvu02gW2+9lXvuuYfY2FhM0+TVV1/l2muvJTo6GovFwj333HPG
9zpp0iTi4uJaXEtOTiY4OLj5r3feeadL3z8RERE5yejq0uD+NH36dDM+Pr6/yxARkUZXvbgJdxcr
/7pzdqefeW3TEX710X52/r+L8PN0ZeOhfG55ZTur75zNnHEnt9R8uf84d7wRz/v3zSVuzDAA3ok/
xk/fTWT9T84n1L9rH6T7S3WdjUm/XMd954/jkcUTOn6gi259dTs5xdWs+3Hr07REREQGG8Mwdpqm
Ob2/6xCRlrTySEREusVuNznUxZPWgOZVSoUVDSeuHW5cTTQusGUzqGl10alb11Lzy3GxWhg9bAiD
hZuzlTB/j145cc00TfZmlRAd7OPwuUVEREREmqh5JCJyjjlSUMFFz3xDTklVj+bJKq6iotbGhC6E
ZQP4eboANOcepRVU4OXqRMBpW99G+7rj4mRp0Tw6nFdOiL/7oDuSPjLIu1e2rZ0My1bzSERERER6
z+D6r28REemxzYcLSM0rZ2fGiR7Nk9x4/HxXVx75NzaJCsobVh41nbR2+olMVovBuABPDh0/2XRJ
zSsfVHlHTSYGeZFVXEVJVV3Hg7sgsTEse7KaR/3i9ttvZ8qUKcTExHDNNddQXt76dMCvv/6azZs3
90N13XPrrbfy7rvvtrr+9ddf893vfrdLc51//vm0FTfwpz/9icrKyjaeOLP8/HycnZ1bnWIXEhJC
QUFBl+cTERGRzlPzSETkHNO0kudIfs9O/2o6aW388K41c5qaR4WNK48O57c+aa1JeKAnqfkN9VbX
2ThaVEn4IDpprcnEEQ1h1k0NN0dRWHbfq62tpaKi4c/Os88+y549e0hMTGTMmDH8+c9/bjV+sDWP
+kJ3m0fvvPMOs2fPZvXq1b1QlYiIiJyJmkciIueY5uZRQc+aRynHyxg1dAhebs5dem7oEGcsBhSW
11JZW09OSXWrk9aaRAR6knmiisraejIKK7GbMG5QrjxqOnHNsblHSVkljB/uxRAXq0PnldYOHDjA
I488woQJE0hJSQHA27vh99U0TaqqqlqtnktPT+ell17i2WefJTY2lo0bN5Kfn8+yZcuYMWMGM2bM
YNOmTQBs376duXPnMnXqVObOnUtycjIAr732GldddRVXXHEFoaGh/PnPf+aZZ55h6tSpzJ49m6Ki
IgCef/55oqKiiImJ4YYbbmhVf3p6OgsWLCAuLo64uLjmhpZpmtx///1ERUVx+eWXk5eX1/zMZ599
RmRkJPPnz+f9999vvl5RUcEPfvADZsyYwdSpU/nggw8AqKqq4oYbbiAmJobrr7+eqqrWW2Off/55
srOzWbRoEYsWLQJg9erVzafC/exnP2v392D16tU8/fTTZGZmkpWVdabfLhEREXEwp/4uQERE+lZT
QPWRwh6uPMot6/KqIwCLxcDXw5XCihrSGlc/hbWzmigi0BPTbNjallHYsFKhvVVKA9lwb1eGujtz
MNdxzSPTNEnKLGFRZKDD5pSWKioqePvtt3nllVcwTZPbbruNxMREvLxObtW87bbb+OSTT4iKiuLp
p59u8XxISAj33HMPnp6e/OQnPwHge9/7Hj/+8Y+ZP38+R48e5ZJLLuHAgQNERkayYcMGnJyc+PLL
L/n5z3/Oe++9B8DevXvZvXs31dXVhIeH87vf/Y7du3fz4x//mDfeeIOHHnqI3/72txw5cgRXV1eK
i4tbvZfAwEC++OIL3NzcOHToEDfeeCPx8fGsXbuW5ORkkpKSOH78OFFRUfzgBz+gurqaO++8k6++
+orw8HCuv/765rmeeOIJLrjgAv7xj39QXFzMzJkzueiii/jb3/6Gu7s7iYmJJCYmEhcX16qOBx54
gGeeeYb169fj7+9PdnY2P/vZz9i5cyfDhg1j8eLF/Pvf/+aqq65q8dyxY8fIzc1l5syZXHfddaxZ
s4aHH364+7+5IiIi0iVqHomInEMqaurJLqnGMHq28qjOZictv4LzJgR063l/TxcKyms53Lgl7Uzb
1gAO5ZVxtLAKwxiczSPDMJg4wpv9DgzNzimpprBCYdm9KSgoiJiYGFauXElkZGSbY1599VVsNhs/
+tGPWLNmDbfddtsZ5/zyyy/Zv39/89elpaWUlZVRUlLC8uXLOXToEIZhUFd3Mh9r0aJFeHl54eXl
hY+PD1dccQUA0dHRJCYmAhATE8NNN93EVVdd1arxAlBXV8f9999PQkICVqu1efXUhg0buPHGG7Fa
rYwcOZILLrgAgIMHDxIaGkpERAQAN998My+//DIAn3/+OR9++CF//OMfAaiurubo0aNs2LCBBx54
oLmemJiYDr7DsGPHDs4//3wCAhr+WXLTTTexYcOGVu/hrbfe4rrrrgPghhtu4Pbbb1fzSEREpA9p
25qIyDmkqVkzfewwiivrOFFR2615MgorqLXZmdDFsOwmfp4uFJQ3rDwyDBjr597muLF+HjhZDFLz
yknNL2fU0CGDdovWxCBvUnLLsNlNh8yXlNUQlh0drOZRb3n33XcZNWoUS5cuZcWKFWRkZLQ5zmq1
cv311zevFDoTu93Oli1bSEhIICEhgaysLLy8vHj88cdZtGgRe/fu5aOPPqK6urr5GVfXkycRWiyW
5q8tFgv19fUAfPzxx/zwhz9k586dTJs2rfl6k2effZbhw4ezZ88e4uPjqa09+Wf/9O12HV03TZP3
3nuv+T0cPXqUiRMnnvGZ9phm5/48rF69mtdee42QkBCuvPJK9uzZw6FDh7r0WiIiItJ9ah6JiJxD
mvKOLpo4HOj+1rXk3IZ5unrSWhN/T1cKG1ceBQ8bgptz2w0hFycLIf4eHDpePmhPWmsSGeRFVZ2N
jB5uF2yyN6sEq8VQWHYvWrx4MWvWrOHbb7/Fx8eHJUuWcNFFF5Geno5pmqSmpgINDZCPPvqozdVJ
Xl5elJWVtZjz1GDthIQEAEpKShg1ahTQkHPUFXa7nWPHjrFo0SJ+//vfU1xc3Orkt5KSEoKCgrBY
LKxatQqbzQbAwoULeeutt7DZbOTk5LB+/XoAIiMjOXLkCIcPHwZoEVJ9ySWX8MILLzQ3fnbv3t08
15tvvgk0bLVrWhV1pu/JrFmz+OabbygoKMBms7F69WrOO++8FuOTk5OpqKggKyuL9PR00tPTeeyx
x3jrrbe69H0SERGR7lPzSETkHJKaV46TxWjOyenuiWvJx8uwGHS7mePn4Uph48qjjrahRQR6knK8
jLQznMo2GDQ1eQ466MS1xMwSIgI92228ieP4+fnx4IMPkpCQwJNPPonVasU0TZYvX050dDTR0dHk
5OTwi1/8otWzV1xxBWvXrm0OzH7++eeJj48nJiaGqKgoXnrpJQD+53/+h8cee4x58+Y1N3Y6y2az
cfPNNxMdHc3UqVP58Y9/zNChQ1uMue+++3j99deZPXs2KSkpeHg0hNQvXbqUiIgIoqOjuffee5sb
N25ubrz88stcfvnlzJ8/n7FjxzbP9fjjj1NXV0dMTAyTJ0/m8ccfB+Dee++lvLycmJgYfv/73zNz
5sw2673rrru47LLLWLRoEUFBQTz11FMsWrSIKVOmEBcXx5IlS1qMX716NUuXLm1xbdmyZS0aWjEx
MQQHBxMcHKztbCIiIr3A6Oxy4YFg+vTpZnx8fH+XISIyaN31RjyH88v57KGFRD7+GfeeN46fXDKh
y/Ms/8d2sour+OLh8zoe3IYX16fyh3XJuDhZuHnWWH5xRVS7Y5/+PJkXvmpY4fHU1dHcOHNMt16z
v1XX2Zj0y3Xcd/44Hlnc9e/5qUzTZPr/fckFkYH84dopDqpQRESk/xmGsdM0zen9XYeItKSVRyIi
55DU/IatX85WC6OHDenWtrV6m5349CJmhfl2uw5/TxcAauvthAV4nHHsqaubBvO2NTdnK2H+HuzP
7vmJa81h2co7EhEREZE+oOaRiMg5orbeTkZhZXMDJtTfo1vb1vZll1JRa2NWqF+3a/HzOBkA3PG2
tZO5SuGDeNsawJTRQ9l19ESnQ4Lbk5jZEJY9WSetiYiIiEgfUPNIROQckV5Ygc1uNjePQvw9SC+s
6HIjY9uRQoCerTzyOrV5dOaVR2EBHhgG+Hq4MMzDpduvORDMDPHlRGVd86l33aWwbBERERHpS2oe
iYicI5pOWgsPaFjJE+bvQWWtjbyymi7Nsy2tiDB/DwK93Lpdi19jE8jT1YmAUxpJbXFztjLG133Q
rzoCmB4yDIAd6Sd6NE9SlsKyRURERKTvqHkkIjLInKiopc5m7/JzTc2jcYENK31C/RuaMWld2Lpm
s5ts72HeEYBfY+bRuAAPDMPocPyTS6P5+eUTe/SaA0Govwf+ni7sOFLU7TlM02RvVgnR2rImIiIi
In1EzSMRkUGkus7Ghc98w/+uTerys6l55YwaOgR3FycAQvzdAThS0Pnm0YGcUsqq63uUdwTg7uKE
h4uVsE6uJpoX7k/s6KEdDxzgDMNg+lhfdmR0v3mU3RiWHaOwbBERERHpI2oeiYgMIp/vP05RRS1v
x2ey51hxl55NzStvcVrZSJ8huDhZSO/CiWvbGlfM9HTlEcDT18Xyw0XjejzPYDMj1JdjRVXkllR3
6/kkhWWLiIiISB9T80hEZBB5f1cmI7zd8Pd05dcf7et02LXdbpJW0LJ5ZLEYhPp5dGnb2ra0Qsb4
uhPkM6TLtZ/u0skjCD/lJLVzxYzm3KPurT5qCsueqLBsEREREekjah6JiAwSeWXVbDxUwNVxo/if
Syaw62gxH+7J7tSzWcVVVNfZWzSPoCGD50hB507+sjflHYX2fNXRuSwqyBt3F2uHzaMX16ey+Nlv
+M1/9rMptYDa+oacq8SsEsYP91JYtoiIiIj0Gaf+LkBERDrnw4RsbHaTq+NGEebvyaqtGTz1yUEu
jhrenGPUnuaT1k5rHoX4e/Dfg8ex2U2sljMHV6fklVFcWcessJ7lHZ3rnKwW4sYMO+OJa7X1dlZu
TMNqsbBqSwavfHsET1cn5of7s/voCS6bPKIPKxYRERGRc51WHomIDBJrd2cRE+xDeKAXFovBL6+I
Ire0mpe+Ptzhs83No9MCqsP8PaizmWSdqOpwjm1pjXlHWnnUYzNCfDmYW0pJVV2b9zek5HOiso7f
XxPN7l9czMu3TOOKKSNJOFZMWXU9M0L0eyAiIiIifUcrj0REBoGDuaXsyy7lV1dENV+bHuLLFVNG
8rcNaVw3YzTBw9zbfT41rxw/DxeGebi0uB4a4AFAWkE5Y/zafx5g25FCRvq4ETys53lH57oZIcMw
Tdh19ASLJgS2ur82IQtfDxcWRATgbLWweNIIFk8agWmaZBVXMdIBmVMiIiIiIp2llUciIoPA2l1Z
OFkMrpgyssX1Ry+LxDDgqU8PnvH51Pxyxp22ZQ0gxK+heZRecObQbNM02X6kiFlhfhjGmbe3Scdi
xwzFyWKw40jr3KPS6jq+3H+cK2KCcLa2/Ne0YRgED3PH0sEWQxERERERR1LzSERkgLPZTf6dkMX5
EwLw83RtcW/U0CHcvXAcHyfmsL2NRgQ0NH5S88pb5R0B+Hu64OXqxJEOmkeH88spKK/VljUHcXdx
YtIoH+LbyD36bG8uNfV2rpo6qh8qExERERFpTc0jEZEBbvPhAo6X1nB1XHCb9+85bxxBPm78+qN9
2Oxmq/v55TWUVNW1yjuChpUsoQEepHXQPNralHeksGyHmRkyjITMYmrqbS2uf5CQRYifO7Gjh/ZT
ZSIiIiIiLal5JCIywL2/KwsvNycuiGydjQMwxMXKo5dFsi+7lH/vzmp1vyksO2J46+YRNGxd62jl
0bYjRQR6uRLSQS6SdN70EF9q6+0kZZY0X8stqWbz4UKumjpK2wNFREREZMBQ80hEZACrqKnns725
fDdmJG7O1nbHXREzkuhRPjzzRQrVdS1XshxuOmmtjW1rAKH+HmQVV7VaAdPENE22pRUq78jBpo8d
BsD29JPbDT/ck4VpwlWx2rImIiIiIgOHmkciIgPYZ3tzqaqzcXXcmZsJFovBY5dFklVcxRtb0lvc
S80rx9PViRHebm0+GxbggWnC0cLKNu+nF1aSV1ajvCMH8/N0ZVyAR4vco7W7s5k6Zigh/h79WJmI
iIiISEtqHomIDGDv785ktO+Q5lUqZzI33J/zxgfw4vrDlFTWNV9PzS9nXIBHu6uGmk5cay/3aFta
IQCzw9Q8crSZob7Epxdht5sczC3lQE4pSxWULSIiIiIDjJpHIiIDVE5JFZsPF3L11OBObxd79LJI
Sqvr+MvXqc3XUvPKGdfOljWgeZVLenvNoyNF+Hu6MK6NwG3pmeljfSmtriclr4x/787GajG4PDqo
v8sSEREREWlBzSMRB7DZzXbzYkS66+PEHEyTLq1EmRjkzdVTg3l1czpZxVWUVtdxvLSm3bwjAJ8h
zvh7urQZmt2UdzQz1Fd5R71gZuNWwG1pRXyQkMV54wPw83Tt56pERERERFpS80jEAf6wLpklf97U
32XIWeZAThnDvV27nH/z8OLxADzzecrJsOwOVg2F+Hm0uW1tR/oJskuqmRXq16UapHOChw1huLcr
K79NI6ekmqu0ZU1EREREBiA1j0QcYNuRQg7mlpFXWt3fpchZJKOwojmPqCtGDR3CbXNDeH93Jh8n
5gDtn7TWJNTfo9W2tZySKu57cxdj/dzV1OglhmEwI8SXY0VVeLhYuXji8P4uSURERESkFTWPRHrI
bjdJyS0DIOFYcT9XI2eT9MLKbjWPAO47PxxvN2de2XQEF6uFMb7uZxwfGuBBXlkN5TX1AFTX2bh7
1U6qautZ+f3p+Axx7lYd0rEZIQ1b1y6dHMQQF2s/VyMiIiIi0pqaRyI9lFVcRUVtQ97Rnkw1j8Qx
yuUK6gEAACAASURBVKrrKCivYaz/mZs+7fFxd+aHi8ZhmhDi746T9cz/uA/1OxmabZomj72fRGJm
CX+6YSoRw726VYN0znnjA/B0deJ7s0b3dykiIiIiIm1y6u8CRAa7g42rjlydLFp5JA6TUVgJ0O2V
RwDfnxPCP7ceJSZ4aIdjQwMaXudIQQWbDxewdncWj1w8noujtI2qt4X4e5D0q8UKJBcRERGRAUvN
I5EeSjne0Dy6bPII/nsgD7vdxGLRh0Dpmabm0Vi/7q08AnBztvKfB+bj0sGqIzjZpFq9/Shb0wr5
TvQI7r8gvNuvLV2jxpGIiIiIDGTatibSQwdzyxg1dAjzwv0pq6knraC8v0uSs0B6YUN4dU9WHgF4
uznj5txxjo6bs5WRPm5sPlzI+OFe/OGaKWpoiIiIiIgIoOaRSI8l55YSOcKLqWMatgbtPqqta9Jz
6QUVBHi54uHadwtEx4/wYpi7M3///vQ+fV0RERERERnYOtU8MgzjUsMwkg3DSDUM49E27rsahrGm
8f42wzBCGq/7GYax3jCMcsMw/nzaM9MMw0hqfOZ5Q/+LWwah2no7afkVTBjhRZi/J16uTso9EofI
KKwkpAdb1rrj98ti+M8DCxjdwclsIiIiIiJybumweWQYhhV4EbgMiAJuNAwj6rRhtwMnTNMMB54F
ftd4vRp4HPhJG1P/FbgLiGj869LuvAGR/nQ4v5x6u8mEEV5YLAYxo3104po4RHphBWN7uGWtqwK9
3Rg1dEifvqaIiIiIiAx8nVl5NBNINU0zzTTNWuAtYMlpY5YArzf++l3gQsMwDNM0K0zT/JaGJlIz
wzCCAG/TNLeYpmkCbwBX9eSNiPSH5MaT1iJHeAMQO3ooB3PKqK6z9WdZMshV1taTV1ZDqH/fNo9E
RERERETa0pnm0Sjg2ClfZzZea3OMaZr1QAng18GcmR3MCYBhGHcZhhFvGEZ8fn5+J8oV6TsHc8tw
thrNH/JjRw+j3m6yL7uknyuTwcwRJ62JiIiIiIg4SmeaR21lEZndGNOt8aZpvmya5nTTNKcHBASc
YUqRvpdyvIwwf09cnBr+KE0Z7QMoNFt6Jr3AMSetiYiIiIiIOEJnmkeZwOhTvg4GstsbYxiGE+AD
FHUwZ3AHc4oMeMm5ZUwY4dX8daBXQ2aMQrOlJ9K18khERERERAaQzjSPdgARhmGEGobhAtwAfHja
mA+B5Y2/vgb4qjHLqE2maeYAZYZhzG48Ze37wAddrl6kH5VW15FVXNWieQQNq48Umi09kVFYgb+n
C15uzv1dioiIiIiISMfNo8YMo/uBdcAB4G3TNPcZhrHCMIwrG4e9AvgZhpEKPAw82vS8YRjpwDPA
rYZhZJ5yUtu9wEogFTgMfOqYtyTSN1Kaw7JbNo9iRw/lWFEVheU1/VGWnAX646Q1GTg++OADrrrq
5BkSTz31FOHh4c1ff/TRR1x55ZU899xzPPTQQ83X7777bi666KLmr1944QUeeOABjh07xqJFi5g4
cSKTJk3iueee65s3IiIiIiJnDafODDJN8xPgk9Ou/eKUX1cD17bzbEg71+OByZ0tVGSgOdjYPDp9
5VHs6GEAJBwr5sKJw/u8Lhn80gsqmRt+pjMH5GxUW1tLXV0dc+fO5a677mq+vmXLFry9vcnLyyMw
MJDNmzczb9485s6dy5tvvtk8LiEhAbvdjs1mw2q1snnzZq666iqcnJx4+umniYuLo6ysjGnTpnHx
xRcTFRXVVhkiIiIiIq10ZtuaiLQhObcML1cnRg0d0uL65FHeWC0Ge5R7JN1QVWsjt7RaYdnnkAMH
DvDII48wYcIEUlJSCAgIwMfHh9TUVACysrJYtmwZmzdvBmDz5s3MnTuXqVOnkpKSQlVVFSUlJbi7
uxMbG0tSUlKLcUFBQcTFxQHg5eXFxIkTycrK6p83KyIiIiKDUqdWHolIa8nHyxg/wouG2K6T3F2c
GD/ci91qHkk3HC1SWPa5oKKigrfffptXXnkF0zS57bbbSExMxMurYSXj3Llz2bx5MzabjYiICGbP
ns26dev47ne/S2JiIjNmzMDJyYnY2Fh27NhBVVUVs2bNIiIigs2bNxMYGIhpmowePbrF66anp7N7
925mzZrVH29bRERERAYpNY9EusE0TZJzy/hOdFCb92NHD+XjxGzsdhOLxWhzjEhb0gsrAAj118qj
s1lQUBAxMTGsXLmSyMjIVvfnzZvX3DyaM2cOM2fOZMWKFezevZsJEybg5ubWYlxVVRVz5swhIiKC
J598koCAAObOndtizvLycpYtW8af/vQnvL29++R9ioiIiMjZQdvWRLrheGkNJVV1rcKym8SO9qG0
ur65ESDSWRmNPzNjfdU8Opu9++67jBo1iqVLl7JixQoyMjJa3G9aebR582bmzJmDl5cX1dXVfP31
18ybN6/VuC1btjBnzhwmTpzI/v37m3ORmtTV1bFs2TJuuukmrr766j57nyIiIiJydlDzSKQbDuaW
Aq3DspucGpot0hVHCioZ5u6Mj7tzf5civWjx4sWsWbOGb7/9Fh8fH5YsWcJFF11Eeno6AFFRUWRn
Z7Nx40amTp0KQGxsLC+99FKLFUVz585l69at5OfnExgYiGEYBAQE8MEHHzSPM02T22+/nYkTJ/Lw
ww/3+XsVERERkcFPzSORbkhuPGmtvZVH4YGeeLhYFZotXZZRWMFYhWWfM/z8/HjwwQdJSEjgySef
xGq1AmAYBrNmzcLf3x9n54ZG4pw5c0hLS2vRPBo2bBgBAQFMmjSp+dqcOXPIy8tjypQpAGzatIlV
q1bx1VdfERsbS2xsLJ980uIAVRERERGRMzJM0+zvGjpt+vTpZnx8fH+XIcLDaxLYdLiAbT+/qN0x
N7y8hapaGx/cP78PK5PBbt5vv2JmqC/PXh/b36WIiIiI9DnDMHaapjm9v+sQkZa08kjOSsWVtbwT
f4zeao4ezC1jwogzB87Gjh7G/pxSqutsvVKDnH2q62xkl1TppDURERERERlQ1DySs9I/NqXz03cT
OZBT5vC56212UvPL292y1iR29FDqbCYHckodXoOcnTJPVGKaEKJtayIiIiIiMoCoeSRnpY2H8gHY
klbo8LnTCyuprbczYXjHzSOAHelFDq9Bzk5HCioBtPJIREREREQGFDWP5KxTUlnXHFS9tReaR01h
2e2dtNZkhI8bU4J9WLs72+E1yNkpo7ACgFB/rTwSEREREZGBQ80jOetsPlyA3YTxwz3ZllaIze7Y
3KPk3FIsRsOJah25ZlowB3JK2Zdd4tAa5OyUXliBzxBnhrq79HcpIiIiIiIizdQ8krPOhkMFeLk6
ceeCMEqr6x2eOXQwt4wQfw/cnK0djr1iykhcrBbe3Znp0Brk7JRRWEmItqyJiIiIiMgAo+aRnFVM
02RDSj5zw/1YEBEAOH7rWvLxsg7DspsMdXfh4qjhfJCQTW293aF1yNnnSEEFYxWWLSIiIiIiA4ya
RzJoJGWW8OL6VEyz/W1oRwoqyCquYkFEACN83Aj193Bo86iytp6jRZVMGO7d6WeumR5MUUUt65Pz
HFaHnH1q6m1kF1dp5ZGIiIiIiAw4ah7JoPHa5nT+sC6ZPZnt5wdtPFQAwMLGVUezw3zZdqTIYblH
CUeLMU2IGtn55tGCcH8CvVx5J15b16R9mSeqsJsQorBsEREREREZYNQ8kkEjKavhBLVVWzLaHbPx
UD5j/dwZ07h6Y3aYH2XV9ezPdkzu0bp9ubg6WZgX7tfpZ5ysFpbGjWJ9ch75ZTUOqUPOPk0nrWnb
moiIiIiIDDRqHsmgUFFTT2peOW7OFj5KzOZERW2rMbX1drYcLmRBhH/ztTlhDU2eLWkFPa7BbjdZ
t+84540PwN3FqUvPXhMXjM1u8kFCVo/rkLNTekElgLatiYiIiIjIgKPmkQwK+3NKsZvwowsiqK23
t3l62e6jJ6iotTUHZQMEersRFuDB1rSiHteQmFVCbmk1l04e0eVnI4Z7MWX0UN7dmXnGzCY5d6UX
VuDl6oSvh0t/lyIiIiIiItKCmkcyKCQ25hxdOy2YGSHD+Oe2DOyn5RhtOJSP1WIwd1zLLWWzw/zY
fqSIelvPTjv7bG8uThaDCyOHd+v5a6YFczC3jH0O2kInZ5f0wkpC/D0wDKO/SxEREREREWlBzSMZ
FJIyixnh7Uagtxs3zx5LRmElG1NbbkXbeKiAuDFD8XJzbnF9Tpgf5TX1Z2zadJRFZJomn+3NYc44
P3zcnc84tj1XxozExcnS5qopkYzCCsZqy5qIiIiIiAxAah7JoJCYVUJ0sA8Al04egb+nS4vg7KKK
WpKySlpsWWsyK8wXgC1phW3O/ea2DGY++SVfJ+e1+/opx8tJL6zkkkld37LWxMfdmcVRw/l3QhY1
9bZuzyNnnzqbncwTVYQoLFtERERERAYgNY9kwCurriMtv4Ipjc0jVycr188YzVcHj5N5oiFkeFNq
AaZJi7DsJoFeboQHerK1jeZRbkk1v/3kIKYJz355qN08os/25mIYsDiqe1vWmlwzLZjiyjrWH2y/
USXnnh1HirDZTSaP8u7vUkRERERERFpR80gGvKSshryj6OChzddunDkGgNXbjwKw8VA+3m5OxJwy
5lSzw3zZcaSIutNyj3714T5qbXbuOW8ce44V801KfpvPr9uXy7Qxwwj0duvRe1kQEcBwb1dtXZMW
Pk7KYYizlfPGB/Z3KSIiIiIiIq2oeSQDXlJjWHb0KJ/ma8HD3Lkgcjhrdhyjpt7GhpQC5kf4Y7W0
HTY8J8yfilobexsbUdDQEPpsXy4PXhTBwxePZ9TQITz339arj44WVrI/p7Rbp6ydzmoxWBYXzFcH
81rUIucum91k3b5cLpgYyBAXa3+XIyIiIiIi0oqaRzLgJWaVEDxsSKsjzG+ZM5aC8lr+/FUquaXV
beYdNTk996isuo5ffrCPyBFe3LkgDBcnC/ctGsfuo8VsPNQyiHvdvlyAHuUdneruhePw9XDl0fcT
e3wCnAx+244UUlBey+XRQf1dioiIiIiISJvUPJIBLymzhJhgn1bXF4T7M9bPnRfXpzZ83UbeURN/
T1fGD/dka1oRAH9cl8zxsmp+uywGZ2vDH4NrpgUT5OPWavXRZ/tymTTSm9G+jjkJy8fdmRVLJrE3
q5R/bDrikDll8PqkccvaognasiYiIiIiIgOTmkcyoBVX1nK0qJLoUa2zjCwWg5tnjcVuQliAB8HD
ztzcmR3mR3x6EduPFPHG1gyWzwkhdvTJeV2drNx3/jh2Zpxg8+GGFUp5pdXszDjBpQ5addTksskj
uDhqOM98kUJGYYVD55bBw2Y3+WzvcS6I1JY1EREREREZuNQ8kgGtKSy7rZVH0LBayN2lc6s25oT5
UVlr4+5V8YzwduMnl0xoNea6GaMZ4e3Gc40nr32+/zgAlzgg7+hUhmHwmyWTcbZYeOz9pHZPeZOz
2/YjRRSU1/AdbVkTEREREZEBTM0jGdASG8OyJ49su3k0zMOFdQ8t5JHF4zuca1aYHwAnKuv4zZLJ
eLo6tRrj6mTl3vPHsT29iC1phazbl0uYvwcRgZ49eBdtG+HjxqPfiWTz4ULeidfpa+eiT5JycHO2
sCiy/bwuERERERGR/qbmkQxoSZklhPi54+Pu3O6Y0b7uuLu0bgSdztfDhVmhviydOoqLooa3O+76
GaMJ9HLlt58eZMvhQi6ZPALDaPsUt566ccYYZob68n8f7yevrLpXXkMGJpvd5NO9uVwQGdipn18R
EREREZH+ouaRDGhJWSVEB7fOO+qut+6azTPXTTnjGDdnK/ecN47EzBLq7abD845OZbEYPHV1NNX1
dn794f5eex0ZeHaka8uaiIiIiIgMDmoeyYBVUF5DVnEVMaPa3rLWHYZhdGoV0fdmjSHAy5UgH7d2
85YcZVyAJw9eGMHHSTl82Zix1B1l1XW89M1hiitrHVid9JamLWsXROqUNRERERERGdjUPJIBqyks
O7qXmzdtcXO28vIt03jhxqm9tmXtVHctDCN42BDe3JbR7Tn+9OUhfvvpQe795y5q6+0OrE4crWnL
2qIJ2rImIiIiIiIDn5pH0idsdpO3dxyjus7W6WeSMkswDJjswJVHXTF1zDCmh/j2yWs5Wy1cNHE4
mw8Xdul71CS9oII3tqQzMcibLWmFPP7vvTrBbQCLTy8iv0xb1kREREREZHBQ80j6xKbUAv7nvUT+
selIp59JzCxmXIBnm6einY0WRQZSU29nS1phl5/93WcHcbZaeP22Gdy/KJw18cdYubHz3+vBqrK2
nuv+toXNqQX9XUqXfJKUg6uTtqyJiIiIiMjgoOaR9In4jBMArNqSQb2tc1uqEjNLHJp3NNDNCvXF
zdnC1wfzuvTcjvQiPt2byz3njSPQ242HLx7Pd6JH8OSnB3qUoTQYbE4tZPuRIn6+NmnQbNWzn7Jl
zeMcaYyKiIiIiMjgpuaR9ImdGUW4OlnIKalm3b6OGxrHS6vJK6vpl7yj/uLmbGXeOH/WJ+d3esuZ
3W7yfx8fYIS3G3cuCAMaTnB7+tpYokf58MBbu9mfXdqbZferjYfysVoM0gsreW3z4FhpFZ9xgryy
Gr4Toy1rIiIiIiIyOKh5JL2u3mYn4Wgx104PZoyve6c+5CdmNoRl9/ZJZwPN+ZGBHC2qJK2golPj
P0rMZs+xYn5yyQSGuFibrw9xsbLy+9PxGeLMHa/vIK+0urdK7lcbDxWwMMKfCyIDef6/qeSX1fR3
SR36bG8urk4WLtSWNRERERERGSTUPJJedzC3jIpaGzNCfPn+nLHsSD/B3saT1NqTlFmMxYCooHOs
eTQ+AICvk/M7HFtdZ+P3nyUzaaQ3V08d1ep+oLcbK5dPp7iqjoff3uPwWvvbscYm24KIAP7f5ROp
rrPxx3XJ/V1Wh3YePcHUMUO1ZU1ERERERAYNfXqRXrfraEPe0bSxw/Byc+aZL1J4dVM6T183pd1n
ErNKGD/cq8VqmnPBaF93IgI9+To5j9vnh55x7D82HSGruIo/XBuDxWK0OWbSSB8evDCCpz49SMrx
MsYP9+qNsvvFt40h2QvH+xMW4Mlt80JY+e0Rbp49ts3tjiWVdTz16QEyT1Rhs5vYTRPTBJtpMtzb
laeWxuDj7tyrNdfZ7BzIKWX5nLG9+joiIiIiIiKOpJVH0uvi008wwtuNUUOH4DPEmWumBfPRnmwK
ytveYmSaJkmZJUSfQ2HZp1oUGci2tCIqaurbHVNQXsNf1h/moomBzB3nf8b5rp0+GherhX9tO+ro
UvvVxkP5BPm4MS7AE4AfXRiBr7sLv/5oX6vMqJTjZVz54re8tyuTqjobNnvDfSergZuzhS/353H3
P+Opqbf1as2HjpdTW29n8jn6sy0iIiIiIoOTmkfS63ZmnGDa2GEYRsPqmOVzQ6i12VndTjPjpW/S
KKyoZUaIb1+WOWCcPyGAWpudzYcL2x3zpy9TqKqz8ehlEzucz9fDhe9Ej+C9XZlU1rbfkBpMbHaT
bw8VsCDCv/nnytvNmZ9eMoH4jBN8lJjTPPazvTlc9eImKmttvHXXbN67dy5v3zOHNXfP4V93zubN
O2bzh2tj2JpWxKPvJXU6rLw7mrZrnquNURERERERGZzUPJJelVtSTVZxFdPGDmu+Ni7Ak/PGB7Bq
a0ar49Vf+fYIv/vsIFdOGcmyacF9Xe6AMH2sL56uTqxPzmvz/r7sEv617Sg3zxpDeKBnp+a8afZY
yqrr+c+enI4HDwKJmcWUVtezICKgxfVrp49m0khvfvvJASpq6vnjumTu+ecuxg/34j8/ms+0sW03
JJfEjuIni8ezdncWz355qNfqTsoqwdPViRA/j157DREREREREUdT80h6VXxGEUCL5hHArfNCyCur
4dO9J5sZ/9yawW/+s5/LJo/gmeumYG0nx+ds5+JkYX64P18fzGu1CsZuN/nFB/sY5u7Cw4sndHrO
6WOHMX64J29uy3B0uf1i46ECDAPmhbfcsme1GPzyiklkl1Rz8TPf8Of1qVw/fTRr7p7NcG+3M875
w0XhXDc9mOf/e4h34o/1St1JWSVMGundbkaViIiIiIjIQKTmkfSqnRkncHO2EDXSu8X18yICCPP3
4NVN6QC8HX+M//fvvVwYGchzN0zFyXpu/2guigwgu6SalOPlLa6/tyuTnRknePSySHyGdD7c2TAM
bpo1lj2ZJSRlnvmku8Fg46F8okf54Ovh0urezFBfrpwykryyGn5z1WR+uywaV6eOg9cNw+CJpdHM
D/fnsfeT2NQYyO0o9Y1h2dqyJiIiIiIig825/Qldet3OjBNMCR6K82nNIIvFYPncEBKOFfPUJwf4
2XuJLIjw58Wb4nBx0o/l+RMCAVpsXSuprOO3nx4kbsxQlsV1fUvf0rhRDHG28q/tg3v1UVl1HbuO
FrMgov2g8D9eO4WNP1vELbPHNmcidYaz1cJfbo4jLMCDe1btJDm3zBElA3Aor5yaenubJ8GJiIiI
iIgMZJ36lG4YxqWGYSQbhpFqGMajbdx3NQxjTeP9bYZhhJxy77HG68mGYVxyyvV0wzCSDMNIMAwj
3hFvRgaWytp69mWXMj1kWJv3l00LxsvVib9tSGNWqC8v3zIdN+eOV4icC4Z7uxEV5M36gyebR898
kcyJylpWLJncrW1P3m7OXDEliA8SsimrrnNkuX1qa1oRNrvZKu/oVC5OFoJ8hnRrfm83Z169bSZD
XKzc+up2soqrultqC0mNYdk6aU1ERERERAabDptHhmFYgReBy4Ao4EbDMKJOG3Y7cMI0zXDgWeB3
jc9GATcAk4BLgb80ztdkkWmasaZpTu/xO5EBZ8+xEmx2s1XeURNPVyceung8l04awSvLZzDERY2j
Uy2KDCA+4wSl1XXsyy5h1dYMbp49tkfNh5tmjaWy1sa/E7IdWGnf2ngoH3cXK3Fj2v65coRRQ4fw
2m0zKa+p55ZXtlFYXtPjOfc2hmWHKixbREREREQGmc6sPJoJpJqmmWaaZi3wFrDktDFLgNcbf/0u
cKHRsFdkCfCWaZo1pmkeAVIb55NzwK6jJwDO+CH/9vmhvHTLNDxcnfqqrEFj0YRAbHaTDSn5zSHZ
j1zc+ZDstsQE+zB5lDdvbs3o1SPpe9PGQwXMDvPr9e2NUSO9eWX5DLJOVHHbazsor6nv0XyJmSVE
KSxbREREREQGoc58+hoFnHr0UGbjtTbHmKZZD5QAfh08awKfG4ax0zCMu9p7ccMw7jIMI94wjPj8
/PxOlCsDRXx6EeGBngx1bx1qLB2LHT0Ubzcnnvj4wMmQbPfOh2S3pSk4+2BuGbuOFjuo0r5zrKiS
IwUVZ8w7cqSZob68+L049mWXcs+qndTU27o1j8KyRURERERkMOtM86it/01++pKF9sac6dl5pmnG
0bAd7oeGYSxs68VN03zZNM3ppmlODwhoP+NEBha73WTX0WKmt7NlTTrmZLWwcHwAOSXV3Q7JbsuV
U0bi6erEm9sGX3D2xkMNJ6CdKe/I0S6KGs7vlsXwbWoBD6/Zg83e9RVbTWHZMQrLFhERERGRQagz
zaNMYPQpXwcDpwemNI8xDMMJ8AGKzvSsaZpNf88D1qLtbGeVw/nllFTVEafmUY9cHh2Ei5Ol2yHZ
bfFwdWLp1FH8JzHHIVk+fWnjoXxG+rgxLqBvc4OumRbM/35nIh8n5fCLD/Z2ecufwrJFRERERGQw
60zzaAcQYRhGqGEYLjQEYH942pgPgeWNv74G+Mps+HT1IXBD42lsoUAEsN0wDA/DMLwADMPwABYD
e3v+dmSg2JnRkHeklUc9c+nkEST84mKHNx1umj2Gepudi5/dwPP/PURJ5cA/fa3eZmdTagELIgJo
iFTrW3cuDOPu88J4c9tRXvomrUvPKixbREREREQGsw6bR40ZRvcD64ADwNumae4zDGOFYRhXNg57
BfAzDCMVeBh4tPHZfcDbwH7gM+CHpmnagOHAt4Zh7AG2Ax+bpvmZY9+a9Kf4jBP4ergQ6q8Pyz1h
GAbuLo4PE48c4c0798wldvRQnvkihbm//S9PfLyf46XVDn8tR0nMKqG0up4F4/sm76gtj14ayXdj
gvj9uoOs25fb6eeSshSWLSIiIiIig1enPpWapvkJ8Mlp135xyq+rgWvbefYJ4InTrqUBU7parAwe
OzNOEDdmWL+sEJHOmTZ2GP+4dQYHckr52zeH+cemdF7fnMH3Zo3hse9E4upk7e8SW9iYUoBhwLxx
/dc8MgyDP147hWMnqnjorQTeuWdOh6vCmsKyb5o1to+qFBERERERcazePev6HLIhJZ9H30sctMef
O1JheQ1HCiqYpi1rg8LEIG/+dMNU1j9yPsumBfPa5nRueWU7xZW1/V1aM9M0+Sgxm6mjhzLMo39P
73NztvL3709jmLszd74RT14Hq7VS88uprrPrpDURERERERm01DxykIyiSt7acYyMwsr+LqXPpBwv
4+q/bGLFR/vZnFpAnc0OnJJ3FKLm0WAyxs+dp66O5rkbYkk4WszVf9lMekFFf5cFwLYjRaTmlXPj
zDH9XQoAgV5urFw+g5KqOu58I56qWlu7Y5MyFZYtIiIiIiKDm5pHDjInzBeArWmF/VxJ3/nL+lT2
ZpXyz20ZfG/lNuJ+8wX3/2sX/9p+FGeroZUWg9SS2FG8eecsTlTWsvQvm4hPL2pzXFl1HdnFVX1S
0z+3ZuAzxJkrpozsk9frjKiR3jx3w1QSs0r4yTt7sNvbXnW4N6sEDxcrYcr/EhERERGRQUrNIwcZ
F+CJv6frOdM8yiut5uOkHG6aPYaEX1zMy7dM47LJI9iaVsTXyfnEjh6Km/PAysyRzpsR4sv7981j
qLsL31u5jQ/3ZHO8tJr/JGbzqw/3cfnzG5ny6885/w9fk5pX3qu15JfVsG5fLtdMCx5wP1MXeBIi
QQAAG49JREFURw3n0Usj+Tgphz99mdLmmKSsEiaN9FFYtoiIiIiIDFqOP8bpHGUYBrPDfNmSVohp
mmd9UPSb245SbzdZPicEdxcnFk8aweJJI7DbTfZml+Dv6drfJUoPhfp78P69c7l71U4eWL27+foQ
ZytxY4dy/6JwXt2UzpOfHOAft87otTrejj9Gnc3kplkDY8va6e5aGEZqXjnPf5XKuEBPlsSOar5X
b7OzP6eU781UWLaIiIiIiAxeah450OwwP/6TmEN6YeVZfUR9Tb2NN7cdZdGEQEJOe58Wi0FM8NB+
qkwcbZiHC6vumMk/vk3H2WowI8SXqJHeOFsbFi16ujnx5CcH+SYln/PGBzj89W12k39tO8q8cD/C
AjwdPr8jGIbBE0ujySiq5KfvJhI8zL05LP5wfkVDWHawdz9XKSIiIiIi0n3atuZAc8b5AWd/7tEn
STkUlNdw69yQ/i5F+oCrk5V7zx/HHQvCmDJ6aHPjCGD53BDG+rnzm//sp74xMN2Rvk7OI6u4ipsH
+DH3Lk4WXrp5GkE+bty9Kp7MEw3B+UlZDWHZyv8SEREREZHBTM0jBwrz9yDAy5Uth8/e5pFpmry6
KZ2wAA/mh/v3dznSz1ydrPzvdyaSmlfOv7Yfdfj8/9yaQaCXKxdFDXf43I7m6+HCK8tnUFNv547X
4ymvqWdvVgnuLlZC/QfmqikREREREZHOUPPIgRpyj/zY2ph7dDbafayYxMwSbp0bogBgARpCo+eO
8+OZL1Iorqx12LzHiir5OiWfG2aMbrHaaSALD/TkLzfFcSivnAdW7ybhWDGTRnpj1Z8VEREREREZ
xAbHJ7JBZE6YH3llNRwpqOjvUnrFa5vS8XJ14uq44P4uRQYIwzB4/LtRlFbV8dx/Dzls3tXbj2IA
N8wcmEHZ7VkQEcCvrojiq4N5JBwrZrK2rImIiIiIyCCn5pGDzQ7zBWDLWZh7dLy0mk+Scrh2+mg8
XZW1LidNDPLm+hljWLUlg9S88h7PV1tv5+34Y1w4cTgjhw5xQIV965Y5ISyf05DTNEUB8iIiIiIi
MsipeeRgof4eBHq5sjWtqL9Lcbg3tx3FZpp8f87ADi+W/vHI4vEMcbbyxMf7O/2MaZptbvH8bF8u
BeW13Dx78P6sPf7dKF78XhyXRY/o71JERERERER6RMtHHKwp92hLY+6RYZwdWSc19Tb+tS2DCyYE
EuLv0d/lyADk7+nKjy4M58lPDvLezkyujhvV7s+/3W7yn6Qcnvk8mYLyWqKCvJk0yptJI32YPMqb
f27JYKyfOwsGcSi7k9XC5TFB/V2GiIiIiIhIj6l51AvmjPPjwz3ZHM6vIDzw7Dhl6ePEHArKa7l1
Xkh/lyID2PK5Iby/K4tH3tnDyxvSuH1BKEtiR+LqZG0eszm1gKc+PUhSVgmRI7xYOnUU+7JLeGv7
Marq0pvHPXZZpELZRUREREREBgA1j3rB7DA/ALamFZ4VzaOqWht/+yaN8EBP5g/ilSDS+1ydrHxw
/zw+2pPDyo1p/M+7ifz+s2RumT2WOeP8+MvXqXydnM9IHzeeuW4KV8WOam4Q2ewmRwrK2ZtVSlZx
1aDesiYiIiIiInI2UfOoF4T4uTPc25WtaYWD/gOwzW7ywFu7SckrY+X3p5812/Ck97g6WblmWjDL
4kaxKbWQld+m8eyXKTz7JXi7OfHz70Ty/TkhuDlbWzxntRiEB3oRHujVT5WLiIiIiIhIW9Q86gWG
YTAnzI9vUwd37pFpmqz4aB9f7D/Or66I4sKJw/u7JBlEDMNgfoQ/8yP8Sc0rY0f6CS6bPIKh7i79
XZqIiIiIiIh0gU5b6yWzw/woKK/hcH7bx5a3dcLUQPP3jWm8viWDOxeEcuu80P4uRwax8EAvbpw5
Ro0jERERERGRQUjNo17SlHu0Ja2oxXW73eTpz5OZ8cSX7M0q6Y/SOuWjPdk8+clBLo8J4rHLJvZ3
OSIiIiIiIiLST9Q86iVj/dwJ8nFja1ph87WKmnru+edOXvgqlbLqen60ejflNfX9WGXbtqUV8sjb
e5gZ4svT107RiVciIiIiIiIi5zA1j3qJYRjMDvNjW1pD7tGxokqW/XUzXx44zi+viOKNH8wko7CC
X/x7b3+X2uxERS3v78rkzjfiGe07hJe/P61VqLGIiIiIiIiInFsUmN2LZof5snZ3Fv/cdpRnv0ih
3mbn9R/MZEFEAAAPXjj+/7d352FWVWeixt+PQhm1VDCKYAScSSwBkSmGQQ1qkgvSaIA2Ug7dtkYU
jV5jvDcR2r73JmqcYqLthSgaOw44RNMmNrTSiBMpEigZBRWVazUoKooo47p/nE15EE5ZZVt1qqj3
9zznOavWXnvvtfmeVbX5ztrrcOOMl/nGIR0ZdUyXovTxlbfX8e+LVzFj0WoqXn+XrQm+uk9b7jq7
r+vTSJIkSZIkk0f1aUD3jgD85NEFdN+3HZPH9aH7vu2rt48//hCee+UdfvL7BfT86l4cnLetvq3b
sJnvT36ReW++D8CRnfbkwqGHcMKR+1HWudRH1SRJkiRJEmDyqF4duE8ben11Lzq0a8UNo49mz9a7
bbe9pEVw85henHLzLC76l7/y8A8GNthjYv/0h0XMX/k+/+PbR3LKUfvTZe+2DXJeSZIkSZLUtLjm
UT2KCB6+YCCTy/vskDjaZv/S1vzie0ezqOoDfvbHJQ3Sr+mLVnHfn9/k/MEH8/eDups4kiRJkiRJ
BZk8qmcRn//41/FH7Me5x3XjrudW8OTC/6zX/ryzbgNXPlTJkZ325NITD6vXc0mSJEmSpKbP5FEj
ccXJh3NU51Iuf2A+y1d/+Lnt16zbwOtrPqrTOVJKXPnQS3y4YTM3je7J7i0NvyRJkiRJqpnZg0ai
VcsSbj/zGFrtVsK5Uyt4f/3Ggm3fWLOe//bL2Qy+biZ/N7WCua+/V6tzPFDxJjMWr+KKkw7n8P33
+LK6LkmSJEmSdmEmjxqRznu14Z/PPIaq9z/hwn/5C5u2bN2hzRtr1jPmjudZv2kL5w3qTsXr7zLq
tuf43u3P89SSVaSUdnrs19d8xKTHFzGgewfO+Ua3+r4USZIkSZK0i4hCyYbGqE+fPqmioqLY3ah3
0+au5PIH51M+4CAmjfh6dX1+4ui35/bj651LWb9xM/fNeZPJz7zKW2s/4fD99mDAwR04qENbunZo
R9eO7ehU2pozJr/Iy6s+5E+XDKLzXm2KeHWSJEmStHMRMTel1KfY/ZC0vZbF7oB2dNoxXVj6nx/w
f595jcP234Mz+h20XeLo3r/rx9cOKAWg7e4tOee4bpw54CAen/8Wv33hdabNXcm6DZurjxcBKcFN
o3uaOJIkSZIkSXVi8qiRuvKUI1m2eh1X/34hu5e04MbpL++QOMq3W0kL/qZ3F/6mdxdSSqz5aCMr
3vmIFWvW8/qajyhtsxsjeh5QhCuR9GUaMmQIVVVVtGmTSwQfcsghTJs2rdb7n3XWWXz3u9/ltNNO
q1X7JUuWMGbMGCKCadOmcfDBB++03V133UVFRQW33nprrftSyJAhQ7j++uvp02f7Dx27du1KRUUF
HTt2rNVx8vs0ceJE2rdvz+WXX/5f7p8kSZLU3Jg8aqRKWgS3jO3FyF89y3+fVslebXcrmDj6rIig
Y/tWdGzfij5d92mA3kqqTxs3bmTTpk20a9cOgHvvvXeHxEp9efTRRxkxYgSTJk1qkPM1Rps3b6Zl
S/9cSpIkqflywexGbM/WuzGl/FhO+fr+tU4cSdp1LF68mMsuu4zDDz+cl19+uca2Z511FhdffDED
Bw6ke/fu1bORUkqMHz+eHj168J3vfIfVq1fvdP958+bRv39/ysrKGDlyJO+99x5PPPEEN910E5Mn
T2bo0KE77HPnnXdy2GGHMXjwYJ599tnq+rfffptRo0Zx7LHHcuyxx1ZvmzNnDgMHDqRXr14MHDiQ
pUuXAvDxxx8zZswYysrKGD16NB9//HHB67zuuuvo27cvffv2Zfny5QA8/vjj9OvXj169enHiiSey
atWqGv+t8hXq68SJEznvvPMYNmwY48aNY8WKFXzzm9+kd+/e9O7dm+eee67W55AkSZKaOj9KbeS6
dmzHbd8/ptjdkNRAPvroIx544AGmTJlCSomzzz6byspK9thjj+o2Z5xxRvVja9/61re47rrrAKiq
qmL27NksWbKE4cOHc9ppp/HII4+wdOlSXnrpJVatWkWPHj0455xzdjjvuHHj+OUvf8ngwYP56U9/
yqRJk7jppps4//zzd/q4V1VVFVdffTVz586ltLSUoUOH0qtXLwAmTJjApZdeynHHHccbb7zBSSed
xOLFizniiCOYNWsWLVu2ZMaMGVx11VU89NBD3HbbbbRt25bKykoqKyvp3bt3wX+fPffckzlz5nD3
3XdzySWX8Ic//IHjjjuOF154gYhg8uTJXHvttfziF7+o1b93ob4CzJ07l9mzZ9OmTRvWr1/P9OnT
ad26NcuWLWPs2LE0hy9wkCRJksDkkSQ1Kp06daKsrIzJkydzxBFH7LRNocfWTj31VFq0aEGPHj2q
Z9/MmjWLsWPHUlJSwgEHHMDxxx+/w35r167l/fffZ/DgwQCUl5dz+umn19jPF198kSFDhrDvvvsC
MHr06OrZUTNmzGDRokXVbT/44AM+/PBD1q5dS3l5OcuWLSMi2LRpU3UfL774YgDKysooKysreN6x
Y8dWv1966aUArFy5ktGjR1NVVcXGjRvp1q1bjX3PV6ivAMOHD69O0m3atInx48czb948SkpKPncm
mCRJkrQrMXkkSY3ItGnTmDJlCiNHjmTs2LGUl5dz0EEH1WrfVq1aVZdTStXliPjS+1nTcbdu3crz
zz9fnXjZ5qKLLmLo0KE88sgjrFixgiFDhtS5j/nttpUvuugifvjDHzJ8+HBmzpzJxIkTa30NhfoK
VK8xBXDjjTey3377MX/+fLZu3Urr1q1rfQ5JkiSpqXPNI0lqRIYNG8b999/P7NmzKS0tZcSIEZx4
4omsWLHiCx1v0KBB3HfffWzZsoWqqiqefvrpHdqUlpay995788wzzwBwzz33VM9CKqRfv37MnDmT
NWvWsGnTJh588MHtriH/W9fmzZsH5GY4de7cGch9E1p+H++9914AFixYQGVlZcHz3n///dXvAwYM
2OG4U6dOrbHfn1Wor5+1du1aOnXqRIsWLbjnnnvYsmVLnc4jSZIkNWXOPJKkRqhDhw5MmDCBCRMm
MGfOHEpKSqq35a951LFjR2bMmFHwOCNHjuSpp57iqKOOql7cememTp3K+eefz/r16+nevTt33nln
jf3r1KkTEydOZMCAAXTq1InevXtXJ1RuueUWLrzwQsrKyti8eTODBg3i9ttv54orrqC8vJwbbrhh
u8fnLrjgAs4++2zKysro2bMnffv2LXjeDRs20K9fP7Zu3crvfvc7ILe49emnn07nzp3p378/r732
Wo19z1eor5/1gx/8gFGjRvHggw8ydOjQ7WYlSZIkSbu6yH+0obHr06dPcoFSSZIkSdo1RcTclNKO
iztKKiofW5MkSZIkSVJBJo8kSZIkSZJUkMkjSZIkSZIkFWTySJIkSZIkSQWZPJIkSZIkSVJBJo8k
SZIkSZJUUK2SRxFxckQsjYjlEXHlTra3ioj7s+0vRkTXvG0/zuqXRsRJtT2mJEmSJEmSiu9zk0cR
UQL8CjgF6AGMjYgen2l2LvBeSukQ4Ebg59m+PYAxwNeAk4FfR0RJLY8pSZIkSZKkIqvNzKO+wPKU
0qsppY3AfcCIz7QZAUzNytOAEyIisvr7UkobUkqvAcuz49XmmJIkSZIkSSqy2iSPOgNv5v28Mqvb
aZuU0mZgLdChhn1rc0xJkiRJkiQVWW2SR7GTulTLNnWt3/HkEedFREVEVLz99ts1dlSSJEmSJElf
rtokj1YCB+b93AV4q1CbiGgJlALv1rBvbY4JQErpjpRSn5RSn3333bcW3ZUkSZIkSdKXpTbJoz8D
h0ZEt4jYndwC2I99ps1jQHlWPg14KqWUsvox2bexdQMOBebU8piSJEmSJEkqspaf1yCltDkixgNP
AiXAb1JKCyPiH4GKlNJjwBTgnohYTm7G0Zhs34UR8QCwCNgMXJhS2gKws2N+Xl/mzp37TkS8/kUu
VHXSEXin2J3QF2Lsmjbj13QZu6bL2DVdxq7pMnZNW33H76B6PLakLyhyE4SkT0VERUqpT7H7oboz
dk2b8Wu6jF3TZeyaLmPXdBm7ps34Sc1TbR5bkyRJkiRJUjNl8kiSJEmSJEkFmTzSztxR7A7oCzN2
TZvxa7qMXdNl7JouY9d0GbumzfhJzZBrHkmSJEmSJKkgZx5JkiRJkiSpIJNHkiRJkiRJKsjkUTMR
Eb+JiNURsSCvrmdEvBAR8yKiIiL6ZvWlEfF4RMyPiIURcXbePuURsSx7lRfjWpqbArE7OiKej4iX
sljtmbftxxGxPCKWRsRJefUnZ3XLI+LKhr6O5qgusYuIb0XE3Kx+bkQcn7fPMVn98oi4JSKiGNfT
nNR13GXbvxoR6yLi8rw6x10D+wK/M8uybQuz7a2zesddEdTx9+ZuETE1q18cET/O28ex18Ai4sCI
eDqLxcKImJDV7xMR07N7x+kRsXdWH9nYWh4RlRHRO+9Y3m82oC8QuzOymFVGxHMRcXTesRx70q4q
peSrGbyAQUBvYEFe3b8Bp2TlbwMzs/JVwM+z8r7Au8DuwD7Aq9n73ll572Jf267+KhC7PwODs/I5
wDVZuQcwH2gFdANeAUqy1ytA9yyW84Eexb62Xf1Vx9j1Ag7Iyl8H/l/ePnOAAUAAf9w2bn01jtjl
bX8IeBC4PPvZcdfIYwe0BCqBo7OfOwAlWdlx1/jj97fAfVm5LbAC6OrYK1rsOgG9s/IewMvZfcm1
wJVZ/ZV8eo/57WxsBdAfeDGr936z8cdu4LaYAKfkxc6x58vXLvxy5lEzkVKaRS4JtF01sO3T11Lg
rbz6PbJPWdtn+20GTgKmp5TeTSm9B0wHTq7vvjd3BWJ3ODArK08HRmXlEeRupDeklF4DlgN9s9fy
lNKrKaWNwH1ZW9WjusQupfTXlNK2MbgQaB0RrSKiE7BnSun5lFIC7gZOrf/eN291HHdExKnk/oOz
MK+9464I6hi7YUBlSml+tu+alNIWx13x1DF+CWgXES2BNsBG4AMce0WRUqpKKf0lK38ILAY6k/u3
n5o1m8qnY2kEcHfKeQHYKxt73m82sLrGLqX0XBYbgBeALlnZsSftwkweNW+XANdFxJvA9cC26d63
AkeSSya9BExIKW0l90fkzbz9V2Z1angLgOFZ+XTgwKxcKEbGrvEoFLt8o4C/ppQ2kIvTyrxtxq54
dhq7iGgH/AiY9Jn2jrvGo9C4OwxIEfFkRPwlIq7I6h13jUuh+E0DPgKqgDeA61NK7+LYK7qI6Epu
Ru2LwH4ppSrIJSmAr2TNvGdphGoZu3znkptBBsZO2qWZPGreLgAuTSkdCFwKTMnqTwLmAQcAPYFb
s/UFdrbeQ2qIjmoH5wAXRsRcctOLN2b1hWJk7BqPQrEDICK+Bvwc+IdtVTs5hrErjkKxmwTcmFJa
95n2xq7xKBS7lsBxwBnZ+8iIOAFj19gUil9fYAu5+5VuwGUR0R3jV1QR0Z7cY7yXpJQ+qKnpTuq8
ZymiOsRuW/uh5JJHP9pWtZNmxk7aRbQsdgdUVOXAhKz8IDA5K58N/Cybqr88Il4DjiD36cGQvP27
ADMbpKfaTkppCbnHLYiIw4DvZJtWsv1Mli58+jhioXo1oBpiR0R0AR4BxqWUXsmqV/LpdHAwdkVT
Q+z6AadFxLXAXsDWiPgEmIvjrlH4nN+Z/5FSeifb9gS59XZ+i+Ou0aghfn8L/CmltAlYHRHPAn3I
zXxw7BVBROxGLvlwb0rp4ax6VUR0SilVZY+lrc7qC92zeL9ZBHWMHRFRRu7/DqeklNZk1TXdh0pq
4px51Ly9BQzOyscDy7LyG8AJABGxH7m1Bl4FngSGRcTe2bctDMvq1MAi4ivZewvgfwK3Z5seA8Zk
a+V0Aw4lt+jrn4FDI6JbROwOjMnaqoEVil1E7AX8K/DjlNKz29pn08Q/jIj+2Tpk44DfN3jHVTB2
KaVvppS6ppS6AjcB/zuldCuOu0ajht+ZTwJlEdE2WzdnMLDIcde41BC/N4Djs2/takdu0eUlOPaK
IhsrU4DFKaUb8jY9Ru4DS7L33+fVj8vi1x9Ym4097zcbWF1jFxFfBR4GzkwpvZzX3rEn7cKcedRM
RMTvyH2K0zEiVgJXA38P3JzdMH8CnJc1vwa4KyJeIjf99Ed5n8peQ+4PA8A/ZmsLqB4ViF37iLgw
a/IwcCdASmlhRDwALCK3yPmFKaUt2XHGk7v5KgF+k1JaiOpVXWIHjAcOAX4SET/J6oallFaTe8T0
LnILwv6RT9cWUD2pY+x2KqW02XHX8Or4O/O9iLiB3N+1BDyRUvrXrJ3jrgjqOPZ+lZUXkLtfuTOl
VJkdx7HX8L4BnAm8FBHzsrqrgJ8BD0TEueQSfqdn254g941ry4H15Ga+k1J61/vNBlfX2P2U3LdT
/jqXd2JzSqmPf/ekXVvknkySJEmSJEmSduRja5IkSZIkSSrI5JEkSZIkSZIKMnkkSZIkSZKkgkwe
SZIkSZIkqSCTR5IkSZIkSSrI5JEkSU1MRMyMiD5ZeUVEvJS9FkXEP0VEq2L3UZIkSbsOk0eSJDUh
EVGyk+qhKaWjgL5Ad+COhu2VJEmSdmUti90BSZJ2VRFxDfBOSunm7Of/BawCWgHfy94fSSldnW1/
FDgQaA3cnFK6I6tfB9wAnARcVuh8KaV1EXE+8GZE7JNSerfeLk6SJEnNhjOPJEmqP1OAcoCIaAGM
IZc8OpTcLKGewDERMShrf05K6RigD3BxRHTI6tsBC1JK/VJKs2s6YUrpA+C17BySJEnSf5kzjyRJ
qicppRURsSYiegH7AX8FjgWGZWWA9uQSPbPIJYxGZvUHZvVrgC3AQ3U4dXwJ3ZckSZIAk0eSJNW3
ycBZwP7Ab4ATgP+TUvrn/EYRMQQ4ERiQUlofETPJPb4G8ElKaUttThYRewBdgZe/hL5LkiRJPrYm
SVI9ewQ4mdyMoyez1zkR0R4gIjpHxFeAUuC9LHF0BNC/rifKjvlr4NGU0ntf1gVIkiSpeXPmkSRJ
9SiltDEingbez2YP/VtEHAk8HxEA64DvA38Czo+ISmAp8EIdTvN05A7Wglyy6pov8xokSZLUvEVK
qdh9kCRpl5UtlP0X4PSU0rJi90eSJEmqKx9bkySpnkRED2A58O8mjiRJktRUOfNIkiRJkiRJBTnz
SJIkSZIkSQWZPJIkSZIkSVJBJo8kSZIkSZJUkMkjSZIkSZIkFWTySJIkSZIkSQX9f6qGLO6h3mVs
AAAAAElFTkSuQmCC
"
>
</div>

</div>

</div>
</div>

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

 
</html>