MC+1.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>MC 1</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;
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  <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;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read the data</span>

<span class="n">inFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;sp500.txt&quot;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">List</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">inFile</span><span class="p">:</span>
    <span class="n">List</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">,</span> <span class="s1">&#39;.&#39;</span><span class="p">))</span>
<span class="n">inFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

<span class="n">ListNum1</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)):</span>
    <span class="n">sss</span> <span class="o">=</span> <span class="n">List</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span>
    <span class="n">ListNum1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sss</span><span class="p">))</span>
<span class="n">ListNum</span> <span class="o">=</span> <span class="n">ListNum1</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">price</span> <span class="o">=</span> <span class="n">ListNum</span><span class="p">[</span><span class="mi">253</span><span class="p">:]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">price</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[2]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>4258</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;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get medians</span>

<span class="n">inFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;median.txt&quot;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">List</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">inFile</span><span class="p">:</span>
    <span class="n">List</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">,</span> <span class="s1">&#39;.&#39;</span><span class="p">))</span>
<span class="n">inFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

<span class="n">median</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)):</span>
    <span class="n">sss</span> <span class="o">=</span> <span class="n">List</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span>
    <span class="n">median</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sss</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;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">median</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[4]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>4258</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;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get 1st quartiles</span>

<span class="n">inFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;quartile1st.txt&quot;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">List</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">inFile</span><span class="p">:</span>
    <span class="n">List</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">,</span> <span class="s1">&#39;.&#39;</span><span class="p">))</span>
<span class="n">inFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

<span class="n">qu1</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)):</span>
    <span class="n">sss</span> <span class="o">=</span> <span class="n">List</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span>
    <span class="n">qu1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sss</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;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">qu1</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[6]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>4258</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get 3rd quartiles</span>

<span class="n">inFile</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;quartile3rd.txt&quot;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">List</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">inFile</span><span class="p">:</span>
    <span class="n">List</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">,</span> <span class="s1">&#39;.&#39;</span><span class="p">))</span>
<span class="n">inFile</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

<span class="n">qu3</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">List</span><span class="p">)):</span>
    <span class="n">sss</span> <span class="o">=</span> <span class="n">List</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span>
    <span class="n">qu3</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">sss</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">qu3</span><span class="p">)</span>
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<pre>4258</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">median</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>128.92 137.57 129.75 145.53
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nmax</span> <span class="o">=</span> <span class="mi">253</span>
<span class="n">flag</span><span class="o">=</span> <span class="kc">False</span> <span class="c1"># if the agent is fully invested, False means all-cash position, True - almost all funds in ETF shares</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">77</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="p">:</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="p">)]</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">)</span>
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<pre>[113.68, 111.14, 109.07, 109.75, 104.39, 103.79, 102.12, 98.96, 97.08, 100.85, 101.74, 101.25, 102.41, 104.65, 104.41, 105.29, 107.41, 107.14, 107.34, 106.45, 105.89, 108.31, 109.96, 109.38, 109.21, 109.97, 107.93, 107.09, 107.57, 109.21, 108.7, 108.74, 110.23, 110.69, 108.06, 106.22, 106.22, 108.67, 108.98, 110.55, 112.16, 111.89, 112.17, 112.35, 112.15, 114.25, 114.48, 114.59, 114.23, 115.48, 114.64, 114.08, 115.41, 116.12, 115.33, 113.25, 114.43, 114.36, 113.4, 114.89, 117.49, 117.17, 116.28, 114.44, 114.13, 114.17, 112.4, 112.78, 113.57, 114.42, 115.09, 114.15, 114.64, 114.62, 115.09, 115.9, 116.29, 115.0, 115.67, 116.74, 117.46, 116.7, 116.31, 115.76, 115.9, 114.81, 114.09, 114.87, 113.01, 114.15, 113.02, 112.19, 113.08, 113.47, 113.59, 113.57, 110.33, 111.64, 113.31, 112.51, 109.73, 109.3, 108.65, 108.34, 109.95, 111.53, 111.08, 112.22, 112.03, 110.8, 108.72, 110.19, 108.49, 109.38, 111.34, 111.35, 111.44, 111.13, 113.64, 115.85, 115.08, 116.77, 116.25, 116.93, 117.03, 116.76, 115.64, 115.54, 116.85, 116.79, 117.27, 115.43, 115.6, 115.11, 113.43, 114.11, 114.72, 115.0, 114.91, 113.94, 112.82, 112.91, 112.55, 112.84, 112.09, 113.36, 110.69, 111.42, 110.57, 113.16, 112.93, 112.78, 112.85, 111.11, 110.42, 109.64, 109.47, 107.97, 106.88, 108.02, 108.99, 108.82, 107.71, 105.63, 105.31, 109.27, 107.7, 105.9, 107.87, 110.15, 109.56, 110.29, 111.15, 109.67, 108.47, 109.09, 110.2, 108.87, 107.94, 107.27, 106.98, 107.22, 104.57, 104.57, 105.53, 103.46, 103.29, 103.62, 101.9, 102.58, 101.51, 101.28, 103.8, 103.9, 102.19, 100.82, 99.1, 99.46, 97.8, 97.59, 99.31, 99.22, 97.11, 95.07, 95.66, 99.17, 97.99, 95.58, 92.34, 93.04, 92.44, 92.09, 90.4, 90.91, 88.46, 85.07, 82.26, 80.05, 84.63, 84.16, 85.58, 90.21, 90.6, 91.5, 88.81, 86.76, 83.79, 86.29, 88.03, 90.91, 91.25, 90.77, 88.82, 92.39, 93.46, 93.32, 95.53, 94.19, 95.4, 96.74, 94.55, 95.26, 93.94, 92.26, 92.26, 92.09, 88.27, 89.85, 88.42, 89.91, 90.82, 91.48, 91.48]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
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<pre>253</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">total</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">cash</span> <span class="o">=</span> <span class="n">total</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
<span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;one&#39;</span><span class="p">,</span> <span class="s1">&#39;two&#39;</span><span class="p">,</span> <span class="s1">&#39;three&#39;</span><span class="p">],</span> <span class="p">[</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.3</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">],</span> <span class="n">k</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
<span class="c1"># [&#39;three&#39;, &#39;two&#39;, &#39;three&#39;, &#39;three&#39;, &#39;three&#39;,</span>
<span class="c1">#  &#39;three&#39;, &#39;three&#39;, &#39;two&#39;, &#39;two&#39;, &#39;one&#39;]</span>
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<pre>[&#39;one&#39;, &#39;one&#39;, &#39;three&#39;, &#39;three&#39;, &#39;one&#39;, &#39;three&#39;, &#39;two&#39;, &#39;one&#39;, &#39;two&#39;, &#39;two&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p1</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p1</span><span class="p">])</span>
<span class="n">action</span>
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<pre>[&#39;wait&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">action</span><span class="p">)</span>
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<pre>list</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nmax</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
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<pre>113.68 129.75
111.14 128.92
109.07 128.92
109.75 128.92
104.39 128.92
103.79 128.92
102.12 128.92
98.96 128.92
97.08 128.44
100.85 128.24
101.74 128.2
101.25 127.57
102.41 127.25
104.65 127.21
104.41 127.21
105.29 127.21
107.41 127.21
107.14 127.08
107.34 127.06
106.45 127.01
105.89 127.01
108.31 126.95
109.96 126.87
109.38 126.69
109.21 126.59
109.97 126.56
107.93 126.55
107.09 126.46
107.57 126.12
109.21 126.08
108.7 125.91
108.74 125.9
110.23 125.84
110.69 125.75
108.06 125.75
106.22 125.66
106.22 125.61
108.67 125.6
108.98 125.59
110.55 125.34
112.16 125.29
111.89 125.29
112.17 125.25
112.35 125.19
112.15 124.95
114.25 124.86
114.48 124.58
114.59 124.51
114.23 124.46
115.48 124.35
114.64 124.34
114.08 124.1
115.41 123.91
116.12 123.89
115.33 123.77
113.25 123.74
114.43 123.74
114.36 123.68
113.4 123.15
114.89 122.84
117.49 122.74
117.17 122.72
116.28 122.66
114.44 122.51
114.13 122.42
114.17 122.18
112.4 122.18
112.78 122.06
113.57 121.93
114.42 121.88
115.09 121.87
114.15 121.81
114.64 121.8
114.62 121.74
115.09 121.63
115.9 121.45
116.29 121.44
115.0 121.39
115.67 121.32
116.74 121.23
117.46 121.11
116.7 121.08
116.31 121.04
115.76 120.9
115.9 120.81
114.81 120.77
114.09 120.6
114.87 120.54
113.01 120.41
114.15 120.16
113.02 119.94
112.19 119.54
113.08 119.46
113.47 119.42
113.59 119.41
113.57 119.35
110.33 119.34
111.64 119.09
113.31 118.95
112.51 118.75
109.73 118.73
109.3 118.63
108.65 118.61
108.34 118.44
109.95 118.4
111.53 118.38
111.08 118.31
112.22 118.24
112.03 118.24
110.8 118.18
108.72 117.59
110.19 117.54
108.49 117.47
109.38 117.27
111.34 117.12
111.35 116.98
111.44 116.86
111.13 116.85
113.64 116.66
115.85 116.64
115.08 116.61
113.43 114.64
114.11 114.59
113.94 114.48
112.82 114.48
112.91 114.44
112.55 114.44
112.84 114.43
112.09 114.36
113.36 114.25
110.69 114.23
111.42 114.23
110.57 114.23
113.16 114.17
112.93 114.17
112.78 114.17
112.85 114.17
111.11 114.17
110.42 114.17
109.64 114.17
109.47 114.17
107.97 114.17
106.88 114.17
108.02 114.17
108.99 114.17
108.82 114.17
107.71 114.17
105.63 114.17
105.31 114.17
109.27 114.17
107.7 114.15
105.9 114.15
107.87 114.13
110.15 114.09
109.56 114.08
110.29 114.02
111.15 113.84
109.67 113.77
108.47 113.68
109.09 113.59
110.2 113.57
108.87 113.57
107.94 113.47
107.27 113.4
106.98 113.38
107.22 113.31
104.57 113.25
104.57 113.1
105.53 113.08
103.46 113.02
103.29 113.01
103.62 112.78
101.9 112.51
102.58 112.4
101.51 112.4
101.28 112.35
103.8 112.22
103.9 112.19
102.19 112.17
100.82 112.16
99.1 112.16
99.46 112.16
97.8 112.16
97.59 112.16
99.31 112.16
99.22 112.16
97.11 112.16
95.07 112.16
95.66 112.16
99.17 112.16
97.99 112.16
95.58 112.16
92.34 112.16
93.04 112.16
92.44 112.16
92.09 112.16
90.4 112.16
90.91 112.16
88.46 112.16
85.07 112.16
82.26 112.17
80.05 112.17
84.63 112.17
84.16 112.17
85.58 112.17
90.21 112.17
90.6 112.16
91.5 112.16
88.81 112.16
86.76 112.16
83.79 112.15
86.29 112.15
88.03 112.15
90.91 112.15
91.25 112.15
90.77 112.09
88.82 112.03
92.39 111.89
93.46 111.64
93.32 111.53
95.53 111.44
94.19 111.42
95.4 111.35
96.74 111.34
94.55 111.14
95.26 111.13
93.94 111.11
92.26 111.08
92.26 110.8
92.09 110.69
88.27 110.69
89.85 110.57
88.42 110.55
89.91 110.42
90.82 110.42
91.48 110.33
91.48 110.29
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nmax</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p1</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p1</span><span class="p">])</span>
<span class="n">action</span>
</pre></div>

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<div class="prompt output_prompt">Out[24]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[&#39;buy&#39;]</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;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p1</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p1</span><span class="p">])</span>
<span class="n">action</span>
</pre></div>

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<div class="prompt output_prompt">Out[25]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[&#39;buy&#39;]</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;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p1</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p1</span><span class="p">])</span>
<span class="n">action</span>
</pre></div>

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


<div class="output_area">

<div class="prompt output_prompt">Out[26]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[&#39;buy&#39;]</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;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p1</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p1</span><span class="p">])</span>
<span class="n">action</span>
</pre></div>

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


<div class="output_area">

<div class="prompt output_prompt">Out[27]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[&#39;wait&#39;]</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;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ind</span> <span class="o">=</span> <span class="mi">3980</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="p">:</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="p">)]</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">)</span>
</pre></div>

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<pre>[238.41, 240.42, 240.03, 239.72, 239.24, 236.3, 236.75, 236.5, 235.27, 235.03, 236.74, 237.04, 237.74, 237.21, 236.83, 237.0, 236.3, 236.83, 236.63, 236.81, 236.5, 235.62, 234.01, 236.03, 235.35, 234.98, 236.76, 236.04, 238.6, 240.05, 239.94, 240.1, 239.64, 240.06, 240.34, 240.08, 240.23, 241.22, 241.25, 241.02, 241.38, 240.93, 240.58, 241.76, 241.64, 237.32, 238.2, 239.82, 241.06, 241.51, 242.11, 243.22, 243.33, 243.07, 243.0, 244.87, 245.78, 245.49, 244.81, 245.24, 245.31, 245.11, 244.89, 246.06, 245.83, 245.32, 245.39, 247.44, 245.79, 245.67, 245.56, 245.94, 246.02, 242.92, 245.1, 243.0, 243.39, 243.97, 244.37, 242.17, 243.72, 243.95, 243.76, 245.57, 246.03, 247.18, 247.18, 247.33, 248.68, 248.66, 248.57, 248.31, 249.04, 249.11, 248.89, 248.57, 248.39, 248.99, 249.16, 248.67, 249.14, 249.56, 248.99, 248.92, 245.41, 245.74, 248.22, 248.15, 248.57, 244.75, 244.31, 244.59, 247.03, 246.2, 245.7, 246.14, 246.27, 246.51, 247.71, 249.14, 249.66, 247.78, 248.55, 248.57, 248.21, 250.9, 251.76, 251.95, 251.75, 252.25, 252.63, 252.91, 253.07, 252.31, 252.47, 251.91, 250.67, 251.69, 252.05, 252.98, 253.96, 254.52, 254.86, 256.34, 256.15, 255.68, 256.28, 256.75, 256.34, 256.57, 257.02, 257.2, 257.4, 257.5, 258.84, 257.81, 258.24, 257.03, 257.36, 259.44, 258.63, 258.88, 259.29, 259.37, 260.2, 260.55, 260.5, 260.88, 259.97, 259.82, 260.09, 259.52, 258.15, 260.35, 259.68, 260.02, 261.72, 261.55, 262.1, 262.02, 264.61, 264.55, 266.8, 266.28, 266.01, 265.02, 265.0, 265.82, 267.31, 268.17, 268.6, 268.48, 267.43, 269.85, 271.3, 269.16, 268.97, 269.5, 269.38, 269.11, 269.34, 269.88, 268.5, 270.74, 272.48, 273.63, 275.55, 276.01, 276.46, 276.15, 278.12, 279.99, 279.01, 281.64, 281.2, 282.45, 284.73, 285.36, 285.2, 285.37, 288.75, 286.83, 283.72, 283.87, 283.74, 277.73, 266.34, 271.03, 269.68, 259.6, 263.56, 267.23, 267.95, 271.61, 274.96, 275.09, 273.5, 272.0, 272.29, 276.67, 279.96, 276.44, 273.4, 269.8, 271.19, 274.18, 274.92, 274.8, 276.1, 280.91, 280.55, 278.78, 277.26]
</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;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nmax</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>238.41 145.53
240.42 145.53
240.03 145.46
239.72 145.46
239.24 145.46
236.3 145.46
236.75 145.46
236.5 145.46
235.27 145.46
235.03 145.46
236.74 145.46
237.04 145.46
237.74 145.46
237.21 145.46
236.83 145.39
237.0 145.27
236.3 145.26
236.83 145.13
236.63 145.1
236.81 145.05
236.5 145.05
235.62 145.01
234.01 144.86
236.03 144.74
235.35 144.31
234.98 144.2
236.76 144.06
236.04 144.04
238.6 143.98
240.05 143.85
239.94 143.83
240.1 143.8
239.64 143.63
240.06 143.53
240.34 143.5
240.08 143.26
240.23 143.22
241.22 143.13
241.25 142.97
241.02 142.87
241.38 142.82
240.93 142.8
240.58 142.41
241.76 142.17
241.64 141.25
237.32 141.13
238.2 140.43
239.82 140.35
241.06 140.14
241.51 140.06
242.11 139.93
243.22 139.83
243.33 139.36
243.07 139.12
243.0 138.95
244.87 138.65
245.78 138.5
245.49 138.22
244.81 138.11
245.24 137.7
245.31 137.65
245.11 137.62
244.89 137.6
246.06 137.57
245.83 137.57
245.32 137.45
245.39 137.15
247.44 136.93
245.79 136.81
245.67 136.74
245.56 136.7
245.94 136.7
246.02 136.62
242.92 136.62
245.1 136.22
243.0 136.07
243.39 135.94
243.97 135.69
244.37 135.65
242.17 135.62
243.72 135.47
243.95 135.46
243.76 135.29
245.57 135.24
246.03 135.17
247.18 135.12
247.18 134.99
247.33 134.88
248.68 134.83
248.66 134.64
248.57 134.62
248.31 134.57
249.04 134.47
249.11 134.46
248.89 134.44
248.57 134.35
248.39 134.16
248.99 134.01
249.16 133.53
248.67 133.51
249.14 133.46
249.56 133.29
248.99 133.21
248.92 133.12
245.41 133.0
245.74 132.97
248.22 132.94
248.15 132.86
248.57 132.84
244.75 132.62
244.31 132.35
244.59 132.15
247.03 132.14
246.2 132.0
245.7 131.96
246.14 131.94
246.27 131.89
246.51 131.74
247.71 131.73
249.14 131.6
249.66 131.5
247.78 131.39
248.55 131.28
248.57 130.68
248.21 130.63
250.9 130.45
251.76 130.24
251.95 129.97
251.75 129.77
252.25 129.75
252.63 129.64
252.91 129.36
253.07 129.28
252.31 128.92
252.47 128.86
251.91 128.44
250.67 128.24
251.69 128.21
252.05 128.2
252.98 127.57
253.96 127.52
254.52 127.25
254.86 127.21
256.34 127.08
256.15 127.06
255.68 127.01
256.28 127.01
256.75 126.95
256.34 126.87
256.57 126.69
257.02 126.59
257.2 126.56
257.4 126.55
257.5 126.46
258.84 126.12
257.81 126.08
258.24 125.91
257.03 125.9
257.36 125.84
259.44 125.75
258.63 125.75
258.88 125.66
259.29 125.61
259.37 125.6
260.2 125.59
260.55 125.34
260.5 125.29
260.88 125.29
259.97 125.25
259.82 125.19
260.09 124.95
259.52 124.86
258.15 124.58
260.35 124.51
259.68 124.46
260.02 124.35
261.72 124.34
261.55 124.1
262.1 123.91
262.02 123.89
264.61 123.77
264.55 123.74
266.8 123.74
266.28 123.68
266.01 123.15
265.02 122.84
265.0 122.74
265.82 122.72
267.31 122.66
268.17 122.51
268.6 122.42
268.48 122.18
267.43 122.18
269.85 122.06
271.3 121.93
269.16 121.88
268.97 121.87
269.5 121.81
269.38 121.8
269.11 121.74
269.34 121.63
269.88 121.45
268.5 121.44
270.74 121.39
272.48 121.32
273.63 121.23
275.55 121.11
276.01 121.08
276.46 121.08
276.15 121.08
278.12 121.08
279.99 121.08
279.01 121.08
281.64 121.08
281.2 121.08
282.45 121.08
284.73 121.08
285.36 121.08
285.2 121.08
285.37 121.08
288.75 121.08
286.83 121.08
283.72 121.08
283.87 121.08
283.74 121.08
277.73 121.08
266.34 121.08
271.03 121.08
269.68 121.08
259.6 121.08
263.56 121.08
267.23 121.08
267.95 121.08
271.61 121.08
274.96 121.04
275.09 120.9
273.5 120.81
272.0 120.77
272.29 120.6
276.67 120.54
279.96 120.41
276.44 120.16
273.4 119.54
269.8 119.42
271.19 119.41
274.18 119.35
274.92 119.34
274.8 119.09
276.1 118.95
280.91 118.75
280.55 118.73
278.78 118.61
277.26 118.44
</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;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">3980</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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<div class="output_subarea output_stream output_stdout output_text">
<pre>238.41 225.68
240.42 225.73
240.03 225.92
239.72 226.43
239.24 226.55
236.3 226.78
236.75 227.08
236.5 227.17
235.27 227.22
235.03 227.33
236.74 227.49
237.04 227.53
237.74 227.59
237.21 227.71
236.83 227.71
237.0 227.73
236.3 227.78
236.83 227.79
236.63 227.79
236.81 227.9
236.5 227.97
235.62 228.1
234.01 228.11
236.03 228.15
235.35 228.17
234.98 228.39
236.76 228.45
236.04 228.6
238.6 228.89
240.05 228.99
239.94 229.01
240.1 229.03
239.64 229.06
240.06 229.1
240.34 229.16
240.08 230.36
240.23 230.42
241.22 230.47
241.25 230.65
241.02 230.66
241.38 230.83
240.93 230.84
240.58 232.02
241.76 232.86
241.64 234.01
237.32 234.14
238.2 234.98
239.82 235.03
241.06 235.15
241.51 235.27
242.11 235.35
243.22 235.62
243.33 236.03
243.07 236.04
243.0 236.18
244.87 236.3
245.78 236.3
245.49 236.36
244.81 236.5
245.24 236.5
245.31 236.58
245.11 236.63
244.89 236.74
246.06 236.75
245.83 236.76
245.32 236.81
245.39 236.83
247.44 236.83
245.79 237.0
245.67 237.04
245.56 237.21
245.94 237.32
246.02 237.74
242.92 237.77
245.1 237.9
243.0 237.98
243.39 238.0
243.97 238.07
244.37 238.2
242.17 238.26
243.72 238.31
243.95 238.41
243.76 238.54
245.57 238.58
246.03 238.6
247.18 239.04
247.18 239.21
247.33 239.22
248.68 239.24
248.66 239.64
248.57 239.72
248.31 239.82
249.04 239.88
249.11 239.94
248.89 240.01
248.57 240.03
248.39 240.05
248.99 240.06
249.16 240.08
248.67 240.1
249.14 240.23
249.56 240.34
248.99 240.42
248.92 240.58
245.41 240.93
245.74 241.02
248.22 241.06
248.15 241.22
248.57 241.25
244.75 241.27
244.31 241.38
244.59 241.51
247.03 241.64
246.2 241.76
245.7 242.11
246.14 242.17
246.27 242.92
246.51 243.0
247.71 243.0
249.14 243.07
249.66 243.22
247.78 243.33
248.55 243.39
248.57 243.72
248.21 243.76
250.9 243.95
251.76 243.97
251.95 244.31
251.75 244.37
252.25 244.59
252.63 244.75
252.91 244.81
253.07 244.87
252.31 244.89
252.47 245.1
251.91 245.11
250.67 245.24
251.69 245.31
252.05 245.32
252.98 245.39
253.96 245.41
254.52 245.49
254.86 245.56
256.34 245.57
256.15 245.67
255.68 245.7
256.28 245.74
256.75 245.78
256.34 245.79
256.57 245.83
257.02 245.94
257.2 246.02
257.4 246.03
257.5 246.06
258.84 246.14
257.81 246.2
258.24 246.27
257.03 246.51
257.36 247.03
259.44 247.18
258.63 247.18
258.88 247.33
259.29 247.44
259.37 247.71
260.2 247.78
260.55 248.15
260.5 248.21
260.88 248.22
259.97 248.31
259.82 248.39
260.09 248.55
259.52 248.57
258.15 248.57
260.35 248.57
259.68 248.57
260.02 248.66
261.72 248.67
261.55 248.68
262.1 248.89
262.02 248.92
264.61 248.99
264.55 248.99
266.8 249.04
266.28 249.11
266.01 249.14
265.02 249.14
265.0 249.16
265.82 249.56
267.31 249.66
268.17 250.67
268.6 250.9
268.48 251.69
267.43 251.75
269.85 251.76
271.3 251.91
269.16 251.95
268.97 252.05
269.5 252.25
269.38 252.31
269.11 252.47
269.34 252.63
269.88 252.91
268.5 252.98
270.74 253.07
272.48 253.96
273.63 254.52
275.55 254.86
276.01 255.68
276.46 256.15
276.15 256.28
278.12 256.34
279.99 256.34
279.01 256.57
281.64 256.75
281.2 257.02
282.45 257.03
284.73 257.2
285.36 257.36
285.2 257.4
285.37 257.5
288.75 257.81
286.83 258.15
283.72 258.24
283.87 258.63
283.74 258.84
277.73 258.88
266.34 259.29
271.03 259.37
269.68 259.44
259.6 259.52
263.56 259.6
267.23 259.68
267.95 259.82
271.61 259.97
274.96 260.02
275.09 260.09
273.5 260.2
272.0 260.35
272.29 260.5
276.67 260.55
279.96 260.88
276.44 261.55
273.4 261.72
269.8 262.02
271.19 262.1
274.18 263.56
274.92 264.55
274.8 264.61
276.1 265.0
280.91 265.02
280.55 265.82
278.78 266.01
277.26 266.28
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">3980</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">77</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>77 113.68 121.39
78 111.14 121.32
79 109.07 121.23
80 109.75 121.11
81 104.39 121.08
82 103.79 121.04
83 102.12 120.9
84 98.96 120.81
85 97.08 120.77
86 100.85 120.6
87 101.74 120.54
88 101.25 120.41
89 102.41 120.16
90 104.65 119.94
91 104.41 119.54
92 105.29 119.46
93 107.41 119.42
94 107.14 119.41
95 107.34 119.35
96 106.45 119.34
97 105.89 119.09
98 108.31 118.95
99 109.96 118.75
100 109.38 118.73
101 109.21 118.63
102 109.97 118.61
103 107.93 118.44
104 107.09 118.4
105 107.57 118.38
106 109.21 118.31
107 108.7 118.24
108 108.74 118.24
109 110.23 118.18
110 110.69 117.59
111 108.06 117.54
112 106.22 117.47
113 106.22 117.27
114 108.67 117.12
115 108.98 116.98
116 110.55 116.86
117 112.16 116.85
118 111.89 116.66
119 112.17 116.64
120 112.35 116.61
121 112.15 116.24
122 114.25 116.17
123 114.48 115.53
124 114.59 115.46
125 114.23 115.38
127 114.64 115.33
128 114.08 115.23
132 113.25 115.0
133 114.43 114.79
134 114.36 114.64
135 113.4 114.59
140 114.44 114.48
141 114.13 114.44
142 114.17 114.44
143 112.4 114.43
144 112.78 114.36
145 113.57 114.25
148 114.15 114.23
163 114.09 114.17
165 113.01 114.17
167 113.02 114.15
168 112.19 114.13
169 113.08 114.09
170 113.47 114.08
171 113.59 114.02
172 113.57 113.84
173 110.33 113.77
174 111.64 113.68
175 113.31 113.59
176 112.51 113.57
177 109.73 113.57
178 109.3 113.47
179 108.65 113.4
180 108.34 113.38
181 109.95 113.31
182 111.53 113.25
183 111.08 113.1
184 112.22 113.08
185 112.03 113.02
186 110.8 113.01
187 108.72 112.78
188 110.19 112.51
189 108.49 112.4
190 109.38 112.4
191 111.34 112.35
192 111.35 112.22
193 111.44 112.19
194 111.13 112.17
221 112.09 112.17
223 110.69 112.16
224 111.42 112.16
225 110.57 112.16
230 111.11 112.15
231 110.42 112.09
232 109.64 112.03
233 109.47 111.89
234 107.97 111.64
235 106.88 111.53
236 108.02 111.44
237 108.99 111.42
238 108.82 111.35
239 107.71 111.34
240 105.63 111.14
241 105.31 111.13
242 109.27 111.11
243 107.7 111.08
244 105.9 110.8
245 107.87 110.69
246 110.15 110.69
247 109.56 110.57
248 110.29 110.55
250 109.67 110.42
251 108.47 110.33
252 109.09 110.29
253 110.2 110.23
254 108.87 110.2
255 107.94 110.19
256 107.27 110.15
257 106.98 109.97
258 107.22 109.96
259 104.57 109.95
260 104.57 109.75
261 105.53 109.73
262 103.46 109.67
263 103.29 109.64
264 103.62 109.56
265 101.9 109.47
266 102.58 109.38
267 101.51 109.38
268 101.28 109.3
269 103.8 109.27
270 103.9 109.21
271 102.19 109.21
272 100.82 109.09
273 99.1 109.07
274 99.46 108.99
275 97.8 108.98
276 97.59 108.87
277 99.31 108.82
278 99.22 108.74
279 97.11 108.72
280 95.07 108.7
281 95.66 108.67
282 99.17 108.65
283 97.99 108.49
284 95.58 108.47
285 92.34 108.34
286 93.04 108.31
287 92.44 108.06
288 92.09 108.02
289 90.4 107.97
290 90.91 107.94
291 88.46 107.93
292 85.07 107.87
293 82.26 107.71
294 80.05 107.7
295 84.63 107.57
296 84.16 107.41
297 85.58 107.34
298 90.21 107.27
299 90.6 107.22
300 91.5 107.14
301 88.81 107.09
302 86.76 106.98
303 83.79 106.88
304 86.29 106.45
305 88.03 106.22
306 90.91 106.22
307 91.25 105.9
308 90.77 105.89
309 88.82 105.63
310 92.39 105.53
311 93.46 105.31
312 93.32 105.29
313 95.53 104.65
314 94.19 104.57
315 95.4 104.57
316 96.74 104.41
317 94.55 104.39
318 95.26 103.9
319 93.94 103.8
320 92.26 103.79
321 92.26 103.62
322 92.09 103.46
323 88.27 103.29
324 89.85 102.58
325 88.42 102.41
326 89.91 102.19
327 90.82 102.12
328 91.48 101.9
329 91.48 101.74
</pre>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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<pre>buy 117.83 117.89 119.77
wait 117.74 117.89 119.77
wait 117.87 117.97 119.77
wait 117.85 117.98 119.77
wait 117.98 118.08 119.77
</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;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="nb">print</span> <span class="p">(</span><span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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<pre>wait 119.24 118.89 115.56
wait 119.06 118.89 115.65
wait 119.52 118.89 115.9
wait 119.54 118.94 116.01
wait 119.14 118.99 116.08
wait 119.91 119.01 116.1
wait 120.05 119.01 116.12
wait 119.32 119.03 116.18
sell 120.43 119.05 116.35
wait 120.63 119.06 116.51
wait 119.81 119.09 116.62
wait 119.96 119.13 116.66
wait 119.95 119.14 116.68
wait 119.7 119.19 116.89
wait 120.33 119.24 116.92
wait 120.05 119.32 116.97
wait 120.36 119.32 116.98
wait 120.67 119.42 117.02
sell 120.94 119.46 117.12
wait 121.38 119.48 117.13
sell 121.98 119.49 117.14
wait 121.89 119.52 117.17
wait 121.26 119.53 117.22
wait 121.29 119.54 117.25
wait 120.0 119.58 117.28
wait 120.1 119.7 117.49
wait 119.95 119.7 117.54
wait 120.47 119.72 117.65
wait 119.8 119.77 117.68
wait 121.2 119.77 117.68
wait 121.95 119.8 117.77
sell 122.24 119.81 117.87
wait 122.36 119.86 117.88
sell 122.68 119.88 117.89
sell 122.82 119.91 117.95
sell 122.14 119.95 117.97
sell 122.96 119.95 117.98
sell 123.56 119.96 118.0
sell 122.74 119.97 118.0
sell 123.41 120.0 118.08
wait 122.94 120.05 118.18
sell 123.16 120.05 118.27
wait 123.73 120.1 118.28
sell 124.46 120.23 118.35
wait 123.51 120.26 118.38
wait 123.63 120.28 118.41
sell 124.5 120.28 118.45
sell 124.62 120.33 118.45
wait 123.71 120.36 118.55
sell 122.77 120.38 118.57
wait 122.44 120.4 118.59
wait 123.27 120.41 118.66
wait 123.09 120.43 118.68
wait 123.98 120.46 118.72
sell 123.24 120.47 118.75
sell 123.61 120.49 118.84
wait 122.16 120.51 118.84
wait 122.28 120.51 118.87
wait 122.16 120.51 118.89
wait 122.24 120.63 118.89
wait 122.44 120.66 118.89
wait 122.03 120.67 118.94
wait 121.24 120.76 118.99
wait 121.52 120.82 118.99
wait 121.53 120.92 119.01
wait 121.15 120.94 119.03
wait 122.39 121.14 119.05
wait 122.51 121.14 119.06
wait 122.16 121.15 119.08
sell 123.7 121.17 119.09
wait 124.02 121.19 119.1
sell 123.55 121.2 119.13
wait 124.53 121.24 119.14
wait 124.44 121.24 119.19
sell 123.54 121.26 119.24
sell 123.14 121.29 119.32
wait 123.2 121.33 119.32
wait 124.22 121.36 119.42
sell 123.53 121.37 119.42
sell 122.56 121.38 119.46
wait 121.45 121.38 119.48
wait 121.92 121.38 119.49
sell 121.99 121.39 119.5
wait 121.51 121.4 119.52
wait 121.52 121.4 119.53
wait 121.66 121.44 119.54
wait 122.74 121.45 119.58
wait 122.86 121.45 119.7
wait 122.64 121.49 119.7
wait 121.59 121.51 119.86
wait 122.15 121.52 119.88
sell 122.17 121.52 119.91
wait 122.44 121.53 119.94
wait 122.08 121.53 119.95
wait 122.29 121.59 119.95
wait 123.34 121.66 119.96
sell 123.72 121.82 119.97
wait 123.63 121.88 120.0
wait 123.17 121.89 120.01
wait 123.41 121.92 120.05
sell 124.57 121.95 120.05
wait 125.14 121.98 120.1
wait 125.79 121.99 120.23
sell 126.44 122.03 120.26
wait 126.88 122.08 120.28
sell 127.15 122.14 120.28
wait 126.09 122.15 120.33
sell 126.11 122.16 120.36
wait 125.35 122.16 120.38
sell 126.87 122.16 120.38
wait 126.91 122.17 120.4
sell 126.62 122.24 120.41
sell 126.78 122.24 120.43
sell 126.17 122.28 120.46
sell 126.03 122.29 120.47
sell 126.38 122.36 120.49
sell 126.49 122.39 120.51
sell 127.2 122.4 120.51
sell 127.74 122.44 120.51
sell 127.57 122.44 120.51
wait 127.21 122.44 120.51
sell 126.47 122.51 120.51
sell 126.44 122.56 120.51
sell 126.76 122.64 120.63
sell 127.32 122.65 120.63
sell 126.88 122.68 120.63
sell 125.67 122.74 120.63
wait 125.85 122.74 120.67
wait 125.49 122.77 120.67
wait 124.87 122.82 120.67
wait 126.94 122.86 120.67
wait 127.43 122.94 120.67
sell 127.43 122.96 120.76
sell 128.66 122.98 120.79
wait 129.13 123.09 120.8
sell 129.09 123.14 120.82
wait 129.55 123.16 120.92
wait 128.74 123.17 120.94
sell 128.89 123.2 121.15
sell 128.43 123.24 121.17
wait 127.94 123.27 121.19
sell 128.65 123.34 121.2
sell 126.3 123.41 121.24
wait 126.53 123.41 121.26
wait 126.84 123.51 121.29
sell 126.62 123.53 121.33
wait 127.54 123.54 121.36
sell 128.54 123.55 121.38
sell 128.69 123.56 121.4
sell 128.18 123.61 121.44
wait 128.43 123.63 121.44
wait 127.3 123.63 121.45
wait 126.63 123.7 121.45
wait 126.73 123.71 121.49
wait 125.71 123.72 121.51
sell 126.85 123.73 121.52
wait 126.67 123.98 121.52
wait 126.99 124.02 121.53
wait 126.6 124.22 121.53
wait 127.88 124.44 121.59
wait 128.36 124.46 121.66
wait 129.3 124.5 121.89
wait 129.09 124.53 121.92
sell 128.67 124.57 121.95
sell 129.65 124.62 121.98
sell 129.19 124.87 121.99
wait 129.37 125.14 122.03
wait 129.86 125.35 122.08
wait 128.52 125.49 122.14
wait 129.61 125.67 122.15
wait 129.4 125.71 122.16
wait 129.21 125.79 122.16
wait 128.32 125.85 122.16
wait 128.09 126.03 122.17
wait 128.39 126.09 122.17
wait 127.76 126.11 122.17
wait 128.69 126.17 122.17
sell 128.99 126.3 122.24
wait 130.33 126.38 122.24
sell 130.89 126.44 122.28
sell 131.12 126.44 122.29
sell 131.32 126.47 122.36
sell 131.1 126.49 122.39
wait 130.31 126.53 122.44
wait 131.1 126.6 122.44
wait 130.76 126.62 122.44
sell 130.89 126.62 122.51
wait 130.24 126.63 122.56
wait 129.4 126.67 122.64
wait 130.39 126.73 122.68
wait 130.13 126.76 122.74
wait 129.59 126.78 122.74
wait 129.9 126.84 122.77
wait 130.72 126.85 122.82
wait 131.29 126.87 122.86
sell 131.07 126.88 122.94
wait 129.72 126.88 122.96
sell 129.83 126.91 123.09
wait 128.85 126.94 123.14
wait 129.0 126.99 123.16
wait 129.1 127.15 123.17
wait 128.72 127.2 123.2
wait 130.95 127.21 123.24
wait 131.19 127.3 123.27
sell 131.35 127.32 123.34
wait 131.33 127.43 123.41
wait 131.02 127.43 123.41
wait 130.38 127.54 123.51
wait 130.76 127.57 123.53
wait 131.23 127.74 123.54
wait 131.32 127.76 123.55
wait 130.78 127.88 123.56
wait 131.58 127.94 123.61
wait 131.07 128.09 123.63
sell 131.51 128.18 123.63
wait 132.87 128.32 123.7
wait 132.77 128.36 123.71
wait 132.82 128.39 123.72
wait 132.64 128.43 123.73
wait 130.97 128.43 123.98
</pre>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">zz</span> <span class="o">=</span> <span class="mf">37.3</span>
<span class="n">zz</span><span class="o">//</span><span class="mi">1</span>
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<pre>37.0</pre>
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<div class="prompt input_prompt">In&nbsp;[46]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
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<pre>0.0 82.30000000000067
</pre>
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<div class="prompt input_prompt">In&nbsp;[49]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="n">flag</span><span class="p">,</span> <span class="n">cash</span><span class="p">,</span> <span class="n">action</span><span class="p">,</span> <span class="n">p</span><span class="p">)</span>
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<pre>False 82.30000000000067 [&#39;wait&#39;] 0.1
</pre>
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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<div class="output_subarea output_stream output_stdout output_text">
<pre>1107 buy 117.83 117.89 92.29000000000066 84.0
1129 sell 123.72 121.82 10474.78 0
0 10474.78
</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;[52]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<div class="output">


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<pre>1108 buy 117.74 117.89 99.85000000000015 84.0
1134 sell 125.14 121.98 10601.62 0
0 10601.62
</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;[53]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>0 10000
</pre>
</div>
</div>

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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>1107 buy 117.83 117.89 92.29000000000066 84.0
1129 sell 123.72 121.82 10474.78 0
0 10474.78
</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;[74]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>1108 buy 117.74 117.89 99.85000000000015 84.0
1124 sell 122.17 121.52 10352.140000000001 0
0 10352.140000000001
</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;[75]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>8 buy 127.25 128.44 64.51 78.0
78.0 64.51
</pre>
</div>
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</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[76]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">22</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>23 buy 121.45 126.69 31.110000000000362 82.0
82.0 31.110000000000362
</pre>
</div>
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</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[77]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">134</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>174 buy 111.64 113.68 54.04999999999905 89.0
89.0 54.04999999999905
</pre>
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</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1534</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>1670 buy 141.04 144.62 117.21000000000073 70.0
70.0 117.21000000000073
</pre>
</div>
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</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[89]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
    <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
<span class="n">gain</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="mi">10200</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[90]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[90]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>-836.6800000000003</pre>
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</div>

</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[91]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="p">:</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="p">]</span>
</pre></div>

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<div class="prompt output_prompt">Out[91]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[149.97,
 151.35,
 151.29,
 150.38,
 152.0,
 152.57,
 152.62,
 153.17,
 153.31,
 151.14,
 152.02,
 154.92,
 155.4,
 155.1,
 155.08,
 154.78,
 155.47,
 153.58,
 154.33,
 151.27,
 151.98,
 148.46,
 146.11,
 147.61,
 145.74,
 146.81,
 147.48,
 143.58,
 147.04,
 147.95,
 150.07,
 145.66,
 145.72,
 145.67,
 143.05,
 141.1,
 141.57,
 145.03,
 144.99,
 145.15,
 146.85,
 146.7,
 148.4,
 147.14,
 143.7,
 146.88,
 146.28,
 147.92,
 149.46,
 147.82,
 148.47,
 145.96,
 145.78,
 147.77,
 147.82,
 149.07,
 149.1,
 148.34,
 152.66,
 153.59,
 152.59,
 153.3,
 152.49,
 152.44,
 152.6,
 153.2,
 152.74,
 154.77,
 154.73,
 154.05,
 154.38,
 155.9,
 155.39,
 156.65,
 156.4,
 155.6,
 156.34,
 155.03,
 154.01,
 154.3,
 154.19,
 150.24,
 150.82,
 152.14,
 151.77,
 151.63,
 153.71,
 154.3,
 153.31,
 155.16,
 151.1,
 151.23,
 150.49,
 152.31,
 147.92,
 147.84,
 145.74,
 144.28,
 148.52,
 147.51,
 145.57,
 146.34,
 143.79,
 144.44,
 142.15,
 144.56,
 141.22,
 143.32,
 147.45,
 147.53,
 148.68,
 147.81,
 146.84,
 149.14,
 151.4,
 151.13,
 152.26,
 148.43,
 149.34,
 149.53,
 147.49,
 145.28,
 146.19,
 146.0,
 146.75,
 149.22,
 150.42,
 150.54,
 147.65,
 147.87,
 146.86,
 144.77,
 144.77,
 141.23,
 141.68,
 139.14,
 141.04,
 142.16,
 140.24,
 141.76,
 138.23,
 137.47,
 133.49,
 132.68,
 131.22,
 134.03,
 135.38,
 133.23,
 135.57,
 136.41,
 135.77,
 138.07,
 139.75,
 138.29,
 133.89,
 132.92,
 134.0,
 133.44,
 134.23,
 135.21,
 137.1,
 135.26,
 135.39,
 135.27,
 136.41,
 134.7,
 135.78,
 137.65,
 138.6,
 138.51,
 137.29,
 133.58,
 133.65,
 133.2,
 133.96,
 131.04,
 129.94,
 127.94,
 132.69,
 131.53,
 132.21,
 129.47,
 128.33,
 133.76,
 130.53,
 133.64,
 135.69,
 135.31,
 134.13,
 132.62,
 131.58,
 132.33,
 137.06,
 136.83,
 137.0,
 137.11,
 137.33,
 136.67,
 135.58,
 136.19,
 133.43,
 132.98,
 133.59,
 136.63,
 136.72,
 139.2,
 138.99,
 137.77,
 138.16,
 139.05,
 139.96,
 139.82,
 139.28,
 138.75,
 141.15,
 141.6,
 140.97,
 142.06,
 139.54,
 140.06,
 139.15,
 140.68,
 140.66,
 141.25,
 142.77,
 142.95,
 143.08,
 141.76,
 139.5,
 139.88,
 138.04,
 138.98,
 139.56,
 140.32,
 140.54,
 139.07,
 138.27,
 138.29,
 140.99,
 136.66,
 136.77,
 136.44,
 134.16,
 134.61,
 136.64,
 136.65,
 135.73,
 134.41,
 134.95,
 132.45,
 132.46,
 131.46,
 132.23]</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;[92]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[92]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>132.23</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;[96]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<div class="output_subarea output_stream output_stdout output_text">
<pre>1118 buy 117.98 118.08 79.6900000000003 84.0
1125 sell 122.44 121.53 10354.66 0
0 10354.66
</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;[99]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
</pre></div>

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<pre>1111 buy 117.87 117.97 88.93000000000008 84.0
1129 sell 123.72 121.82 10471.42 0
0 10471.42
</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;[227]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="c1"># opp to buy</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
        <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
        
    <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="c1"># opp to sell</span>
        <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
        <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
        
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
        <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
            <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
            <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
            <span class="nb">print</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">cash</span><span class="p">,</span> <span class="n">nshares</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">nshares</span><span class="p">,</span> <span class="n">cash</span><span class="p">)</span>
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<pre>1108 buy 117.74 117.89 99.85000000000015 84.0
1133 sell 124.57 121.95 10553.74 0
0 10553.74
</pre>
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<div class="prompt input_prompt">In&nbsp;[229]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">,</span> <span class="n">price</span><span class="o">=</span><span class="n">price</span><span class="p">,</span> <span class="n">median</span><span class="o">=</span><span class="n">median</span><span class="p">,</span> <span class="n">qu1</span><span class="o">=</span><span class="n">qu1</span><span class="p">,</span> <span class="n">qu3</span><span class="o">=</span><span class="n">qu3</span><span class="p">):</span>
    <span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
    <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
    <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>
    <span class="n">nmax</span> <span class="o">=</span> <span class="mi">253</span>
    
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
            <span class="c1"># opp to buy</span>
            <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
            <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
            <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
            <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
                <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
                <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
                <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                    <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                    
        <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
            <span class="c1"># opp to sell</span>
            <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
            <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
            <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
            <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
                <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
                <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
                
    <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
        <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
    
    <span class="k">return</span> <span class="n">cash</span> <span class="o">-</span> <span class="mi">10200</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
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<pre>282.34000000000015
</pre>
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<div class="prompt input_prompt">In&nbsp;[234]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
</pre></div>

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<pre>-200
</pre>
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<div class="prompt input_prompt">In&nbsp;[235]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># for a 2 year episode:</span>

<span class="k">def</span> <span class="nf">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">,</span> <span class="n">price</span><span class="o">=</span><span class="n">price</span><span class="p">,</span> <span class="n">median</span><span class="o">=</span><span class="n">median</span><span class="p">,</span> <span class="n">qu1</span><span class="o">=</span><span class="n">qu1</span><span class="p">,</span> <span class="n">qu3</span><span class="o">=</span><span class="n">qu3</span><span class="p">):</span>
    <span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
    <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
    <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>
    <span class="n">nmax</span> <span class="o">=</span> <span class="mi">507</span>
    
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
            <span class="c1"># opp to buy</span>
            <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
            <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
            <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
            <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
                <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
                <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
                <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                    <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                    
        <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
            <span class="c1"># opp to sell</span>
            <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
            <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
            <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
            <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
                <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
                <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
                
    <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
        <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
    
    <span class="k">return</span> <span class="n">cash</span> <span class="o">-</span> <span class="mi">10400</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[243]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ind</span> <span class="o">=</span> <span class="mi">1001</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
</pre></div>

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<pre>74.78000000000065
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">qu1</span><span class="p">)</span>
</pre></div>

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<pre>4258</pre>
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<div class="prompt input_prompt">In&nbsp;[246]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">4157</span><span class="p">),</span> <span class="mi">400</span><span class="p">)</span>
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<pre>[2123,
 3110,
 3471,
 3242,
 3524,
 2713,
 2254,
 1230,
 1098,
 4024,
 1067,
 2641,
 1673,
 3467,
 2494,
 2870,
 1586,
 3653,
 1487,
 703,
 2327,
 2164,
 666,
 3968,
 2595,
 1221,
 4145,
 2239,
 1833,
 2496,
 1521,
 1003,
 3034,
 2566,
 3381,
 1190,
 2111,
 1171,
 717,
 1695,
 1558,
 1702,
 3982,
 2143,
 2988,
 264,
 2524,
 735,
 849,
 2662,
 3610,
 1907,
 929,
 4128,
 2784,
 755,
 314,
 3198,
 90,
 3876,
 2522,
 3693,
 132,
 67,
 1987,
 2928,
 3840,
 3949,
 3844,
 4040,
 581,
 2543,
 80,
 2979,
 1213,
 2650,
 2725,
 3948,
 3098,
 1017,
 1397,
 1777,
 1010,
 2263,
 212,
 1220,
 675,
 3846,
 1547,
 370,
 335,
 1730,
 3378,
 2411,
 1094,
 920,
 1083,
 83,
 2905,
 1797,
 1371,
 2426,
 2353,
 43,
 147,
 1409,
 3532,
 197,
 1571,
 1429,
 319,
 547,
 3644,
 1566,
 1425,
 809,
 641,
 4134,
 3397,
 2810,
 2712,
 1652,
 1979,
 1953,
 1206,
 1158,
 1523,
 686,
 3048,
 3210,
 3558,
 3356,
 4017,
 3485,
 2514,
 3422,
 109,
 3888,
 3181,
 1826,
 3729,
 3726,
 3864,
 1273,
 3637,
 2248,
 166,
 668,
 2530,
 3011,
 1283,
 1016,
 2998,
 298,
 2788,
 2515,
 3009,
 3078,
 1857,
 839,
 674,
 1338,
 393,
 554,
 3739,
 3478,
 806,
 3235,
 914,
 3677,
 647,
 1804,
 1938,
 1606,
 245,
 3699,
 2836,
 3761,
 1167,
 3672,
 2593,
 4013,
 738,
 3538,
 2749,
 2934,
 2209,
 3161,
 2384,
 989,
 140,
 3180,
 1200,
 3462,
 2311,
 3591,
 3554,
 3855,
 3725,
 1993,
 1925,
 3206,
 3366,
 3133,
 700,
 3838,
 261,
 2352,
 3452,
 1398,
 3800,
 843,
 3525,
 2475,
 3156,
 2592,
 139,
 3450,
 504,
 1376,
 328,
 2031,
 531,
 2578,
 3046,
 1070,
 948,
 165,
 1632,
 3701,
 2233,
 2163,
 274,
 1317,
 1352,
 765,
 163,
 957,
 962,
 616,
 1064,
 2358,
 1260,
 846,
 2024,
 58,
 1835,
 1467,
 1121,
 3680,
 1132,
 1262,
 3527,
 1088,
 348,
 33,
 3995,
 2790,
 1048,
 1056,
 3285,
 659,
 1621,
 1647,
 1489,
 3597,
 964,
 788,
 1432,
 2076,
 273,
 1922,
 2523,
 1194,
 1691,
 2379,
 2309,
 377,
 168,
 1182,
 3407,
 2374,
 1656,
 65,
 1128,
 2146,
 3392,
 510,
 891,
 3663,
 445,
 2717,
 1328,
 2147,
 1578,
 3585,
 542,
 1775,
 1447,
 479,
 1427,
 3582,
 805,
 229,
 2275,
 262,
 4003,
 836,
 2517,
 3545,
 2279,
 1103,
 1005,
 4136,
 325,
 1910,
 2435,
 2829,
 631,
 1509,
 3379,
 1289,
 1449,
 3682,
 2891,
 1923,
 1812,
 4150,
 781,
 2286,
 3234,
 3347,
 3858,
 4096,
 3410,
 653,
 2761,
 2911,
 1419,
 3306,
 3986,
 3008,
 3931,
 2205,
 234,
 4144,
 406,
 3144,
 3322,
 3077,
 146,
 1600,
 1917,
 1924,
 1299,
 549,
 1001,
 1572,
 461,
 3987,
 330,
 533,
 1827,
 3865,
 4087,
 560,
 2936,
 1687,
 2064,
 3191,
 1043,
 1004,
 704,
 490,
 1739,
 1164,
 3240,
 354,
 3489,
 3566,
 2677,
 1740,
 1169,
 1643,
 1433,
 1052,
 850,
 2493,
 3829,
 939,
 138,
 3556,
 3371,
 440,
 2638,
 190,
 448,
 3296,
 9,
 3012]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">400</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>-387.6703999999995 1583.412196900207
</pre>
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<div class="prompt input_prompt">In&nbsp;[252]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
</pre></div>

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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>-301.5710437499996 1628.1425650432834
</pre>
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<div class="prompt input_prompt">In&nbsp;[254]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
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<pre>-295.6841937499996 1596.8325670117938
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<div class="prompt input_prompt">In&nbsp;[255]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
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<pre>-290.86415624999955 1603.663888250095
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[256]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
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<pre>-370.59613124999953 1623.3119307876705
</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[260]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># for a 2 year episode:</span>

<span class="k">def</span> <span class="nf">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">,</span> <span class="n">price</span><span class="o">=</span><span class="n">price</span><span class="p">,</span> <span class="n">median</span><span class="o">=</span><span class="n">median</span><span class="p">,</span> <span class="n">qu1</span><span class="o">=</span><span class="n">qu1</span><span class="p">,</span> <span class="n">qu3</span><span class="o">=</span><span class="n">qu3</span><span class="p">):</span>
    <span class="n">cash</span> <span class="o">=</span> <span class="mi">10000</span>
    <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
    <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">fee</span> <span class="o">=</span> <span class="mf">9.99</span>
    <span class="n">nmax</span> <span class="o">=</span> <span class="mi">507</span>
    
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
            <span class="c1"># opp to buy</span>
            <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">qu1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p1</span>
            <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p2</span>
            <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p3</span>
            <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;buy&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;buy&#39;</span><span class="p">:</span>
                <span class="n">nshares</span> <span class="o">=</span> <span class="p">((</span><span class="n">cash</span><span class="o">-</span><span class="n">fee</span><span class="p">)</span><span class="o">/</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">//</span><span class="mi">1</span>
                <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">-</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
                <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
                    <span class="n">flag</span> <span class="o">=</span> <span class="kc">True</span>
                    
        <span class="k">elif</span> <span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">and</span> <span class="n">flag</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
            <span class="c1"># opp to sell</span>
            <span class="n">ratio</span> <span class="o">=</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">/</span><span class="p">(</span><span class="n">qu3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">median</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p6</span>
            <span class="k">elif</span> <span class="n">ratio</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
                <span class="n">p</span> <span class="o">=</span> <span class="n">p5</span>
            <span class="k">else</span><span class="p">:</span> <span class="n">p</span> <span class="o">=</span> <span class="n">p4</span>
            <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">([</span><span class="s1">&#39;sell&#39;</span><span class="p">,</span> <span class="s1">&#39;wait&#39;</span><span class="p">],</span> <span class="p">[</span><span class="n">p</span><span class="p">,</span> <span class="mi">1</span><span class="o">-</span><span class="n">p</span><span class="p">])</span>
            <span class="k">if</span> <span class="n">action</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sell&#39;</span><span class="p">:</span>
                <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
                <span class="n">nshares</span> <span class="o">=</span> <span class="mi">0</span>
                <span class="n">flag</span> <span class="o">=</span> <span class="kc">False</span>
                
    <span class="k">if</span> <span class="n">nshares</span><span class="p">:</span>
        <span class="n">cash</span> <span class="o">=</span> <span class="n">cash</span> <span class="o">+</span> <span class="n">nshares</span><span class="o">*</span><span class="n">price</span><span class="p">[</span><span class="n">ind</span><span class="o">+</span><span class="n">nmax</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">fee</span>
    
    <span class="k">return</span> <span class="n">cash</span> <span class="o">-</span> <span class="mi">10000</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[261]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
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<pre>54.097956250000436 1621.5203725093959
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[262]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>31.15412500000044 1662.85080926375
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[263]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>61.79996250000039 1626.1383841403222
</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[264]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>49.553443750000405 1628.5004360521223
</pre>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>87.71777500000039 1599.9294506442461
</pre>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>33.524168750000456 1651.33789415698
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[267]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>36.10493750000042 1619.4002550020625
</pre>
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</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[268]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<pre>21.966943750000443 1626.8776274958718
</pre>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[269]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[270]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">av_gain</span>
</pre></div>

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<pre>[14.20095625000043,
 42.308162500000456,
 53.86010000000042,
 30.705243750000424,
 104.16859375000044,
 13.003256250000414,
 29.661600000000423,
 11.210243750000418,
 14.82761250000045,
 66.12992500000038,
 3.6529875000004326,
 106.22248125000041,
 47.78881250000044,
 36.525437500000386,
 95.04762500000041,
 61.476956250000384,
 116.65355625000042,
 17.35099375000043,
 91.2388687500004,
 45.85541875000039,
 -12.120718749999542,
 57.65945625000044,
 22.52326250000042,
 12.764450000000434,
 25.341231250000437,
 59.68441250000042,
 8.573100000000418,
 31.54346875000043,
 30.446268750000414,
 42.48625000000044,
 47.57170000000042,
 13.463787500000445,
 30.84106875000046,
 33.121137500000444,
 55.40780000000041,
 5.750687500000463,
 97.0131250000004,
 30.10911875000045,
 20.443943750000404,
 29.863137500000395,
 41.58976875000044,
 84.14756250000039,
 64.03352500000042,
 57.756581250000416,
 41.75869375000043,
 95.3575562500004,
 -6.329756249999557,
 32.68557500000042,
 -5.83746874999958,
 36.46454375000042,
 67.55180000000038,
 77.07790625000041,
 46.01475625000044,
 56.10333125000043,
 68.56253125000043,
 90.93395625000045,
 78.31505000000041,
 17.839006250000423,
 36.88896250000041,
 -1.0190624999995226,
 75.38028750000045,
 34.22864375000044,
 -14.615693749999545,
 -9.10884374999959,
 80.42460000000042,
 44.93533750000041,
 48.61630000000042,
 26.684425000000452,
 95.1250812500004,
 -2.130843749999575,
 54.71020625000044,
 8.44800625000042,
 40.17429375000042,
 51.16556250000043,
 20.727143750000415,
 -15.621456249999547,
 66.53725625000042,
 24.5657937500004,
 48.56417500000041,
 54.77612500000039,
 25.75939375000045,
 36.6861562500004,
 -3.60783124999954,
 4.4222687500004305,
 37.323806250000445,
 66.68268125000043,
 59.04957500000042,
 13.303168750000443,
 48.37300625000041,
 45.69381875000042,
 48.39790625000042,
 17.798112500000443,
 65.83483750000043,
 71.7535750000004,
 41.16215625000044,
 28.885693750000446,
 84.56443750000041,
 13.099950000000426,
 78.8728187500004,
 9.356037500000411]</pre>
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<div class="prompt input_prompt">In&nbsp;[271]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
</pre></div>

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<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>41.51268306250043 30.01127410777514
</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>43.36143062500041 31.008390096132654
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[274]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>47.28383337500041 33.39705394624803
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[275]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>37.19060450000042 28.884322696747954
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[276]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.35</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.35</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>38.90912818750041 30.388716167294298
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[277]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>42.2345051250004 31.644938589355743
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[278]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>46.2322633125004 31.763405023139192
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[279]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.9</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>40.12660187500039 31.37357628751733
</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[280]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.95</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>40.90546781250038 30.092499399022454
</pre>
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<div class="prompt input_prompt">In&nbsp;[281]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>38.5063945000004 32.492318192184015
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[282]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>40.2425710625004 30.426404792364483
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[283]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>41.2672759312504 30.85418749642653
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[284]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>39.916155687500414 30.186478217682243
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[285]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.8</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>39.21260304375042 31.927161093825646
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[286]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>41.6120002187504 31.427494333132593
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[287]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.95</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>40.76466376250039 30.36656366676814
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[288]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.9</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>40.3446843937504 31.608656096908526
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[289]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.15</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.15</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>63.589630500000425 31.45919120854721
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[290]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>8.82193657500037 29.320314249313295
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[291]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.25</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.25</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>102.12972231875045 31.975774226061702
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[292]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.2</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.2</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>84.04818861250045 31.940395117537097
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[293]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.3</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.3</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>117.98029466875047 31.957675292638378
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[294]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.35</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.35</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>133.50683626250049 32.81814325160725
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[295]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>145.19492575000052 32.65495050524186
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[296]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>145.41590265000053 31.937622659587724
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[297]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.4</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>144.09156760000053 33.001291732405754
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[298]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.45</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>155.74004727500053 31.961336211591867
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[299]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>164.55811317500056 33.95598012732637
</pre>
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<div class="prompt input_prompt">In&nbsp;[300]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.55</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.55</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>165.26005955625052 35.253735427395185
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[301]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.65</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.6</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.6</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.65</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>180.2625227312506 32.28210525598548
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[302]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.75</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.7</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.7</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.75</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>193.27501619375062 31.88541925054435
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[303]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.8</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.85</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>206.65529461250065 32.528491656323936
</pre>
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<div class="prompt input_prompt">In&nbsp;[304]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.9</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.85</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.9</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.95</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>214.65505027500066 31.398544074015284
</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[305]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.95</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.95</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<pre>229.06292407500072 31.783324945385512
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<div class="prompt input_prompt">In&nbsp;[306]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mf">0.99</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mf">0.99</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mf">0.99</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mf">0.99</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mf">0.99</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mf">0.99</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>235.2145241875007 33.090801875569
</pre>
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<div class="prompt input_prompt">In&nbsp;[307]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mi">1</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
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<pre>237.8171396500007 32.19137432515461
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
    <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    
<span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
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<pre>262.99765000000076 1711.4388360024304
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
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<pre>(array([ 21., 124., 144.,  65., 631., 342., 184.,  80.,   6.,   3.]),
 array([-4755.51 , -3665.195, -2574.88 , -1484.565,  -394.25 ,   696.065,
         1786.38 ,  2876.695,  3967.01 ,  5057.325,  6147.64 ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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5/Ob9EmMSU/A/TxxMvYSDj5J8qV64iTJ9xmcIDm1zZ/W1n25tZ0/GXvxKhjThQxuCz11SP0FHHwy
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/h9T4tqSTie06gAAAABJRU5ErkJggg==
"
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[311]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[311]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(array([ 10.,  23.,  64., 171., 229., 232., 169.,  74.,  19.,   9.]),
 array([137.95408125, 157.92872438, 177.9033675 , 197.87801063,
        217.85265375, 237.82729688, 257.80194   , 277.77658313,
        297.75122625, 317.72586938, 337.7005125 ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
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c/Ubh/bZfcAvjmufrfTmlbGS1LlTeupGkk4FBr0kdc6gl6TOGfSS1DmDXpI6Z9BLUucMeknqnEEv
SZ37P1Ga+h/oxJT3AAAAAElFTkSuQmCC
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[312]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mi">1</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>236.78781328125072 31.720858689608416
</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;[313]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p1</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p2</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p3</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p4</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p5</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">p6</span> <span class="o">=</span> <span class="mi">1</span>

<span class="n">av_gain</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">gain</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">3650</span><span class="p">),</span> <span class="mi">1600</span><span class="p">):</span>
        <span class="n">gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
    <span class="n">g</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">gain</span><span class="p">)</span>
    <span class="n">av_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
    
<span class="n">av</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">av_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">av</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">av</span><span class="p">))</span>
</pre></div>

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<div class="output">


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>234.67661226250073 30.94878031935167
</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;[314]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3651</span><span class="p">,</span> <span class="mi">3751</span><span class="p">):</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">price</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">507</span><span class="p">])</span>
</pre></div>

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<pre>262.1
262.02
264.61
264.55
266.8
266.28
266.01
265.02
265.0
265.82
267.31
268.17
268.6
268.48
267.43
269.85
271.3
269.16
268.97
269.5
269.38
269.11
269.34
269.88
268.5
270.74
272.48
273.63
275.55
276.01
276.46
276.15
278.12
279.99
279.01
281.64
281.2
282.45
284.73
285.36
285.2
285.37
288.75
286.83
283.72
283.87
283.74
277.73
266.34
271.03
269.68
259.6
263.56
267.23
267.95
271.61
274.96
275.09
273.5
272.0
272.29
276.67
279.96
276.44
273.4
269.8
271.19
274.18
274.92
274.8
276.1
280.91
280.55
278.78
277.26
277.06
277.54
273.6
274.01
273.54
265.43
259.87
266.93
262.32
261.6
265.21
259.29
262.57
265.62
267.48
261.63
262.58
266.97
265.51
267.73
266.97
269.14
272.01
272.23
270.71
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">price</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
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<pre>270.71</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_gain</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3651</span><span class="p">,</span> <span class="mi">3751</span><span class="p">):</span>
    <span class="n">test_gain</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">runEpisode</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">,</span> <span class="n">p3</span><span class="p">,</span> <span class="n">p4</span><span class="p">,</span> <span class="n">p5</span><span class="p">,</span> <span class="n">p6</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">test_gain</span><span class="p">)</span>
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<pre>(array([26.,  7., 24.,  7.,  1.,  9.,  9.,  9.,  7.,  1.]),
 array([   0.   ,  144.666,  289.332,  433.998,  578.664,  723.33 ,
         867.996, 1012.662, 1157.328, 1301.994, 1446.66 ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tg</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_gain</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">tg</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">tg</span><span class="p">))</span>
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<pre>512.8793000000009 421.75654015854946
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<p>In this notebook the stochastic policy seems to turn into deterministic to achieve the maximum return!</p>

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