From 3b4548048cd98da59d98e0b059aa18790ced8b6d Mon Sep 17 00:00:00 2001
From: Jose Miguel Ladino Mendez <ladinoj@jupyterMiLAB>
Date: Fri, 26 Feb 2021 20:06:44 -0500
Subject: [PATCH] =?UTF-8?q?Entrega=20de=20tarea=20clase08=20modificaci?=
 =?UTF-8?q?=C3=B3n=20final?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .gitignore                              |     1 +
 README.md                               |     8 +-
 codigo/analisis_data_csv_and_root.html  | 14295 ++++++++++++++++++++++
 codigo/analisis_data_csv_and_root.ipynb |  1036 ++
 codigo/convert_csv_to_root.html         | 13187 ++++++++++++++++++++
 codigo/convert_csv_to_root.ipynb        |    99 +
 data-used/stars.csv                     |   241 +
 data-used/starsmod.csv                  |   241 +
 reporte/Presentacion_reporte.pdf        |   Bin 0 -> 635744 bytes
 9 files changed, 29105 insertions(+), 3 deletions(-)
 create mode 100644 .gitignore
 create mode 100644 codigo/analisis_data_csv_and_root.html
 create mode 100644 codigo/analisis_data_csv_and_root.ipynb
 create mode 100644 codigo/convert_csv_to_root.html
 create mode 100644 codigo/convert_csv_to_root.ipynb
 create mode 100644 data-used/stars.csv
 create mode 100644 data-used/starsmod.csv
 create mode 100644 reporte/Presentacion_reporte.pdf

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..8f31f67
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+codigo/.ipynb_checkpoints/
diff --git a/README.md b/README.md
index 8fdfbcd..39a76b8 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,10 @@
 # Repo dedicado a la tarea de las clases 6 y 8
 
-## 
+## Documentos de la tarea:
 
-##
+### codigo: analisis_data_csv_and_root.ipynb donde estan todos los procedimientos y desarrollos analíticos de los datos, junto con el archivo convert_csv_to_root.ipynb para covertir la base de datos .csv a .root. Ambos con sus correspodientes .html
 
-##
+### data-used:  base de datos stars.csv, tomada de https://n9.cl/v78g7, sobre 240 estrellas y algunas características de estas, junto con el archivo starsmod.csv que es el mismo anterior pero sin comas y espacios.
+
+### reporte: presentación de reporte Presentacion_reporte.pdf bajo los requerimientos acordados en clase.
 
diff --git a/codigo/analisis_data_csv_and_root.html b/codigo/analisis_data_csv_and_root.html
new file mode 100644
index 0000000..9b90fff
--- /dev/null
+++ b/codigo/analisis_data_csv_and_root.html
@@ -0,0 +1,14295 @@
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+.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";
+}
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+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  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";
+}
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+  content: "\e242";
+}
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+  content: "\e243";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
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+  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,
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+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
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+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%;
+}
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+  width: 66.66666667%;
+}
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+  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%;
+}
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+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
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+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
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+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    .highlight .hll { background-color: #ffffcc }
+.highlight  { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Jos&#233;-Miguel-Ladino-M&#233;ndez---Maestr&#237;a-en-Ciencias-Astronom&#237;a---UNAL">Jos&#233; Miguel Ladino M&#233;ndez - Maestr&#237;a en Ciencias Astronom&#237;a - UNAL<a class="anchor-link" href="#Jos&#233;-Miguel-Ladino-M&#233;ndez---Maestr&#237;a-en-Ciencias-Astronom&#237;a---UNAL">&#182;</a></h1><h1 id="LACoNGA-Physics---Ciencia-de-Datos---Tarea-Clase-08-datos">LACoNGA Physics - Ciencia de Datos - Tarea-Clase-08-datos<a class="anchor-link" href="#LACoNGA-Physics---Ciencia-de-Datos---Tarea-Clase-08-datos">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Documento-de-an&#225;lisis-de-los-datos-.csv--y-.root">Documento de an&#225;lisis de los datos .csv  y .root<a class="anchor-link" href="#Documento-de-an&#225;lisis-de-los-datos-.csv--y-.root">&#182;</a></h2><h2 id="Realizado-desde-la-maquina-virtual-de-Atlas-Open-Data-ubuntu-2020-v4-a-trav&#233;s-de-Oracle-VM-VirtualBox.">Realizado desde la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 a trav&#233;s de Oracle VM VirtualBox.<a class="anchor-link" href="#Realizado-desde-la-maquina-virtual-de-Atlas-Open-Data-ubuntu-2020-v4-a-trav&#233;s-de-Oracle-VM-VirtualBox.">&#182;</a></h2><h4 id="Datos-.csv-con-las-temperaturas,-las-luminosidades,-los-radios,-las-magnitudes-absolutas,-los-tipos,-los-colores-y-las-correspondientes-clasificaci&#243;nes-espectrales-de-240-estrellas-(base-de-datos-de-Kaggle).">Datos .csv con las temperaturas, las luminosidades, los radios, las magnitudes absolutas, los tipos, los colores y las correspondientes clasificaci&#243;nes espectrales de 240 estrellas (<a href="https://www.kaggle.com/deepu1109/star-dataset?select=6+class+csv.csv">base de datos de Kaggle</a>).<a class="anchor-link" href="#Datos-.csv-con-las-temperaturas,-las-luminosidades,-los-radios,-las-magnitudes-absolutas,-los-tipos,-los-colores-y-las-correspondientes-clasificaci&#243;nes-espectrales-de-240-estrellas-(base-de-datos-de-Kaggle).">&#182;</a></h4>
+</div>
+</div>
+</div>
+<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="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> <span class="c1">#importando librerías</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">ROOT</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Welcome to JupyROOT 6.18/04
+</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;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">jsroot</span> on
+</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="n">stars</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;../data-used/stars.csv&#39;</span><span class="p">)</span> <span class="c1">#leyendo el .csv con pandas</span>
+<span class="n">stars</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Temperature(K)</th>
+      <th>Luminosity(L/Lo)</th>
+      <th>Radius(R/Ro)</th>
+      <th>Absolute_magnitude(Mv)</th>
+      <th>Star_type</th>
+      <th>Star_color</th>
+      <th>Spectral_Class</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>3068</td>
+      <td>0.002400</td>
+      <td>0.1700</td>
+      <td>16.12</td>
+      <td>0</td>
+      <td>Red</td>
+      <td>M</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>3042</td>
+      <td>0.000500</td>
+      <td>0.1542</td>
+      <td>16.60</td>
+      <td>0</td>
+      <td>Red</td>
+      <td>M</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>2600</td>
+      <td>0.000300</td>
+      <td>0.1020</td>
+      <td>18.70</td>
+      <td>0</td>
+      <td>Red</td>
+      <td>M</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>2800</td>
+      <td>0.000200</td>
+      <td>0.1600</td>
+      <td>16.65</td>
+      <td>0</td>
+      <td>Red</td>
+      <td>M</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1939</td>
+      <td>0.000138</td>
+      <td>0.1030</td>
+      <td>20.06</td>
+      <td>0</td>
+      <td>Red</td>
+      <td>M</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>235</th>
+      <td>38940</td>
+      <td>374830.000000</td>
+      <td>1356.0000</td>
+      <td>-9.93</td>
+      <td>5</td>
+      <td>Blue</td>
+      <td>O</td>
+    </tr>
+    <tr>
+      <th>236</th>
+      <td>30839</td>
+      <td>834042.000000</td>
+      <td>1194.0000</td>
+      <td>-10.63</td>
+      <td>5</td>
+      <td>Blue</td>
+      <td>O</td>
+    </tr>
+    <tr>
+      <th>237</th>
+      <td>8829</td>
+      <td>537493.000000</td>
+      <td>1423.0000</td>
+      <td>-10.73</td>
+      <td>5</td>
+      <td>White</td>
+      <td>A</td>
+    </tr>
+    <tr>
+      <th>238</th>
+      <td>9235</td>
+      <td>404940.000000</td>
+      <td>1112.0000</td>
+      <td>-11.23</td>
+      <td>5</td>
+      <td>White</td>
+      <td>A</td>
+    </tr>
+    <tr>
+      <th>239</th>
+      <td>37882</td>
+      <td>294903.000000</td>
+      <td>1783.0000</td>
+      <td>-7.80</td>
+      <td>5</td>
+      <td>Blue</td>
+      <td>O</td>
+    </tr>
+  </tbody>
+</table>
+<p>240 rows × 7 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Convention:">Convention:<a class="anchor-link" href="#Convention:">&#182;</a></h3><h4 id="Brown-Dwarf--&gt;-Star-Type-=-0">Brown Dwarf -&gt; Star Type = 0<a class="anchor-link" href="#Brown-Dwarf--&gt;-Star-Type-=-0">&#182;</a></h4><h4 id="Red-Dwarf--&gt;-Star-Type-=-1">Red Dwarf -&gt; Star Type = 1<a class="anchor-link" href="#Red-Dwarf--&gt;-Star-Type-=-1">&#182;</a></h4><h4 id="White-Dwarf-&gt;-Star-Type-=-2">White Dwarf-&gt; Star Type = 2<a class="anchor-link" href="#White-Dwarf-&gt;-Star-Type-=-2">&#182;</a></h4><h4 id="Main-Sequence--&gt;-Star-Type-=-3">Main Sequence -&gt; Star Type = 3<a class="anchor-link" href="#Main-Sequence--&gt;-Star-Type-=-3">&#182;</a></h4><h4 id="Supergiant--&gt;-Star-Type-=-4">Supergiant -&gt; Star Type = 4<a class="anchor-link" href="#Supergiant--&gt;-Star-Type-=-4">&#182;</a></h4><h4 id="Hypergiant--&gt;-Star-Type-=-5">Hypergiant -&gt; Star Type = 5<a class="anchor-link" href="#Hypergiant--&gt;-Star-Type-=-5">&#182;</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Para-poder-convertir-el-archivo-.csv-correctamente-a-.root,-es-necesario-modificar-el-.csv,">Para poder convertir el archivo .csv correctamente a .root, es necesario modificar el .csv,<a class="anchor-link" href="#Para-poder-convertir-el-archivo-.csv-correctamente-a-.root,-es-necesario-modificar-el-.csv,">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stars</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">regex</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="c1">#remplazar , por _</span>
+<span class="n">stars</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">regex</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="c1">#remplazar espacios por _</span>
+
+<span class="c1">#pandas, </span>
+
+<span class="n">stars</span> <span class="o">=</span> <span class="n">stars</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> 
+<span class="n">stars</span> <span class="o">=</span> <span class="n">stars</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
+<span class="n">stars</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;../codigo/starsmod.csv&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Luego-de-convertir-el-.csv-a-.root-en-el-archivo-convert_csv_to_root.ipynb">Luego de convertir el .csv a .root en el archivo convert_csv_to_root.ipynb<a class="anchor-link" href="#Luego-de-convertir-el-.csv-a-.root-en-el-archivo-convert_csv_to_root.ipynb">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">starsmod</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TFile</span><span class="o">.</span><span class="n">Open</span><span class="p">(</span><span class="s2">&quot;../codigo/starsmod.root&quot;</span><span class="p">)</span> <span class="c1">#abriendo data en formato .root</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Histograma-para-las-magnitudes-absolutas-de-las-estrellas">Histograma para las magnitudes absolutas de las estrellas<a class="anchor-link" href="#Histograma-para-las-magnitudes-absolutas-de-las-estrellas">&#182;</a></h3><h4 id="La-magnitud-absoluta-M-es-la-magnitud-convencional-que-tendr&#237;a-la-estrella-si-su-distancia-fuese-llevada-a-10pc-(Definici&#243;n).">La magnitud absoluta M es la magnitud convencional que tendr&#237;a la estrella si su distancia fuese llevada a 10pc (<a href="https://media4.obspm.fr/public/VAU/temperatura/radiacion/luminosidad/magnitud-absoluta/APPRENDRE.html">Definici&#243;n</a>).<a class="anchor-link" href="#La-magnitud-absoluta-M-es-la-magnitud-convencional-que-tendr&#237;a-la-estrella-si-su-distancia-fuese-llevada-a-10pc-(Definici&#243;n).">&#182;</a></h4>
+</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="n">tree</span> <span class="o">=</span> <span class="n">starsmod</span><span class="o">.</span><span class="n">Get</span><span class="p">(</span><span class="s2">&quot;ntuple&quot;</span><span class="p">)</span> <span class="c1">#obteniendo data</span>
+<span class="n">tree</span>
+<span class="n">tree</span><span class="o">.</span><span class="n">GetEntries</span><span class="p">()</span> <span class="c1">#número de filas</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>240</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;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">canvas</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TCanvas</span><span class="p">(</span><span class="s2">&quot;Canvas&quot;</span><span class="p">,</span><span class="s2">&quot;Magnitud absoluta(Mv)&quot;</span><span class="p">,</span><span class="mi">800</span><span class="p">,</span><span class="mi">600</span><span class="p">)</span>
+<span class="n">hist</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TH1F</span><span class="p">(</span><span class="s2">&quot;Magnitud absoluta(Mv)&quot;</span><span class="p">,</span>
+                 <span class="s2">&quot;Magnitud absoluta de las estrellas; Intervalos de magnitud absoluta (Mv) ; Numero de estrellas &quot;</span><span class="p">,</span>
+                 <span class="mi">7</span><span class="p">,</span><span class="o">-</span><span class="mi">15</span><span class="p">,</span><span class="mi">27</span><span class="p">)</span>
+ 
+<span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">tree</span><span class="p">:</span>
+    <span class="n">hist</span><span class="o">.</span><span class="n">Fill</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">Absolute_magnitude</span><span class="p">)</span>
+    
+<span class="n">hist</span><span class="o">.</span><span class="n">SetFillColor</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">hist</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+<span class="n">canvas</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+<div class="output_html rendered_html output_subarea ">
+
+<div id="root_plot_1"
+     style="width: 796px; height: 572px">
+</div>
+
+<script>
+ requirejs.config({
+     paths: {
+       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',
+     }
+   });
+ require(['JSRootCore'],
+     function(Core) {
+       var obj = Core.JSONR_unref({"_typename":"TCanvas","fUniqueID":0,"fBits":53673992,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fLeftMargin":0.1,"fRightMargin":0.1,"fBottomMargin":0.1,"fTopMargin":0.1,"fXfile":2,"fYfile":2,"fAfile":1,"fXstat":0.99,"fYstat":0.99,"fAstat":2,"fFrameFillColor":0,"fFrameLineColor":1,"fFrameFillStyle":1001,"fFrameLineStyle":1,"fFrameLineWidth":1,"fFrameBorderSize":1,"fFrameBorderMode":0,"fX1":-20.2500003911555,"fY1":-10.500000782311,"fX2":32.2500003911555,"fY2":94.500000782311,"fXtoAbsPixelk":307.028622784151,"fXtoPixelk":307.028622784151,"fXtoPixel":15.1619045359748,"fYtoAbsPixelk":514.800046590614,"fYtoPixelk":514.800046590614,"fYtoPixel":-5.4476189664432,"fUtoAbsPixelk":5e-5,"fUtoPixelk":5e-5,"fUtoPixel":796,"fVtoAbsPixelk":572.00005,"fVtoPixelk":572,"fVtoPixel":-572,"fAbsPixeltoXk":-20.2500003911555,"fPixeltoXk":-20.2500003911555,"fPixeltoX":0.0659547748521495,"fAbsPixeltoYk":94.500000782311,"fPixeltoYk":-10.500000782311,"fPixeltoY":-0.183566436301787,"fXlowNDC":0,"fYlowNDC":0,"fXUpNDC":0,"fYUpNDC":0,"fWNDC":1,"fHNDC":1,"fAbsXlowNDC":0,"fAbsYlowNDC":0,"fAbsWNDC":1,"fAbsHNDC":1,"fUxmin":-15,"fUymin":0,"fUxmax":27,"fUymax":84,"fTheta":30,"fPhi":30,"fAspectRatio":0,"fNumber":0,"fTickx":0,"fTicky":0,"fLogx":0,"fLogy":0,"fLogz":0,"fPadPaint":0,"fCrosshair":0,"fCrosshairPos":0,"fBorderSize":2,"fBorderMode":0,"fModified":false,"fGridx":false,"fGridy":false,"fAbsCoord":false,"fEditable":true,"fFixedAspectRatio":false,"fPrimitives":{"_typename":"TList","name":"TList","arr":[{"_typename":"TFrame","fUniqueID":0,"fBits":50331656,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fX1":-15,"fY1":0,"fX2":27,"fY2":84,"fBorderSize":1,"fBorderMode":0},{"_typename":"TH1F","fUniqueID":0,"fBits":50331656,"fName":"Magnitud 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10.51","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04}],"opt":["","","",""]},"fOptFit":0,"fOptStat":1111,"fFitFormat":"5.4g","fStatFormat":"6.4g","fParent":{"$ref":3}}],"opt":["brNDC"]},"fBufferSize":0,"fBuffer":[],"fBinStatErrOpt":0,"fStatOverflows":2,"fArray":[0,26,68,18,8,80,40,0,0]},{"_typename":"TPaveText","fUniqueID":0,"fBits":50331657,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":0,"fX1":-10.0903268729304,"fY1":87.5868892918647,"fX2":22.0903268729304,"fY2":93.9750012751669,"fX1NDC":0.193517587939699,"fY1NDC":0.934160843929211,"fX2NDC":0.806482412060301,"fY2NDC":0.995000004768372,"fBorderSize":0,"fInit":1,"fShadowColor":1,"fCornerRadius":0,"fOption":"blNDC","fName":"title","fTextAngle":0,"fTextSize":0,"fTextAlign":22,"fTextColor":1,"fTextFont":42,"fLabel":"","fLongest":34,"fMargin":0.05,"fLines":{"_typename":"TList","name":"TList","arr":[{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Magnitud 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+       Core.draw("root_plot_1", obj, "");
+     }
+ );
+</script>
+
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">80</span><span class="o">*</span><span class="mi">100</span><span class="o">/</span><span class="mi">240</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>33.333333333333336</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="Un-33.3%-de-las-estrellas-tienen-una-magnitud-absoluta-entre-9-Mv-a-15-Mv.">Un 33.3% de las estrellas tienen una magnitud absoluta entre 9 Mv a 15 Mv.<a class="anchor-link" href="#Un-33.3%-de-las-estrellas-tienen-una-magnitud-absoluta-entre-9-Mv-a-15-Mv.">&#182;</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Histograma-para-las-temperaturas-de-las-estrellas">Histograma para las temperaturas de las estrellas<a class="anchor-link" href="#Histograma-para-las-temperaturas-de-las-estrellas">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">canvas2</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TCanvas</span><span class="p">(</span><span class="s2">&quot;Canvas2&quot;</span><span class="p">,</span><span class="s2">&quot;Temperatura(K)&quot;</span><span class="p">,</span><span class="mi">800</span><span class="p">,</span><span class="mi">600</span><span class="p">)</span>
+<span class="n">hist2</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TH1F</span><span class="p">(</span><span class="s2">&quot;Temperatura(K)&quot;</span><span class="p">,</span>
+                  <span class="s2">&quot;Temperatura de las estrellas; Intervalos de Temperatura (K) ; Numero de estrellas &quot;</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">40490</span><span class="p">)</span>
+
+<span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">tree</span><span class="p">:</span>
+    <span class="n">hist2</span><span class="o">.</span><span class="n">Fill</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">Temperature</span><span class="p">)</span>
+    
+<span class="n">hist2</span><span class="o">.</span><span class="n">SetFillColor</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">hist2</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+<span class="n">canvas2</span><span class="o">.</span><span class="n">SetLogy</span><span class="p">()</span>
+<span class="n">canvas2</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+<div class="output_html rendered_html output_subarea ">
+
+<div id="root_plot_2"
+     style="width: 796px; height: 572px">
+</div>
+
+<script>
+ requirejs.config({
+     paths: {
+       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',
+     }
+   });
+ require(['JSRootCore'],
+     function(Core) {
+       var obj = Core.JSONR_unref({"_typename":"TCanvas","fUniqueID":0,"fBits":53673992,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fLeftMargin":0.1,"fRightMargin":0.1,"fBottomMargin":0.1,"fTopMargin":0.1,"fXfile":2,"fYfile":2,"fAfile":1,"fXstat":0.99,"fYstat":0.99,"fAstat":2,"fFrameFillColor":0,"fFrameLineColor":1,"fFrameFillStyle":1001,"fFrameLineStyle":1,"fFrameLineWidth":1,"fFrameBorderSize":1,"fFrameBorderMode":0,"fX1":-5061.25037709253,"fY1":0.317485264779567,"fX2":45551.2503770925,"fY2":2.58331292543279,"fXtoAbsPixelk":79.6000547445299,"fXtoPixelk":79.6000547445299,"fXtoPixel":0.0157273398496157,"fYtoAbsPixelk":652.148057109048,"fYtoPixelk":652.148057109048,"fYtoPixel":-252.446384132806,"fUtoAbsPixelk":5e-5,"fUtoPixelk":5e-5,"fUtoPixel":796,"fVtoAbsPixelk":572.00005,"fVtoPixelk":572,"fVtoPixel":-572,"fAbsPixeltoXk":-5061.25037709253,"fPixeltoXk":-5061.25037709253,"fPixeltoX":63.5835436610365,"fAbsPixeltoYk":2.58331292543279,"fPixeltoYk":0.317485264779567,"fPixeltoY":-0.00396123716897417,"fXlowNDC":0,"fYlowNDC":0,"fXUpNDC":0,"fYUpNDC":0,"fWNDC":1,"fHNDC":1,"fAbsXlowNDC":0,"fAbsYlowNDC":0,"fAbsWNDC":1,"fAbsHNDC":1,"fUxmin":0,"fUymin":0.544068044350276,"fUxmax":40490,"fUymax":2.35673014586208,"fTheta":30,"fPhi":30,"fAspectRatio":0,"fNumber":0,"fTickx":0,"fTicky":0,"fLogx":0,"fLogy":1,"fLogz":0,"fPadPaint":0,"fCrosshair":0,"fCrosshairPos":0,"fBorderSize":2,"fBorderMode":0,"fModified":false,"fGridx":false,"fGridy":false,"fAbsCoord":false,"fEditable":true,"fFixedAspectRatio":false,"fPrimitives":{"_typename":"TList","name":"TList","arr":[{"_typename":"TFrame","fUniqueID":0,"fBits":50331656,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fX1":0,"fY1":0.544068044350276,"fX2":40490,"fY2":2.35673014586208,"fBorderSize":1,"fBorderMode":0},{"_typename":"TH1F","fUniqueID":0,"fBits":50331656,"fName":"Temperatura(K)","fTitle":"Temperatura 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= 240    ","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04},{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Mean  = 1.05e+04","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04},{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Std Dev   =   9533","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04}],"opt":["","","",""]},"fOptFit":0,"fOptStat":1111,"fFitFormat":"5.4g","fStatFormat":"6.4g","fParent":{"$ref":3}}],"opt":["brNDC"]},"fBufferSize":0,"fBuffer":[],"fBinStatErrOpt":0,"fStatOverflows":2,"fArray":[0,120,38,31,20,15,9,7,0]},{"_typename":"TPaveText","fUniqueID":0,"fBits":50331657,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":0,"fX1":7308.29220672551,"fY1":2.43413274445353,"fX2":33181.7077932745,"fY2":2.57198379793383,"fX1NDC":0.244396984924623,"fY1NDC":0.934160843929211,"fX2NDC":0.755603015075377,"fY2NDC":0.995000004768372,"fBorderSize":0,"fInit":1,"fShadowColor":1,"fCornerRadius":0,"fOption":"blNDC","fName":"title","fTextAngle":0,"fTextSize":0,"fTextAlign":22,"fTextColor":1,"fTextFont":42,"fLabel":"","fLongest":28,"fMargin":0.05,"fLines":{"_typename":"TList","name":"TList","arr":[{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Temperatura 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+       Core.draw("root_plot_2", obj, "");
+     }
+ );
+</script>
+
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">120</span><span class="o">*</span><span class="mi">100</span><span class="o">/</span><span class="mi">240</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[10]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>50.0</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="El-50%-de-las-estrellas-tienen-una-temperatura-entre-0-&#176;K-y-5000-&#176;K">El 50% de las estrellas tienen una temperatura entre 0 &#176;K y 5000 &#176;K<a class="anchor-link" href="#El-50%-de-las-estrellas-tienen-una-temperatura-entre-0-&#176;K-y-5000-&#176;K">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Histograma-para-las-luminosidades-de-las-estrellas">Histograma para las luminosidades de las estrellas<a class="anchor-link" href="#Histograma-para-las-luminosidades-de-las-estrellas">&#182;</a></h3><h4 id="La-luminosidad-es-la-cantidad-de-potencia-(energ&#237;a-por-unidad-de-tiempo)-emitida-en-todas-direcciones-por-un-cuerpo-celeste-definici&#243;n.">La luminosidad es la cantidad de potencia (energ&#237;a por unidad de tiempo) emitida en todas direcciones por un cuerpo celeste <a href="https://astronomia.fandom.com/wiki/Luminosidad">definici&#243;n</a>.<a class="anchor-link" href="#La-luminosidad-es-la-cantidad-de-potencia-(energ&#237;a-por-unidad-de-tiempo)-emitida-en-todas-direcciones-por-un-cuerpo-celeste-definici&#243;n.">&#182;</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">canvas3</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TCanvas</span><span class="p">(</span><span class="s2">&quot;Canvas3&quot;</span><span class="p">,</span><span class="s2">&quot;Luminosidad(L/Lo)&quot;</span><span class="p">,</span><span class="mi">800</span><span class="p">,</span><span class="mi">600</span><span class="p">)</span>
+<span class="n">hist3</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TH1F</span><span class="p">(</span><span class="s2">&quot;Luminosidad(L/Lo)&quot;</span><span class="p">,</span>
+                  <span class="s2">&quot;Luminosidad de las estrellas (L/Lo); Intervalos de luminosidad (L/Lo) ; Numero de estrellas &quot;</span><span class="p">,</span>
+                  <span class="mi">7</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">900000</span><span class="p">)</span>
+
+<span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">tree</span><span class="p">:</span>
+    <span class="n">hist3</span><span class="o">.</span><span class="n">Fill</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">Luminosity</span><span class="p">)</span>
+    
+<span class="n">hist3</span><span class="o">.</span><span class="n">SetFillColor</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">hist3</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+<span class="n">canvas3</span><span class="o">.</span><span class="n">SetLogy</span><span class="p">()</span>
+<span class="n">canvas3</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+<div class="output_html rendered_html output_subarea ">
+
+<div id="root_plot_3"
+     style="width: 796px; height: 572px">
+</div>
+
+<script>
+ requirejs.config({
+     paths: {
+       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',
+     }
+   });
+ require(['JSRootCore'],
+     function(Core) {
+       var obj = Core.JSONR_unref({"_typename":"TCanvas","fUniqueID":0,"fBits":53673992,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fLeftMargin":0.1,"fRightMargin":0.1,"fBottomMargin":0.1,"fTopMargin":0.1,"fXfile":2,"fYfile":2,"fAfile":1,"fXstat":0.99,"fYstat":0.99,"fAstat":2,"fFrameFillColor":0,"fFrameLineColor":1,"fFrameFillStyle":1001,"fFrameLineStyle":1,"fFrameLineWidth":1,"fFrameBorderSize":1,"fFrameBorderMode":0,"fX1":-112500.008381904,"fY1":-0.112780344379606,"fX2":1012500.0083819,"fY2":2.77593551779238,"fXtoAbsPixelk":79.6000547445299,"fXtoPixelk":79.6000547445299,"fXtoPixel":7.07555545012156e-4,"fYtoAbsPixelk":549.668204272317,"fYtoPixelk":549.668204272317,"fYtoPixel":-198.011859695305,"fUtoAbsPixelk":5e-5,"fUtoPixelk":5e-5,"fUtoPixel":796,"fVtoAbsPixelk":572.00005,"fVtoPixelk":572,"fVtoPixel":-572,"fAbsPixeltoXk":-112500.008381904,"fPixeltoXk":-112500.008381904,"fPixeltoX":1413.31660397463,"fAbsPixeltoYk":2.77593551779238,"fPixeltoYk":-0.112780344379606,"fPixeltoY":-0.00505020255624472,"fXlowNDC":0,"fYlowNDC":0,"fXUpNDC":0,"fYUpNDC":0,"fWNDC":1,"fHNDC":1,"fAbsXlowNDC":0,"fAbsYlowNDC":0,"fAbsWNDC":1,"fAbsHNDC":1,"fUxmin":0,"fUymin":0.176091259055681,"fUxmax":900000,"fUymax":2.48706391435709,"fTheta":30,"fPhi":30,"fAspectRatio":0,"fNumber":0,"fTickx":0,"fTicky":0,"fLogx":0,"fLogy":1,"fLogz":0,"fPadPaint":0,"fCrosshair":0,"fCrosshairPos":0,"fBorderSize":2,"fBorderMode":0,"fModified":false,"fGridx":false,"fGridy":false,"fAbsCoord":false,"fEditable":true,"fFixedAspectRatio":false,"fPrimitives":{"_typename":"TList","name":"TList","arr":[{"_typename":"TFrame","fUniqueID":0,"fBits":50331656,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fX1":0,"fY1":0.176091259055681,"fX2":900000,"fY2":2.48706391435709,"fBorderSize":1,"fBorderMode":0},{"_typename":"TH1F","fUniqueID":0,"fBits":50331656,"fName":"Luminosidad(L\/Lo)","fTitle":"Luminosidad 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1.791e+05","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04}],"opt":["","","",""]},"fOptFit":0,"fOptStat":1111,"fFitFormat":"5.4g","fStatFormat":"6.4g","fParent":{"$ref":3}}],"opt":["brNDC"]},"fBufferSize":0,"fBuffer":[],"fBinStatErrOpt":0,"fStatOverflows":2,"fArray":[0,162,41,22,3,5,3,4,0]},{"_typename":"TPaveText","fUniqueID":0,"fBits":50331657,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":0,"fX1":96727.3816705009,"fY1":2.59180514636616,"fX2":803272.618329499,"fY2":2.76149195225599,"fX1NDC":0.185979899497487,"fY1NDC":0.936258746027113,"fX2NDC":0.814020100502513,"fY2NDC":0.995000004768372,"fBorderSize":0,"fInit":1,"fShadowColor":1,"fCornerRadius":0,"fOption":"blNDC","fName":"title","fTextAngle":0,"fTextSize":0,"fTextAlign":22,"fTextColor":1,"fTextFont":42,"fLabel":"","fLongest":35,"fMargin":0.05,"fLines":{"_typename":"TList","name":"TList","arr":[{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Luminosidad 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+       Core.draw("root_plot_3", obj, "");
+     }
+ );
+</script>
+
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">162</span><span class="o">*</span><span class="mi">100</span><span class="o">/</span><span class="mi">240</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[12]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>67.5</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="El-67%-de-las-estrellas-tienen-una-luminosidad-entre-0-L/Lo-y-100000-L/Lo">El 67% de las estrellas tienen una luminosidad entre 0 L/Lo y 100000 L/Lo<a class="anchor-link" href="#El-67%-de-las-estrellas-tienen-una-luminosidad-entre-0-L/Lo-y-100000-L/Lo">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Histograma-para-los-radios-de-las-estrellas">Histograma para los radios de las estrellas<a class="anchor-link" href="#Histograma-para-los-radios-de-las-estrellas">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">canvas4</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TCanvas</span><span class="p">(</span><span class="s2">&quot;Canvas4&quot;</span><span class="p">,</span><span class="s2">&quot;Radio(R/Ro)&quot;</span><span class="p">,</span><span class="mi">800</span><span class="p">,</span><span class="mi">600</span><span class="p">)</span>
+<span class="n">hist4</span> <span class="o">=</span> <span class="n">ROOT</span><span class="o">.</span><span class="n">TH1F</span><span class="p">(</span><span class="s2">&quot;Radio(R/Ro)&quot;</span><span class="p">,</span>
+                  <span class="s2">&quot;Radios de las estrellas (R/Ro); Intervalos del cociente de radios (R/Ro);Numero de estrellas&quot;</span><span class="p">,</span>
+                  <span class="mi">7</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">2249</span><span class="p">)</span>
+
+<span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">tree</span><span class="p">:</span>
+    <span class="n">hist4</span><span class="o">.</span><span class="n">Fill</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">Radius</span><span class="p">)</span>
+
+<span class="n">hist4</span><span class="o">.</span><span class="n">SetFillColor</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
+<span class="n">hist4</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+<span class="n">canvas4</span><span class="o">.</span><span class="n">SetLogy</span><span class="p">()</span>
+<span class="n">canvas4</span><span class="o">.</span><span class="n">Draw</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+<div class="output_html rendered_html output_subarea ">
+
+<div id="root_plot_4"
+     style="width: 796px; height: 572px">
+</div>
+
+<script>
+ requirejs.config({
+     paths: {
+       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',
+     }
+   });
+ require(['JSRootCore'],
+     function(Core) {
+       var obj = Core.JSONR_unref({"_typename":"TCanvas","fUniqueID":0,"fBits":53673992,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fLeftMargin":0.1,"fRightMargin":0.1,"fBottomMargin":0.1,"fTopMargin":0.1,"fXfile":2,"fYfile":2,"fAfile":1,"fXstat":0.99,"fYstat":0.99,"fAstat":2,"fFrameFillColor":0,"fFrameLineColor":1,"fFrameFillStyle":1001,"fFrameLineStyle":1,"fFrameLineWidth":1,"fFrameBorderSize":1,"fFrameBorderMode":0,"fX1":-281.125020945446,"fY1":-0.660981133875233,"fX2":2530.12502094545,"fY2":2.93853003368969,"fXtoAbsPixelk":79.6000547445299,"fXtoPixelk":79.6000547445299,"fXtoPixel":0.28314806158779,"fYtoAbsPixelk":466.963229449612,"fYtoPixelk":466.963229449612,"fYtoPixel":-158.910466830683,"fUtoAbsPixelk":5e-5,"fUtoPixelk":5e-5,"fUtoPixel":796,"fVtoAbsPixelk":572.00005,"fVtoPixelk":572,"fVtoPixel":-572,"fAbsPixeltoXk":-281.125020945446,"fPixeltoXk":-281.125020945446,"fPixeltoX":3.53172115815439,"fAbsPixeltoYk":2.93853003368969,"fPixeltoYk":-0.660981133875233,"fPixeltoY":-0.00629285169154707,"fXlowNDC":0,"fYlowNDC":0,"fXUpNDC":0,"fYUpNDC":0,"fWNDC":1,"fHNDC":1,"fAbsXlowNDC":0,"fAbsYlowNDC":0,"fAbsWNDC":1,"fAbsHNDC":1,"fUxmin":0,"fUymin":-0.301029995663981,"fUxmax":2249,"fUymax":2.57857889547844,"fTheta":30,"fPhi":30,"fAspectRatio":0,"fNumber":0,"fTickx":0,"fTicky":0,"fLogx":0,"fLogy":1,"fLogz":0,"fPadPaint":0,"fCrosshair":0,"fCrosshairPos":0,"fBorderSize":2,"fBorderMode":0,"fModified":false,"fGridx":false,"fGridy":false,"fAbsCoord":false,"fEditable":true,"fFixedAspectRatio":false,"fPrimitives":{"_typename":"TList","name":"TList","arr":[{"_typename":"TFrame","fUniqueID":0,"fBits":50331656,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":1001,"fX1":0,"fY1":-0.301029995663981,"fX2":2249,"fY2":2.57857889547844,"fBorderSize":1,"fBorderMode":0},{"_typename":"TH1F","fUniqueID":0,"fBits":50331656,"fName":"Radio(R\/Ro)","fTitle":"Radios 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= 240    ","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04},{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Mean  =  237.2","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04},{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Std Dev   =  516.1","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.04}],"opt":["","","",""]},"fOptFit":0,"fOptStat":1111,"fFitFormat":"5.4g","fStatFormat":"6.4g","fParent":{"$ref":3}}],"opt":["brNDC"]},"fBufferSize":0,"fBuffer":[],"fBinStatErrOpt":0,"fStatOverflows":2,"fArray":[0,200,0,3,11,19,6,1,0]},{"_typename":"TPaveText","fUniqueID":0,"fBits":50331657,"fLineColor":1,"fLineStyle":1,"fLineWidth":1,"fFillColor":0,"fFillStyle":0,"fX1":377.682243896673,"fY1":2.70909267817969,"fX2":1871.31775610333,"fY2":2.92053249501567,"fX1NDC":0.234346733668342,"fY1NDC":0.936258746027113,"fX2NDC":0.765653266331658,"fY2NDC":0.995000004768372,"fBorderSize":0,"fInit":1,"fShadowColor":1,"fCornerRadius":0,"fOption":"blNDC","fName":"title","fTextAngle":0,"fTextSize":0,"fTextAlign":22,"fTextColor":1,"fTextFont":42,"fLabel":"","fLongest":30,"fMargin":0.05,"fLines":{"_typename":"TList","name":"TList","arr":[{"_typename":"TLatex","fUniqueID":0,"fBits":50331648,"fName":"","fTitle":"Radios de las estrellas (R\/Ro)","fTextAngle":0,"fTextSize":0,"fTextAlign":0,"fTextColor":0,"fTextFont":0,"fX":0,"fY":0,"fLineColor":1,"fLineStyle":1,"fLineWidth":2,"fLimitFactorSize":3,"fOriginSize":0.0499300695955753}],"opt":[""]}}],"opt":["","","blNDC"]},"fExecs":null,"fName":"Canvas4","fTitle":"Radio(R\/Ro)","fNumPaletteColor":0,"fNextPaletteColor":0,"fDISPLAY":"$DISPLAY","fDoubleBuffer":0,"fRetained":true,"fXsizeUser":0,"fYsizeUser":0,"fXsizeReal":20,"fYsizeReal":15,"fWindowTopX":0,"fWindowTopY":0,"fWindowWidth":0,"fWindowHeight":0,"fCw":796,"fCh":572,"fCatt":{"_typename":"TAttCanvas","fXBetween":2,"fYBetween":2,"fTitleFromTop":1.2,"fXdate":0.2,"fYdate":0.3,"fAdate":1},"kMoveOpaque":true,"kResizeOpaque":true,"fHighLightColor":2,"fBatch":true,"kShowEventStatus":false,"kAutoExec":true,"kMenuBar":true});
+       Core.draw("root_plot_4", obj, "");
+     }
+ );
+</script>
+
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">200</span><span class="o">*</span><span class="mi">100</span><span class="o">/</span><span class="mi">240</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[14]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>83.33333333333333</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="El-83.3%-de-las-estrellas-tienen-un-radio-entre-0-R/Ro-y-321.3-R/Ro">El 83.3% de las estrellas tienen un radio entre 0 R/Ro y 321.3 R/Ro<a class="anchor-link" href="#El-83.3%-de-las-estrellas-tienen-un-radio-entre-0-R/Ro-y-321.3-R/Ro">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Diagrama-Hertzsprung---Russell">Diagrama Hertzsprung - Russell<a class="anchor-link" href="#Diagrama-Hertzsprung---Russell">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<span class="k">def</span> <span class="nf">Temperatura</span><span class="p">(</span><span class="n">star</span><span class="p">):</span>
+    <span class="n">T</span><span class="o">=</span><span class="p">[]</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">star</span><span class="p">:</span>
+        <span class="n">T</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">T</span>
+
+<span class="k">def</span> <span class="nf">Luminosidad</span><span class="p">(</span><span class="n">star</span><span class="p">):</span>
+    <span class="n">T</span><span class="o">=</span><span class="p">[]</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">star</span><span class="p">:</span>
+        <span class="n">T</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">T</span>
+
+<span class="k">def</span> <span class="nf">Radios</span><span class="p">(</span><span class="n">star</span><span class="p">):</span>
+    <span class="n">T</span><span class="o">=</span><span class="p">[]</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">star</span><span class="p">:</span>
+        <span class="n">T</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">T</span>
+
+<span class="k">def</span> <span class="nf">Mag</span><span class="p">(</span><span class="n">star</span><span class="p">):</span>
+    <span class="n">T</span><span class="o">=</span><span class="p">[]</span>
+    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">star</span><span class="p">:</span>
+        <span class="n">T</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">j</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">T</span>
+<span class="n">starsa</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">stars</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Diagrama Hertzsprung - Russell</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Temperatura (K)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Luminosidad ($L_</span><span class="si">{Sol}</span><span class="s1">$)&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">40000</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mf">0.00001</span><span class="p">,</span><span class="mi">100000000</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">35000</span><span class="p">,</span> <span class="mi">9000000</span><span class="p">,</span> <span class="s1">&#39;Gigantes</span><span class="se">\n</span><span class="s1">  azules&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">7200</span><span class="p">,</span> <span class="mi">9000000</span><span class="p">,</span> <span class="s1">&#39;Supergigantes</span><span class="se">\n</span><span class="s1">       rojas&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">7200</span><span class="p">,</span> <span class="mi">500</span><span class="p">,</span> <span class="s1">&#39;Gigantes</span><span class="se">\n</span><span class="s1">    rojas&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">14000</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="s1">&#39;Secuencia</span><span class="se">\n</span><span class="s1"> principal&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">9500</span><span class="p">,</span> <span class="mf">0.005</span><span class="p">,</span> <span class="s1">&#39;Enanas</span><span class="se">\n</span><span class="s1">blancas&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">Temperatura</span><span class="p">(</span><span class="n">starsa</span><span class="p">),</span> <span class="n">Luminosidad</span><span class="p">(</span><span class="n">starsa</span><span class="p">),</span> <span class="n">Radios</span><span class="p">(</span><span class="n">starsa</span><span class="p">)</span><span class="o">*</span><span class="mi">25</span><span class="p">,</span> <span class="n">Temperatura</span><span class="p">(</span><span class="n">starsa</span><span class="p">),</span> <span class="n">edgecolors</span> <span class="o">=</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;RdYlBu&#39;</span><span class="p">)</span>
+<span class="c1">#plt.colorbar() # para ver barra de colores de convensión en función de la temperatura</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Porcentajes-para-los-tipos-de-estrellas-y-clases-espectrales">Porcentajes para los tipos de estrellas y clases espectrales<a class="anchor-link" href="#Porcentajes-para-los-tipos-de-estrellas-y-clases-espectrales">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stars</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</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[16]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>5    40
+4    40
+3    40
+2    40
+1    40
+0    40
+Name: Star_type, dtype: int64</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;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stars</span><span class="p">[</span><span class="s1">&#39;Spectral_Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</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[17]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>M    111
+B     46
+O     40
+A     19
+F     17
+K      6
+G      1
+Name: Spectral_Class, dtype: int64</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;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tipos</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;M&quot;</span><span class="p">,</span><span class="s2">&quot;B&quot;</span><span class="p">,</span><span class="s2">&quot;O&quot;</span><span class="p">,</span><span class="s2">&quot;A&quot;</span><span class="p">,</span><span class="s2">&quot;F&quot;</span><span class="p">,</span><span class="s2">&quot;K&quot;</span><span class="p">,</span><span class="s2">&quot;G&quot;</span><span class="p">]</span>
+<span class="n">tipos2</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Brown Dwarf&quot;</span><span class="p">,</span><span class="s2">&quot;Red Dwarf&quot;</span><span class="p">,</span> <span class="s2">&quot;White Dwarf&quot;</span><span class="p">,</span> <span class="s2">&quot;Main Sequence Star&quot;</span><span class="p">,</span> <span class="s2">&quot;Supergiant&quot;</span><span class="p">,</span><span class="s2">&quot;Hypergiant&quot;</span>  <span class="p">]</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Tipos de estrellas &#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">stars</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(),</span> <span class="n">labels</span><span class="o">=</span><span class="n">tipos2</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">%0.1f</span><span class="s2"> </span><span class="si">%%</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s2">&quot;equal&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Clases espectrales &#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">stars</span><span class="p">[</span><span class="s1">&#39;Spectral_Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(),</span> <span class="n">labels</span><span class="o">=</span><span class="n">tipos</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">%0.1f</span><span class="s2"> </span><span class="si">%%</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s2">&quot;equal&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Correlaciones-entre-algunas-variables-y-tipos-de-estrellas">Correlaciones entre algunas variables y tipos de estrellas<a class="anchor-link" href="#Correlaciones-entre-algunas-variables-y-tipos-de-estrellas">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Mapa de calor de correlación</span><span class="se">\n</span><span class="s1"> &#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">stars</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stars</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[20]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>0      0
+1      0
+2      0
+3      0
+4      0
+      ..
+235    5
+236    5
+237    5
+238    5
+239    5
+Name: Star_type, Length: 240, dtype: int64</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;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">O</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;O&#39;</span><span class="p">]</span>
+<span class="n">B</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;B&#39;</span><span class="p">]</span>
+<span class="n">A</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;A&#39;</span><span class="p">]</span>
+<span class="n">F</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;F&#39;</span><span class="p">]</span>
+<span class="n">G</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;G&#39;</span><span class="p">]</span>
+<span class="n">K</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;K&#39;</span><span class="p">]</span>
+<span class="n">M</span> <span class="o">=</span> <span class="n">stars</span><span class="p">[</span><span class="n">stars</span><span class="p">[</span><span class="s2">&quot;Spectral_Class&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;M&#39;</span><span class="p">]</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Tipo de estrella VS Magnitud absoluta (Mv) y Temperatura(K)</span><span class="se">\n</span><span class="s1"> para cada clase espectral</span><span class="se">\n</span><span class="s1"> &#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Magnitud absoluta (Mv)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Tipo de estrella&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">ax7</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">M</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">M</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;M&quot;</span><span class="p">)</span>
+<span class="n">ax2</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">B</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">B</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
+<span class="n">ax1</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">O</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">O</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;O&quot;</span><span class="p">)</span>
+<span class="n">ax3</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">A</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">A</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">)</span>
+<span class="n">ax4</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">F</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">F</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;F&quot;</span><span class="p">)</span>
+<span class="n">ax6</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">K</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">K</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">)</span>
+<span class="n">ax5</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">G</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">G</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">)</span>
+
+
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">212</span><span class="p">)</span>
+<span class="c1">#plt.title(&#39;Luminosidad (L/Lo) vs Mag\n&#39;, fontsize = 20, fontweight = &#39;bold&#39;)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Temperatura(K)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Tipo de estrella&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">M</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">M</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;M&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">B</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">B</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">O</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">O</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;O&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">A</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">A</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">F</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">F</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;F&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">K</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">K</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">G</span><span class="p">[</span><span class="s1">&#39;Temperature(K)&#39;</span><span class="p">],</span><span class="n">G</span><span class="p">[</span><span class="s1">&#39;Star_type&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;lower right&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</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">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Radio(R/Ro) VS Magnitud absoluta(Mv)</span><span class="se">\n</span><span class="s1"> para cada clase espectral</span><span class="se">\n</span><span class="s1"> &#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Magnitud absoluta (Mv)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Radio(R/Ro)&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">M</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">M</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;M&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">B</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">B</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">O</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">O</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;O&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">A</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">A</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">F</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">F</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;F&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">K</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">K</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">G</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">G</span><span class="p">[</span><span class="s1">&#39;Radius(R/Ro)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Luminosidad(L/Lo) VS Magnitud absoluta(Mv)</span><span class="se">\n</span><span class="s1"> para cada clase espectral</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Magnitud absoluta (Mv)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Luminosidad ($L_</span><span class="si">{Sol}</span><span class="s1">$)&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">M</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">M</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;M&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">B</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">B</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">O</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">O</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;O&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">A</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">A</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">F</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">F</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;F&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">K</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">K</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span> <span class="n">G</span><span class="p">[</span><span class="s1">&#39;Absolute_magnitude(Mv)&#39;</span><span class="p">],</span><span class="n">G</span><span class="p">[</span><span class="s1">&#39;Luminosity(L/Lo)&#39;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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+<h2 id="Algunas-conclusiones:">Algunas conclusiones:<a class="anchor-link" href="#Algunas-conclusiones:">&#182;</a></h2><h4 id="Luego-de-instalar-la-maquina-virtual-de-Atlas-Open-Data-ubuntu-2020-v4-y-usarla-a-trav&#233;s-de-Oracle-VM-VirtualBox,-fue-posible-estudiar-estad&#237;sticamente-a-las-estrellas-y-sus-correspondientes-radios,-magnitudes-absolutas,-temperaturas-y-luminosidades-usando-pandas-y-ROOT.">Luego de instalar la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 y usarla a trav&#233;s de Oracle VM VirtualBox, fue posible estudiar estad&#237;sticamente a las estrellas y sus correspondientes radios, magnitudes absolutas, temperaturas y luminosidades usando pandas y ROOT.<a class="anchor-link" href="#Luego-de-instalar-la-maquina-virtual-de-Atlas-Open-Data-ubuntu-2020-v4-y-usarla-a-trav&#233;s-de-Oracle-VM-VirtualBox,-fue-posible-estudiar-estad&#237;sticamente-a-las-estrellas-y-sus-correspondientes-radios,-magnitudes-absolutas,-temperaturas-y-luminosidades-usando-pandas-y-ROOT.">&#182;</a></h4><h4 id="Se-logr&#243;-evidenciar-que-hay-igual-cantidad-de-estrellas-de-cada-tipo-en-la-base-de-datos,-mientras-que-la-mayor&#237;a-de-las-estrellas-pertenecen-a-la-clase-espectral-M.-Tambi&#233;n-fue-posible-deducir-que-la-mayor&#237;a-de-estas-estrellas-tienen-una-luminosidad-entre-0-L/Lo-y-100000-L/Lo,-un-radio-entre-0-R/Ro-y-321.3-R/Ro.-Y-adicionalmente-se-concluye-que-la-mitad-de-las-estrellas-tienen-una-temperatura-entre-0-K-y-5000-K.">Se logr&#243; evidenciar que hay igual cantidad de estrellas de cada tipo en la base de datos, mientras que la mayor&#237;a de las estrellas pertenecen a la clase espectral M. Tambi&#233;n fue posible deducir que la mayor&#237;a de estas estrellas tienen una luminosidad entre 0 L/Lo y 100000 L/Lo, un radio entre 0 R/Ro y 321.3 R/Ro. Y adicionalmente se concluye que la mitad de las estrellas tienen una temperatura entre 0 K y 5000 K.<a class="anchor-link" href="#Se-logr&#243;-evidenciar-que-hay-igual-cantidad-de-estrellas-de-cada-tipo-en-la-base-de-datos,-mientras-que-la-mayor&#237;a-de-las-estrellas-pertenecen-a-la-clase-espectral-M.-Tambi&#233;n-fue-posible-deducir-que-la-mayor&#237;a-de-estas-estrellas-tienen-una-luminosidad-entre-0-L/Lo-y-100000-L/Lo,-un-radio-entre-0-R/Ro-y-321.3-R/Ro.-Y-adicionalmente-se-concluye-que-la-mitad-de-las-estrellas-tienen-una-temperatura-entre-0-K-y-5000-K.">&#182;</a></h4><h4 id="Se-logr&#243;-gr&#225;ficar-y-evidenciar-las-respuestas-de-tendencia-del-Diagrama-Hertzsprung---Russell-para-diferentes-tipos-de-estrella-de-distintas-clases-espectrales.">Se logr&#243; gr&#225;ficar y evidenciar las respuestas de tendencia del Diagrama Hertzsprung - Russell para diferentes tipos de estrella de distintas clases espectrales.<a class="anchor-link" href="#Se-logr&#243;-gr&#225;ficar-y-evidenciar-las-respuestas-de-tendencia-del-Diagrama-Hertzsprung---Russell-para-diferentes-tipos-de-estrella-de-distintas-clases-espectrales.">&#182;</a></h4><h4 id="La-base-de-datos-en-formato-.root-es-bastante-&#250;til-para-un-an&#225;lisis-estad&#237;stico-r&#225;pido-y-sencillo,-adem&#225;s-de-que-con-su-output-interactivo-se-logra-reconocer-cada-regi&#243;n-en-detalle-de-los-plots.">La base de datos en formato .root es bastante &#250;til para un an&#225;lisis estad&#237;stico r&#225;pido y sencillo, adem&#225;s de que con su output interactivo se logra reconocer cada regi&#243;n en detalle de los plots.<a class="anchor-link" href="#La-base-de-datos-en-formato-.root-es-bastante-&#250;til-para-un-an&#225;lisis-estad&#237;stico-r&#225;pido-y-sencillo,-adem&#225;s-de-que-con-su-output-interactivo-se-logra-reconocer-cada-regi&#243;n-en-detalle-de-los-plots.">&#182;</a></h4><h4 id="Manipular-los-datos-en-formato-.csv-tambi&#233;n-tiene-sus-beneficios,-c&#243;mo-el-an&#225;lisis-de-correlaci&#243;n-de-variables-el-cu&#225;l-sugiere-de-manera-r&#225;pida-qu&#233;-combinaciones-de-tendencias-estudiar.">Manipular los datos en formato .csv tambi&#233;n tiene sus beneficios, c&#243;mo el an&#225;lisis de correlaci&#243;n de variables el cu&#225;l sugiere de manera r&#225;pida qu&#233; combinaciones de tendencias estudiar.<a class="anchor-link" href="#Manipular-los-datos-en-formato-.csv-tambi&#233;n-tiene-sus-beneficios,-c&#243;mo-el-an&#225;lisis-de-correlaci&#243;n-de-variables-el-cu&#225;l-sugiere-de-manera-r&#225;pida-qu&#233;-combinaciones-de-tendencias-estudiar.">&#182;</a></h4>
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+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
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+    </div>
+  </div>
+</body>
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diff --git a/codigo/analisis_data_csv_and_root.ipynb b/codigo/analisis_data_csv_and_root.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# José Miguel Ladino Méndez - Maestría en Ciencias Astronomía - UNAL\n",
+    "# LACoNGA Physics - Ciencia de Datos - Tarea-Clase-08-datos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Documento de análisis de los datos .csv  y .root\n",
+    "\n",
+    "## Realizado desde la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 a través de Oracle VM VirtualBox.\n",
+    "\n",
+    "####  Datos .csv con las temperaturas, las luminosidades, los radios, las magnitudes absolutas, los tipos, los colores y las correspondientes clasificaciónes espectrales de 240 estrellas ([base de datos de Kaggle]). \n",
+    "\n",
+    "[base de datos de Kaggle]: https://www.kaggle.com/deepu1109/star-dataset?select=6+class+csv.csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Welcome to JupyROOT 6.18/04\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd #importando librerías\n",
+    "import numpy as np\n",
+    "import ROOT"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%jsroot on"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Temperature(K)</th>\n",
+       "      <th>Luminosity(L/Lo)</th>\n",
+       "      <th>Radius(R/Ro)</th>\n",
+       "      <th>Absolute_magnitude(Mv)</th>\n",
+       "      <th>Star_type</th>\n",
+       "      <th>Star_color</th>\n",
+       "      <th>Spectral_Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3068</td>\n",
+       "      <td>0.002400</td>\n",
+       "      <td>0.1700</td>\n",
+       "      <td>16.12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3042</td>\n",
+       "      <td>0.000500</td>\n",
+       "      <td>0.1542</td>\n",
+       "      <td>16.60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2600</td>\n",
+       "      <td>0.000300</td>\n",
+       "      <td>0.1020</td>\n",
+       "      <td>18.70</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2800</td>\n",
+       "      <td>0.000200</td>\n",
+       "      <td>0.1600</td>\n",
+       "      <td>16.65</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1939</td>\n",
+       "      <td>0.000138</td>\n",
+       "      <td>0.1030</td>\n",
+       "      <td>20.06</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>235</th>\n",
+       "      <td>38940</td>\n",
+       "      <td>374830.000000</td>\n",
+       "      <td>1356.0000</td>\n",
+       "      <td>-9.93</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>O</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>236</th>\n",
+       "      <td>30839</td>\n",
+       "      <td>834042.000000</td>\n",
+       "      <td>1194.0000</td>\n",
+       "      <td>-10.63</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>O</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>237</th>\n",
+       "      <td>8829</td>\n",
+       "      <td>537493.000000</td>\n",
+       "      <td>1423.0000</td>\n",
+       "      <td>-10.73</td>\n",
+       "      <td>5</td>\n",
+       "      <td>White</td>\n",
+       "      <td>A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>9235</td>\n",
+       "      <td>404940.000000</td>\n",
+       "      <td>1112.0000</td>\n",
+       "      <td>-11.23</td>\n",
+       "      <td>5</td>\n",
+       "      <td>White</td>\n",
+       "      <td>A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>37882</td>\n",
+       "      <td>294903.000000</td>\n",
+       "      <td>1783.0000</td>\n",
+       "      <td>-7.80</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Blue</td>\n",
+       "      <td>O</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>240 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Temperature(K)  Luminosity(L/Lo)  Radius(R/Ro)  Absolute_magnitude(Mv)  \\\n",
+       "0              3068          0.002400        0.1700                   16.12   \n",
+       "1              3042          0.000500        0.1542                   16.60   \n",
+       "2              2600          0.000300        0.1020                   18.70   \n",
+       "3              2800          0.000200        0.1600                   16.65   \n",
+       "4              1939          0.000138        0.1030                   20.06   \n",
+       "..              ...               ...           ...                     ...   \n",
+       "235           38940     374830.000000     1356.0000                   -9.93   \n",
+       "236           30839     834042.000000     1194.0000                  -10.63   \n",
+       "237            8829     537493.000000     1423.0000                  -10.73   \n",
+       "238            9235     404940.000000     1112.0000                  -11.23   \n",
+       "239           37882     294903.000000     1783.0000                   -7.80   \n",
+       "\n",
+       "     Star_type Star_color Spectral_Class  \n",
+       "0            0        Red              M  \n",
+       "1            0        Red              M  \n",
+       "2            0        Red              M  \n",
+       "3            0        Red              M  \n",
+       "4            0        Red              M  \n",
+       "..         ...        ...            ...  \n",
+       "235          5       Blue              O  \n",
+       "236          5       Blue              O  \n",
+       "237          5      White              A  \n",
+       "238          5      White              A  \n",
+       "239          5       Blue              O  \n",
+       "\n",
+       "[240 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stars= pd.read_csv('../data-used/stars.csv') #leyendo el .csv con pandas\n",
+    "stars"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "  ### Convention:\n",
+    "  ####  Brown Dwarf -> Star Type = 0\n",
+    "  ####  Red Dwarf -> Star Type = 1\n",
+    "  ####  White Dwarf-> Star Type = 2\n",
+    "  ####  Main Sequence -> Star Type = 3\n",
+    "  ####  Supergiant -> Star Type = 4\n",
+    "  ####  Hypergiant -> Star Type = 5\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Para poder convertir el archivo .csv correctamente a .root, es necesario modificar el .csv,"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stars.replace(',','_', regex=True, inplace=True) #remplazar , por _\n",
+    "stars.replace(' ','_', regex=True, inplace=True) #remplazar espacios por _\n",
+    "\n",
+    "#pandas, \n",
+    "\n",
+    "stars = stars.reset_index(drop=True) \n",
+    "stars = stars.dropna()\n",
+    "stars.to_csv('../codigo/starsmod.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Luego de convertir el .csv a .root en el archivo convert_csv_to_root.ipynb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "starsmod = ROOT.TFile.Open(\"../codigo/starsmod.root\") #abriendo data en formato .root"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Histograma para las magnitudes absolutas de las estrellas\n",
+    "\n",
+    "#### La magnitud absoluta M es la magnitud convencional que tendría la estrella si su distancia fuese llevada a 10pc ([Definición]).\n",
+    "\n",
+    "[Definición]: https://media4.obspm.fr/public/VAU/temperatura/radiacion/luminosidad/magnitud-absoluta/APPRENDRE.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "240"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tree = starsmod.Get(\"ntuple\") #obteniendo data\n",
+    "tree\n",
+    "tree.GetEntries() #número de filas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"root_plot_1\"\n",
+       "     style=\"width: 796px; height: 572px\">\n",
+       "</div>\n",
+       "\n",
+       "<script>\n",
+       " requirejs.config({\n",
+       "     paths: {\n",
+       "       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',\n",
+       "     }\n",
+       "   });\n",
+       " require(['JSRootCore'],\n",
+       "     function(Core) {\n",
+       "       var obj = Core.JSONR_unref({\"_typename\":\"TCanvas\",\"fUniqueID\":0,\"fBits\":53673992,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fLeftMargin\":0.1,\"fRightMargin\":0.1,\"fBottomMargin\":0.1,\"fTopMargin\":0.1,\"fXfile\":2,\"fYfile\":2,\"fAfile\":1,\"fXstat\":0.99,\"fYstat\":0.99,\"fAstat\":2,\"fFrameFillColor\":0,\"fFrameLineColor\":1,\"fFrameFillStyle\":1001,\"fFrameLineStyle\":1,\"fFrameLineWidth\":1,\"fFrameBorderSize\":1,\"fFrameBorderMode\":0,\"fX1\":-20.2500003911555,\"fY1\":-10.500000782311,\"fX2\":32.2500003911555,\"fY2\":94.500000782311,\"fXtoAbsPixelk\":307.028622784151,\"fXtoPixelk\":307.028622784151,\"fXtoPixel\":15.1619045359748,\"fYtoAbsPixelk\":514.800046590614,\"fYtoPixelk\":514.800046590614,\"fYtoPixel\":-5.4476189664432,\"fUtoAbsPixelk\":5e-5,\"fUtoPixelk\":5e-5,\"fUtoPixel\":796,\"fVtoAbsPixelk\":572.00005,\"fVtoPixelk\":572,\"fVtoPixel\":-572,\"fAbsPixeltoXk\":-20.2500003911555,\"fPixeltoXk\":-20.2500003911555,\"fPixeltoX\":0.0659547748521495,\"fAbsPixeltoYk\":94.500000782311,\"fPixeltoYk\":-10.500000782311,\"fPixeltoY\":-0.183566436301787,\"fXlowNDC\":0,\"fYlowNDC\":0,\"fXUpNDC\":0,\"fYUpNDC\":0,\"fWNDC\":1,\"fHNDC\":1,\"fAbsXlowNDC\":0,\"fAbsYlowNDC\":0,\"fAbsWNDC\":1,\"fAbsHNDC\":1,\"fUxmin\":-15,\"fUymin\":0,\"fUxmax\":27,\"fUymax\":84,\"fTheta\":30,\"fPhi\":30,\"fAspectRatio\":0,\"fNumber\":0,\"fTickx\":0,\"fTicky\":0,\"fLogx\":0,\"fLogy\":0,\"fLogz\":0,\"fPadPaint\":0,\"fCrosshair\":0,\"fCrosshairPos\":0,\"fBorderSize\":2,\"fBorderMode\":0,\"fModified\":false,\"fGridx\":false,\"fGridy\":false,\"fAbsCoord\":false,\"fEditable\":true,\"fFixedAspectRatio\":false,\"fPrimitives\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TFrame\",\"fUniqueID\":0,\"fBits\":50331656,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":-15,\"fY1\":0,\"fX2\":27,\"fY2\":84,\"fBorderSize\":1,\"fBorderMode\":0},{\"_typename\":\"TH1F\",\"fUniqueID\":0,\"fBits\":50331656,\"fName\":\"Magnitud 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\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":0,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fZaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"zaxis\",\"fTitle\":\"\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fBarOffset\":0,\"fBarWidth\":1000,\"fEntries\":240,\"fTsumw\":240,\"fTsumw2\":240,\"fTsumwx\":1051.77499762923,\"fTsumwx2\":31122.4762852537,\"fMaximum\":-1111,\"fMinimum\":-1111,\"fNormFactor\":0,\"fContour\":[],\"fSumw2\":[],\"fOption\":\"\",\"fFunctions\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TPaveStats\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":20.7000010639429,\"fY1\":70.8750010561198,\"fX2\":31.2000013768673,\"fY2\":87.6750009309501,\"fX1NDC\":0.780000016093254,\"fY1NDC\":0.775000005960464,\"fX2NDC\":0.980000019073486,\"fY2NDC\":0.935000002384186,\"fBorderSize\":1,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"brNDC\",\"fName\":\"stats\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":12,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":21,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Magnitud absoluta(Mv)\",\"fTextAngle\":0,\"fTextSize\":0.0368,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0368000008165836},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Entries = 240    \",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Mean  =  4.382\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Std Dev   =  10.51\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04}],\"opt\":[\"\",\"\",\"\",\"\"]},\"fOptFit\":0,\"fOptStat\":1111,\"fFitFormat\":\"5.4g\",\"fStatFormat\":\"6.4g\",\"fParent\":{\"$ref\":3}}],\"opt\":[\"brNDC\"]},\"fBufferSize\":0,\"fBuffer\":[],\"fBinStatErrOpt\":0,\"fStatOverflows\":2,\"fArray\":[0,26,68,18,8,80,40,0,0]},{\"_typename\":\"TPaveText\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":0,\"fX1\":-10.0903268729304,\"fY1\":87.5868892918647,\"fX2\":22.0903268729304,\"fY2\":93.9750012751669,\"fX1NDC\":0.193517587939699,\"fY1NDC\":0.934160843929211,\"fX2NDC\":0.806482412060301,\"fY2NDC\":0.995000004768372,\"fBorderSize\":0,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"blNDC\",\"fName\":\"title\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":22,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":34,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Magnitud absoluta de las estrellas\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0517132878303528}],\"opt\":[\"\"]}}],\"opt\":[\"\",\"\",\"blNDC\"]},\"fExecs\":null,\"fName\":\"Canvas\",\"fTitle\":\"Magnitud absoluta(Mv)\",\"fNumPaletteColor\":0,\"fNextPaletteColor\":0,\"fDISPLAY\":\"$DISPLAY\",\"fDoubleBuffer\":0,\"fRetained\":true,\"fXsizeUser\":0,\"fYsizeUser\":0,\"fXsizeReal\":20,\"fYsizeReal\":15,\"fWindowTopX\":0,\"fWindowTopY\":0,\"fWindowWidth\":0,\"fWindowHeight\":0,\"fCw\":796,\"fCh\":572,\"fCatt\":{\"_typename\":\"TAttCanvas\",\"fXBetween\":2,\"fYBetween\":2,\"fTitleFromTop\":1.2,\"fXdate\":0.2,\"fYdate\":0.3,\"fAdate\":1},\"kMoveOpaque\":true,\"kResizeOpaque\":true,\"fHighLightColor\":2,\"fBatch\":true,\"kShowEventStatus\":false,\"kAutoExec\":true,\"kMenuBar\":true});\n",
+       "       Core.draw(\"root_plot_1\", obj, \"\");\n",
+       "     }\n",
+       " );\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "canvas = ROOT.TCanvas(\"Canvas\",\"Magnitud absoluta(Mv)\",800,600)\n",
+    "hist = ROOT.TH1F(\"Magnitud absoluta(Mv)\",\n",
+    "                 \"Magnitud absoluta de las estrellas; Intervalos de magnitud absoluta (Mv) ; Numero de estrellas \",\n",
+    "                 7,-15,27)\n",
+    " \n",
+    "for event in tree:\n",
+    "    hist.Fill(tree.Absolute_magnitude)\n",
+    "    \n",
+    "hist.SetFillColor(1)\n",
+    "hist.Draw()\n",
+    "canvas.Draw()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "33.333333333333336"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "80*100/240"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Un 33.3% de las estrellas tienen una magnitud absoluta entre 9 Mv a 15 Mv."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Histograma para las temperaturas de las estrellas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"root_plot_2\"\n",
+       "     style=\"width: 796px; height: 572px\">\n",
+       "</div>\n",
+       "\n",
+       "<script>\n",
+       " requirejs.config({\n",
+       "     paths: {\n",
+       "       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',\n",
+       "     }\n",
+       "   });\n",
+       " require(['JSRootCore'],\n",
+       "     function(Core) {\n",
+       "       var obj = Core.JSONR_unref({\"_typename\":\"TCanvas\",\"fUniqueID\":0,\"fBits\":53673992,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fLeftMargin\":0.1,\"fRightMargin\":0.1,\"fBottomMargin\":0.1,\"fTopMargin\":0.1,\"fXfile\":2,\"fYfile\":2,\"fAfile\":1,\"fXstat\":0.99,\"fYstat\":0.99,\"fAstat\":2,\"fFrameFillColor\":0,\"fFrameLineColor\":1,\"fFrameFillStyle\":1001,\"fFrameLineStyle\":1,\"fFrameLineWidth\":1,\"fFrameBorderSize\":1,\"fFrameBorderMode\":0,\"fX1\":-5061.25037709253,\"fY1\":0.317485264779567,\"fX2\":45551.2503770925,\"fY2\":2.58331292543279,\"fXtoAbsPixelk\":79.6000547445299,\"fXtoPixelk\":79.6000547445299,\"fXtoPixel\":0.0157273398496157,\"fYtoAbsPixelk\":652.148057109048,\"fYtoPixelk\":652.148057109048,\"fYtoPixel\":-252.446384132806,\"fUtoAbsPixelk\":5e-5,\"fUtoPixelk\":5e-5,\"fUtoPixel\":796,\"fVtoAbsPixelk\":572.00005,\"fVtoPixelk\":572,\"fVtoPixel\":-572,\"fAbsPixeltoXk\":-5061.25037709253,\"fPixeltoXk\":-5061.25037709253,\"fPixeltoX\":63.5835436610365,\"fAbsPixeltoYk\":2.58331292543279,\"fPixeltoYk\":0.317485264779567,\"fPixeltoY\":-0.00396123716897417,\"fXlowNDC\":0,\"fYlowNDC\":0,\"fXUpNDC\":0,\"fYUpNDC\":0,\"fWNDC\":1,\"fHNDC\":1,\"fAbsXlowNDC\":0,\"fAbsYlowNDC\":0,\"fAbsWNDC\":1,\"fAbsHNDC\":1,\"fUxmin\":0,\"fUymin\":0.544068044350276,\"fUxmax\":40490,\"fUymax\":2.35673014586208,\"fTheta\":30,\"fPhi\":30,\"fAspectRatio\":0,\"fNumber\":0,\"fTickx\":0,\"fTicky\":0,\"fLogx\":0,\"fLogy\":1,\"fLogz\":0,\"fPadPaint\":0,\"fCrosshair\":0,\"fCrosshairPos\":0,\"fBorderSize\":2,\"fBorderMode\":0,\"fModified\":false,\"fGridx\":false,\"fGridy\":false,\"fAbsCoord\":false,\"fEditable\":true,\"fFixedAspectRatio\":false,\"fPrimitives\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TFrame\",\"fUniqueID\":0,\"fBits\":50331656,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":0,\"fY1\":0.544068044350276,\"fX2\":40490,\"fY2\":2.35673014586208,\"fBorderSize\":1,\"fBorderMode\":0},{\"_typename\":\"TH1F\",\"fUniqueID\":0,\"fBits\":50331656,\"fName\":\"Temperatura(K)\",\"fTitle\":\"Temperatura de las estrellas\",\"fLineColor\":602,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":2,\"fFillStyle\":1001,\"fMarkerColor\":1,\"fMarkerStyle\":1,\"fMarkerSize\":1,\"fNcells\":9,\"fXaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"xaxis\",\"fTitle\":\" Intervalos de Temperatura (K) \",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":7,\"fXmin\":0,\"fXmax\":40490,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fYaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"yaxis\",\"fTitle\":\" Numero de estrellas \",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":0,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fZaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"zaxis\",\"fTitle\":\"\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fBarOffset\":0,\"fBarWidth\":1000,\"fEntries\":240,\"fTsumw\":240,\"fTsumw2\":240,\"fTsumwx\":2519391,\"fTsumwx2\":48255681503,\"fMaximum\":-1111,\"fMinimum\":-1111,\"fNormFactor\":0,\"fContour\":[],\"fSumw2\":[],\"fOption\":\"\",\"fFunctions\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TPaveStats\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":34416.5010256917,\"fY1\":2.0735017152912,\"fX2\":44539.0013273657,\"fY2\":2.43603413289249,\"fX1NDC\":0.780000016093254,\"fY1NDC\":0.775000005960464,\"fX2NDC\":0.980000019073486,\"fY2NDC\":0.935000002384186,\"fBorderSize\":1,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"brNDC\",\"fName\":\"stats\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":12,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":18,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Temperatura(K)\",\"fTextAngle\":0,\"fTextSize\":0.0368,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0368000008165836},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Entries = 240    \",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Mean  = 1.05e+04\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Std Dev   =   9533\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04}],\"opt\":[\"\",\"\",\"\",\"\"]},\"fOptFit\":0,\"fOptStat\":1111,\"fFitFormat\":\"5.4g\",\"fStatFormat\":\"6.4g\",\"fParent\":{\"$ref\":3}}],\"opt\":[\"brNDC\"]},\"fBufferSize\":0,\"fBuffer\":[],\"fBinStatErrOpt\":0,\"fStatOverflows\":2,\"fArray\":[0,120,38,31,20,15,9,7,0]},{\"_typename\":\"TPaveText\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":0,\"fX1\":7308.29220672551,\"fY1\":2.43413274445353,\"fX2\":33181.7077932745,\"fY2\":2.57198379793383,\"fX1NDC\":0.244396984924623,\"fY1NDC\":0.934160843929211,\"fX2NDC\":0.755603015075377,\"fY2NDC\":0.995000004768372,\"fBorderSize\":0,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"blNDC\",\"fName\":\"title\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":22,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":28,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Temperatura de las estrellas\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0517132878303528}],\"opt\":[\"\"]}}],\"opt\":[\"\",\"\",\"blNDC\"]},\"fExecs\":null,\"fName\":\"Canvas2\",\"fTitle\":\"Temperatura(K)\",\"fNumPaletteColor\":0,\"fNextPaletteColor\":0,\"fDISPLAY\":\"$DISPLAY\",\"fDoubleBuffer\":0,\"fRetained\":true,\"fXsizeUser\":0,\"fYsizeUser\":0,\"fXsizeReal\":20,\"fYsizeReal\":15,\"fWindowTopX\":0,\"fWindowTopY\":0,\"fWindowWidth\":0,\"fWindowHeight\":0,\"fCw\":796,\"fCh\":572,\"fCatt\":{\"_typename\":\"TAttCanvas\",\"fXBetween\":2,\"fYBetween\":2,\"fTitleFromTop\":1.2,\"fXdate\":0.2,\"fYdate\":0.3,\"fAdate\":1},\"kMoveOpaque\":true,\"kResizeOpaque\":true,\"fHighLightColor\":2,\"fBatch\":true,\"kShowEventStatus\":false,\"kAutoExec\":true,\"kMenuBar\":true});\n",
+       "       Core.draw(\"root_plot_2\", obj, \"\");\n",
+       "     }\n",
+       " );\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "canvas2 = ROOT.TCanvas(\"Canvas2\",\"Temperatura(K)\",800,600)\n",
+    "hist2 = ROOT.TH1F(\"Temperatura(K)\",\n",
+    "                  \"Temperatura de las estrellas; Intervalos de Temperatura (K) ; Numero de estrellas \",7,0,40490)\n",
+    "\n",
+    "for event in tree:\n",
+    "    hist2.Fill(tree.Temperature)\n",
+    "    \n",
+    "hist2.SetFillColor(2)\n",
+    "hist2.Draw()\n",
+    "canvas2.SetLogy()\n",
+    "canvas2.Draw()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "50.0"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "120*100/240"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### El 50% de las estrellas tienen una temperatura entre 0 °K y 5000 °K"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Histograma para las luminosidades de las estrellas\n",
+    "#### La luminosidad es la cantidad de potencia (energía por unidad de tiempo) emitida en todas direcciones por un cuerpo celeste [definición].\n",
+    "\n",
+    "[definición]: https://astronomia.fandom.com/wiki/Luminosidad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"root_plot_3\"\n",
+       "     style=\"width: 796px; height: 572px\">\n",
+       "</div>\n",
+       "\n",
+       "<script>\n",
+       " requirejs.config({\n",
+       "     paths: {\n",
+       "       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',\n",
+       "     }\n",
+       "   });\n",
+       " require(['JSRootCore'],\n",
+       "     function(Core) {\n",
+       "       var obj = Core.JSONR_unref({\"_typename\":\"TCanvas\",\"fUniqueID\":0,\"fBits\":53673992,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fLeftMargin\":0.1,\"fRightMargin\":0.1,\"fBottomMargin\":0.1,\"fTopMargin\":0.1,\"fXfile\":2,\"fYfile\":2,\"fAfile\":1,\"fXstat\":0.99,\"fYstat\":0.99,\"fAstat\":2,\"fFrameFillColor\":0,\"fFrameLineColor\":1,\"fFrameFillStyle\":1001,\"fFrameLineStyle\":1,\"fFrameLineWidth\":1,\"fFrameBorderSize\":1,\"fFrameBorderMode\":0,\"fX1\":-112500.008381904,\"fY1\":-0.112780344379606,\"fX2\":1012500.0083819,\"fY2\":2.77593551779238,\"fXtoAbsPixelk\":79.6000547445299,\"fXtoPixelk\":79.6000547445299,\"fXtoPixel\":7.07555545012156e-4,\"fYtoAbsPixelk\":549.668204272317,\"fYtoPixelk\":549.668204272317,\"fYtoPixel\":-198.011859695305,\"fUtoAbsPixelk\":5e-5,\"fUtoPixelk\":5e-5,\"fUtoPixel\":796,\"fVtoAbsPixelk\":572.00005,\"fVtoPixelk\":572,\"fVtoPixel\":-572,\"fAbsPixeltoXk\":-112500.008381904,\"fPixeltoXk\":-112500.008381904,\"fPixeltoX\":1413.31660397463,\"fAbsPixeltoYk\":2.77593551779238,\"fPixeltoYk\":-0.112780344379606,\"fPixeltoY\":-0.00505020255624472,\"fXlowNDC\":0,\"fYlowNDC\":0,\"fXUpNDC\":0,\"fYUpNDC\":0,\"fWNDC\":1,\"fHNDC\":1,\"fAbsXlowNDC\":0,\"fAbsYlowNDC\":0,\"fAbsWNDC\":1,\"fAbsHNDC\":1,\"fUxmin\":0,\"fUymin\":0.176091259055681,\"fUxmax\":900000,\"fUymax\":2.48706391435709,\"fTheta\":30,\"fPhi\":30,\"fAspectRatio\":0,\"fNumber\":0,\"fTickx\":0,\"fTicky\":0,\"fLogx\":0,\"fLogy\":1,\"fLogz\":0,\"fPadPaint\":0,\"fCrosshair\":0,\"fCrosshairPos\":0,\"fBorderSize\":2,\"fBorderMode\":0,\"fModified\":false,\"fGridx\":false,\"fGridy\":false,\"fAbsCoord\":false,\"fEditable\":true,\"fFixedAspectRatio\":false,\"fPrimitives\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TFrame\",\"fUniqueID\":0,\"fBits\":50331656,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":0,\"fY1\":0.176091259055681,\"fX2\":900000,\"fY2\":2.48706391435709,\"fBorderSize\":1,\"fBorderMode\":0},{\"_typename\":\"TH1F\",\"fUniqueID\":0,\"fBits\":50331656,\"fName\":\"Luminosidad(L\\/Lo)\",\"fTitle\":\"Luminosidad de las estrellas (L\\/Lo)\",\"fLineColor\":602,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":3,\"fFillStyle\":1001,\"fMarkerColor\":1,\"fMarkerStyle\":1,\"fMarkerSize\":1,\"fNcells\":9,\"fXaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"xaxis\",\"fTitle\":\" Intervalos de luminosidad (L\\/Lo) \",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":7,\"fXmin\":0,\"fXmax\":900000,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fYaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"yaxis\",\"fTitle\":\" Numero de estrellas \",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":0,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fZaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"zaxis\",\"fTitle\":\"\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fBarOffset\":0,\"fBarWidth\":1000,\"fEntries\":240,\"fTsumw\":240,\"fTsumw2\":240,\"fTsumwx\":25725206.7923058,\"fTsumwx2\":10452270164082.9,\"fMaximum\":-1111,\"fMinimum\":-1111,\"fNormFactor\":0,\"fContour\":[],\"fSumw2\":[],\"fOption\":\"\",\"fFunctions\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TPaveStats\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":765000.022798777,\"fY1\":2.12597446602177,\"fX2\":990000.0295043,\"fY2\":2.58816899363843,\"fX1NDC\":0.780000016093254,\"fY1NDC\":0.775000005960464,\"fX2NDC\":0.980000019073486,\"fY2NDC\":0.935000002384186,\"fBorderSize\":1,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"brNDC\",\"fName\":\"stats\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":12,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":21,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Luminosidad(L\\/Lo)\",\"fTextAngle\":0,\"fTextSize\":0.0368,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0368000008165836},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Entries = 240    \",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Mean  = 1.072e+05\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Std Dev   = 1.791e+05\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04}],\"opt\":[\"\",\"\",\"\",\"\"]},\"fOptFit\":0,\"fOptStat\":1111,\"fFitFormat\":\"5.4g\",\"fStatFormat\":\"6.4g\",\"fParent\":{\"$ref\":3}}],\"opt\":[\"brNDC\"]},\"fBufferSize\":0,\"fBuffer\":[],\"fBinStatErrOpt\":0,\"fStatOverflows\":2,\"fArray\":[0,162,41,22,3,5,3,4,0]},{\"_typename\":\"TPaveText\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":0,\"fX1\":96727.3816705009,\"fY1\":2.59180514636616,\"fX2\":803272.618329499,\"fY2\":2.76149195225599,\"fX1NDC\":0.185979899497487,\"fY1NDC\":0.936258746027113,\"fX2NDC\":0.814020100502513,\"fY2NDC\":0.995000004768372,\"fBorderSize\":0,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"blNDC\",\"fName\":\"title\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":22,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":35,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Luminosidad de las estrellas (L\\/Lo)\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0499300695955753}],\"opt\":[\"\"]}}],\"opt\":[\"\",\"\",\"blNDC\"]},\"fExecs\":null,\"fName\":\"Canvas3\",\"fTitle\":\"Luminosidad(L\\/Lo)\",\"fNumPaletteColor\":0,\"fNextPaletteColor\":0,\"fDISPLAY\":\"$DISPLAY\",\"fDoubleBuffer\":0,\"fRetained\":true,\"fXsizeUser\":0,\"fYsizeUser\":0,\"fXsizeReal\":20,\"fYsizeReal\":15,\"fWindowTopX\":0,\"fWindowTopY\":0,\"fWindowWidth\":0,\"fWindowHeight\":0,\"fCw\":796,\"fCh\":572,\"fCatt\":{\"_typename\":\"TAttCanvas\",\"fXBetween\":2,\"fYBetween\":2,\"fTitleFromTop\":1.2,\"fXdate\":0.2,\"fYdate\":0.3,\"fAdate\":1},\"kMoveOpaque\":true,\"kResizeOpaque\":true,\"fHighLightColor\":2,\"fBatch\":true,\"kShowEventStatus\":false,\"kAutoExec\":true,\"kMenuBar\":true});\n",
+       "       Core.draw(\"root_plot_3\", obj, \"\");\n",
+       "     }\n",
+       " );\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "canvas3 = ROOT.TCanvas(\"Canvas3\",\"Luminosidad(L/Lo)\",800,600)\n",
+    "hist3 = ROOT.TH1F(\"Luminosidad(L/Lo)\",\n",
+    "                  \"Luminosidad de las estrellas (L/Lo); Intervalos de luminosidad (L/Lo) ; Numero de estrellas \",\n",
+    "                  7,0,900000)\n",
+    "\n",
+    "for event in tree:\n",
+    "    hist3.Fill(tree.Luminosity)\n",
+    "    \n",
+    "hist3.SetFillColor(3)\n",
+    "hist3.Draw()\n",
+    "canvas3.SetLogy()\n",
+    "canvas3.Draw()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "67.5"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "162*100/240"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### El 67% de las estrellas tienen una luminosidad entre 0 L/Lo y 100000 L/Lo"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Histograma para los radios de las estrellas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id=\"root_plot_4\"\n",
+       "     style=\"width: 796px; height: 572px\">\n",
+       "</div>\n",
+       "\n",
+       "<script>\n",
+       " requirejs.config({\n",
+       "     paths: {\n",
+       "       'JSRootCore' : 'https://root.cern.ch/js/notebook//scripts/JSRootCore',\n",
+       "     }\n",
+       "   });\n",
+       " require(['JSRootCore'],\n",
+       "     function(Core) {\n",
+       "       var obj = Core.JSONR_unref({\"_typename\":\"TCanvas\",\"fUniqueID\":0,\"fBits\":53673992,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fLeftMargin\":0.1,\"fRightMargin\":0.1,\"fBottomMargin\":0.1,\"fTopMargin\":0.1,\"fXfile\":2,\"fYfile\":2,\"fAfile\":1,\"fXstat\":0.99,\"fYstat\":0.99,\"fAstat\":2,\"fFrameFillColor\":0,\"fFrameLineColor\":1,\"fFrameFillStyle\":1001,\"fFrameLineStyle\":1,\"fFrameLineWidth\":1,\"fFrameBorderSize\":1,\"fFrameBorderMode\":0,\"fX1\":-281.125020945446,\"fY1\":-0.660981133875233,\"fX2\":2530.12502094545,\"fY2\":2.93853003368969,\"fXtoAbsPixelk\":79.6000547445299,\"fXtoPixelk\":79.6000547445299,\"fXtoPixel\":0.28314806158779,\"fYtoAbsPixelk\":466.963229449612,\"fYtoPixelk\":466.963229449612,\"fYtoPixel\":-158.910466830683,\"fUtoAbsPixelk\":5e-5,\"fUtoPixelk\":5e-5,\"fUtoPixel\":796,\"fVtoAbsPixelk\":572.00005,\"fVtoPixelk\":572,\"fVtoPixel\":-572,\"fAbsPixeltoXk\":-281.125020945446,\"fPixeltoXk\":-281.125020945446,\"fPixeltoX\":3.53172115815439,\"fAbsPixeltoYk\":2.93853003368969,\"fPixeltoYk\":-0.660981133875233,\"fPixeltoY\":-0.00629285169154707,\"fXlowNDC\":0,\"fYlowNDC\":0,\"fXUpNDC\":0,\"fYUpNDC\":0,\"fWNDC\":1,\"fHNDC\":1,\"fAbsXlowNDC\":0,\"fAbsYlowNDC\":0,\"fAbsWNDC\":1,\"fAbsHNDC\":1,\"fUxmin\":0,\"fUymin\":-0.301029995663981,\"fUxmax\":2249,\"fUymax\":2.57857889547844,\"fTheta\":30,\"fPhi\":30,\"fAspectRatio\":0,\"fNumber\":0,\"fTickx\":0,\"fTicky\":0,\"fLogx\":0,\"fLogy\":1,\"fLogz\":0,\"fPadPaint\":0,\"fCrosshair\":0,\"fCrosshairPos\":0,\"fBorderSize\":2,\"fBorderMode\":0,\"fModified\":false,\"fGridx\":false,\"fGridy\":false,\"fAbsCoord\":false,\"fEditable\":true,\"fFixedAspectRatio\":false,\"fPrimitives\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TFrame\",\"fUniqueID\":0,\"fBits\":50331656,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":0,\"fY1\":-0.301029995663981,\"fX2\":2249,\"fY2\":2.57857889547844,\"fBorderSize\":1,\"fBorderMode\":0},{\"_typename\":\"TH1F\",\"fUniqueID\":0,\"fBits\":50331656,\"fName\":\"Radio(R\\/Ro)\",\"fTitle\":\"Radios de las estrellas (R\\/Ro)\",\"fLineColor\":602,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":4,\"fFillStyle\":1001,\"fMarkerColor\":1,\"fMarkerStyle\":1,\"fMarkerSize\":1,\"fNcells\":9,\"fXaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"xaxis\",\"fTitle\":\" Intervalos del cociente de radios (R\\/Ro)\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":7,\"fXmin\":0,\"fXmax\":2249,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fYaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"yaxis\",\"fTitle\":\"Numero de estrellas\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":0,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fZaxis\":{\"_typename\":\"TAxis\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"zaxis\",\"fTitle\":\"\",\"fNdivisions\":510,\"fAxisColor\":1,\"fLabelColor\":1,\"fLabelFont\":42,\"fLabelOffset\":0.005,\"fLabelSize\":0.035,\"fTickLength\":0.03,\"fTitleOffset\":1,\"fTitleSize\":0.035,\"fTitleColor\":1,\"fTitleFont\":42,\"fNbins\":1,\"fXmin\":0,\"fXmax\":1,\"fXbins\":[],\"fFirst\":0,\"fLast\":0,\"fBits2\":0,\"fTimeDisplay\":false,\"fTimeFormat\":\"\",\"fLabels\":null,\"fModLabs\":null},\"fBarOffset\":0,\"fBarWidth\":1000,\"fEntries\":240,\"fTsumw\":240,\"fTsumw2\":240,\"fTsumwx\":56917.8675550018,\"fTsumwx2\":77419085.2040014,\"fMaximum\":-1111,\"fMinimum\":-1111,\"fNormFactor\":0,\"fContour\":[],\"fSumw2\":[],\"fOption\":\"\",\"fFunctions\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TPaveStats\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":1001,\"fX1\":1911.65005697161,\"fY1\":2.12864004244234,\"fX2\":2473.90007372797,\"fY2\":2.70456181637987,\"fX1NDC\":0.780000016093254,\"fY1NDC\":0.775000005960464,\"fX2NDC\":0.980000019073486,\"fY2NDC\":0.935000002384186,\"fBorderSize\":1,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"brNDC\",\"fName\":\"stats\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":12,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":18,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Radio(R\\/Ro)\",\"fTextAngle\":0,\"fTextSize\":0.0368,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0368000008165836},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Entries = 240    \",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Mean  =  237.2\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04},{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Std Dev   =  516.1\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.04}],\"opt\":[\"\",\"\",\"\",\"\"]},\"fOptFit\":0,\"fOptStat\":1111,\"fFitFormat\":\"5.4g\",\"fStatFormat\":\"6.4g\",\"fParent\":{\"$ref\":3}}],\"opt\":[\"brNDC\"]},\"fBufferSize\":0,\"fBuffer\":[],\"fBinStatErrOpt\":0,\"fStatOverflows\":2,\"fArray\":[0,200,0,3,11,19,6,1,0]},{\"_typename\":\"TPaveText\",\"fUniqueID\":0,\"fBits\":50331657,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":1,\"fFillColor\":0,\"fFillStyle\":0,\"fX1\":377.682243896673,\"fY1\":2.70909267817969,\"fX2\":1871.31775610333,\"fY2\":2.92053249501567,\"fX1NDC\":0.234346733668342,\"fY1NDC\":0.936258746027113,\"fX2NDC\":0.765653266331658,\"fY2NDC\":0.995000004768372,\"fBorderSize\":0,\"fInit\":1,\"fShadowColor\":1,\"fCornerRadius\":0,\"fOption\":\"blNDC\",\"fName\":\"title\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":22,\"fTextColor\":1,\"fTextFont\":42,\"fLabel\":\"\",\"fLongest\":30,\"fMargin\":0.05,\"fLines\":{\"_typename\":\"TList\",\"name\":\"TList\",\"arr\":[{\"_typename\":\"TLatex\",\"fUniqueID\":0,\"fBits\":50331648,\"fName\":\"\",\"fTitle\":\"Radios de las estrellas (R\\/Ro)\",\"fTextAngle\":0,\"fTextSize\":0,\"fTextAlign\":0,\"fTextColor\":0,\"fTextFont\":0,\"fX\":0,\"fY\":0,\"fLineColor\":1,\"fLineStyle\":1,\"fLineWidth\":2,\"fLimitFactorSize\":3,\"fOriginSize\":0.0499300695955753}],\"opt\":[\"\"]}}],\"opt\":[\"\",\"\",\"blNDC\"]},\"fExecs\":null,\"fName\":\"Canvas4\",\"fTitle\":\"Radio(R\\/Ro)\",\"fNumPaletteColor\":0,\"fNextPaletteColor\":0,\"fDISPLAY\":\"$DISPLAY\",\"fDoubleBuffer\":0,\"fRetained\":true,\"fXsizeUser\":0,\"fYsizeUser\":0,\"fXsizeReal\":20,\"fYsizeReal\":15,\"fWindowTopX\":0,\"fWindowTopY\":0,\"fWindowWidth\":0,\"fWindowHeight\":0,\"fCw\":796,\"fCh\":572,\"fCatt\":{\"_typename\":\"TAttCanvas\",\"fXBetween\":2,\"fYBetween\":2,\"fTitleFromTop\":1.2,\"fXdate\":0.2,\"fYdate\":0.3,\"fAdate\":1},\"kMoveOpaque\":true,\"kResizeOpaque\":true,\"fHighLightColor\":2,\"fBatch\":true,\"kShowEventStatus\":false,\"kAutoExec\":true,\"kMenuBar\":true});\n",
+       "       Core.draw(\"root_plot_4\", obj, \"\");\n",
+       "     }\n",
+       " );\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "canvas4 = ROOT.TCanvas(\"Canvas4\",\"Radio(R/Ro)\",800,600)\n",
+    "hist4 = ROOT.TH1F(\"Radio(R/Ro)\",\n",
+    "                  \"Radios de las estrellas (R/Ro); Intervalos del cociente de radios (R/Ro);Numero de estrellas\",\n",
+    "                  7,0,2249)\n",
+    "\n",
+    "for event in tree:\n",
+    "    hist4.Fill(tree.Radius)\n",
+    "\n",
+    "hist4.SetFillColor(4)\n",
+    "hist4.Draw()\n",
+    "canvas4.SetLogy()\n",
+    "canvas4.Draw()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "83.33333333333333"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "200*100/240"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### El 83.3% de las estrellas tienen un radio entre 0 R/Ro y 321.3 R/Ro"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Diagrama Hertzsprung - Russell"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "def Temperatura(star):\n",
+    "    T=[]\n",
+    "    for j in star:\n",
+    "        T.append(j[0])\n",
+    "    return T\n",
+    "\n",
+    "def Luminosidad(star):\n",
+    "    T=[]\n",
+    "    for j in star:\n",
+    "        T.append(j[1])\n",
+    "    return T\n",
+    "\n",
+    "def Radios(star):\n",
+    "    T=[]\n",
+    "    for j in star:\n",
+    "        T.append(j[2])\n",
+    "    return T\n",
+    "\n",
+    "def Mag(star):\n",
+    "    T=[]\n",
+    "    for j in star:\n",
+    "        T.append(j[3])\n",
+    "    return T\n",
+    "starsa=np.array(stars)\n",
+    "plt.figure(figsize = (15,10))\n",
+    "plt.title('Diagrama Hertzsprung - Russell\\n', fontsize = 12, fontweight = 'bold')\n",
+    "plt.xlabel('Temperatura (K)', fontsize=12, fontweight = 'bold')\n",
+    "plt.ylabel('Luminosidad ($L_{Sol}$)', fontsize = 12, fontweight = 'bold')\n",
+    "plt.xlim(40000, 0)\n",
+    "plt.ylim(0.00001,100000000)\n",
+    "plt.yscale('log')\n",
+    "\n",
+    "plt.text(35000, 9000000, 'Gigantes\\n  azules', fontsize = 14, fontweight = 'bold')\n",
+    "plt.text(7200, 9000000, 'Supergigantes\\n       rojas', fontsize = 14, fontweight = 'bold')\n",
+    "plt.text(7200, 500, 'Gigantes\\n    rojas', fontsize = 14, fontweight = 'bold')\n",
+    "plt.text(14000, 8, 'Secuencia\\n principal', fontsize = 14, fontweight = 'bold')\n",
+    "plt.text(9500, 0.005, 'Enanas\\nblancas', fontsize = 14, fontweight = 'bold')\n",
+    "\n",
+    "plt.scatter(Temperatura(starsa), Luminosidad(starsa), Radios(starsa)*25, Temperatura(starsa), edgecolors = 'k', cmap = 'RdYlBu')\n",
+    "#plt.colorbar() # para ver barra de colores de convensión en función de la temperatura\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Porcentajes para los tipos de estrellas y clases espectrales"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5    40\n",
+       "4    40\n",
+       "3    40\n",
+       "2    40\n",
+       "1    40\n",
+       "0    40\n",
+       "Name: Star_type, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stars['Star_type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "M    111\n",
+       "B     46\n",
+       "O     40\n",
+       "A     19\n",
+       "F     17\n",
+       "K      6\n",
+       "G      1\n",
+       "Name: Spectral_Class, dtype: int64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stars['Spectral_Class'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tipos=[\"M\",\"B\",\"O\",\"A\",\"F\",\"K\",\"G\"]\n",
+    "tipos2=[\"Brown Dwarf\",\"Red Dwarf\", \"White Dwarf\", \"Main Sequence Star\", \"Supergiant\",\"Hypergiant\"  ]\n",
+    "plt.figure(figsize = (15,10))\n",
+    "plt.subplot(121)\n",
+    "plt.title('Tipos de estrellas ', fontsize = 12, fontweight = 'bold')\n",
+    "plt.pie(stars['Star_type'].value_counts(), labels=tipos2, autopct=\"%0.1f %%\")\n",
+    "plt.axis(\"equal\")\n",
+    "plt.subplot(122)\n",
+    "plt.title('Clases espectrales ', fontsize = 12, fontweight = 'bold')\n",
+    "plt.pie(stars['Spectral_Class'].value_counts(), labels=tipos, autopct=\"%0.1f %%\")\n",
+    "plt.axis(\"equal\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Correlaciones entre algunas variables y tipos de estrellas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "plt.figure(figsize = (6,7))\n",
+    "plt.title('Mapa de calor de correlación\\n ', fontsize = 12, fontweight = 'bold')\n",
+    "\n",
+    "sns.heatmap(stars.corr(), annot=True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0      0\n",
+       "1      0\n",
+       "2      0\n",
+       "3      0\n",
+       "4      0\n",
+       "      ..\n",
+       "235    5\n",
+       "236    5\n",
+       "237    5\n",
+       "238    5\n",
+       "239    5\n",
+       "Name: Star_type, Length: 240, dtype: int64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stars['Star_type']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "O = stars[stars[\"Spectral_Class\"] == 'O']\n",
+    "B = stars[stars[\"Spectral_Class\"] == 'B']\n",
+    "A = stars[stars[\"Spectral_Class\"] == 'A']\n",
+    "F = stars[stars[\"Spectral_Class\"] == 'F']\n",
+    "G = stars[stars[\"Spectral_Class\"] == 'G']\n",
+    "K = stars[stars[\"Spectral_Class\"] == 'K']\n",
+    "M = stars[stars[\"Spectral_Class\"] == 'M']\n",
+    "plt.figure(figsize = (15,10))\n",
+    "plt.subplot(211)\n",
+    "plt.title('Tipo de estrella VS Magnitud absoluta (Mv) y Temperatura(K)\\n para cada clase espectral\\n ', fontsize = 12, fontweight = 'bold')\n",
+    "plt.xlabel('Magnitud absoluta (Mv)', fontsize=12, fontweight = 'bold')\n",
+    "plt.ylabel('Tipo de estrella', fontsize = 12, fontweight = 'bold')\n",
+    "ax7=plt.scatter( M['Absolute_magnitude(Mv)'],M['Star_type'], label=\"M\")\n",
+    "ax2=plt.scatter( B['Absolute_magnitude(Mv)'],B['Star_type'], label=\"B\")\n",
+    "ax1=plt.scatter( O['Absolute_magnitude(Mv)'],O['Star_type'], label=\"O\")\n",
+    "ax3=plt.scatter( A['Absolute_magnitude(Mv)'],A['Star_type'], label=\"A\")\n",
+    "ax4=plt.scatter( F['Absolute_magnitude(Mv)'],F['Star_type'], label=\"F\")\n",
+    "ax6=plt.scatter( K['Absolute_magnitude(Mv)'],K['Star_type'], label=\"K\")\n",
+    "ax5=plt.scatter( G['Absolute_magnitude(Mv)'],G['Star_type'], label=\"G\")\n",
+    "\n",
+    "\n",
+    "plt.legend(loc = 'upper right')\n",
+    "plt.subplot(212)\n",
+    "#plt.title('Luminosidad (L/Lo) vs Mag\\n', fontsize = 20, fontweight = 'bold')\n",
+    "plt.xlabel('Temperatura(K)', fontsize=12, fontweight = 'bold')\n",
+    "plt.ylabel('Tipo de estrella', fontsize = 12, fontweight = 'bold')\n",
+    "plt.scatter( M['Temperature(K)'],M['Star_type'], label=\"M\")\n",
+    "plt.scatter( B['Temperature(K)'],B['Star_type'], label=\"B\")\n",
+    "plt.scatter( O['Temperature(K)'],O['Star_type'], label=\"O\")\n",
+    "plt.scatter( A['Temperature(K)'],A['Star_type'], label=\"A\")\n",
+    "plt.scatter( F['Temperature(K)'],F['Star_type'], label=\"F\")\n",
+    "plt.scatter( K['Temperature(K)'],K['Star_type'], label=\"K\")\n",
+    "plt.scatter( G['Temperature(K)'],G['Star_type'], label=\"G\")\n",
+    "plt.legend(loc = 'lower right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1080x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (15,10))\n",
+    "plt.subplot(121)\n",
+    "plt.title('Radio(R/Ro) VS Magnitud absoluta(Mv)\\n para cada clase espectral\\n ', fontsize = 12, fontweight = 'bold')\n",
+    "plt.xlabel('Magnitud absoluta (Mv)', fontsize=12, fontweight = 'bold')\n",
+    "plt.ylabel('Radio(R/Ro)', fontsize = 12, fontweight = 'bold')\n",
+    "plt.yscale('log')\n",
+    "plt.scatter( M['Absolute_magnitude(Mv)'],M['Radius(R/Ro)'], label=\"M\")\n",
+    "plt.scatter( B['Absolute_magnitude(Mv)'],B['Radius(R/Ro)'], label=\"B\")\n",
+    "plt.scatter( O['Absolute_magnitude(Mv)'],O['Radius(R/Ro)'], label=\"O\")\n",
+    "plt.scatter( A['Absolute_magnitude(Mv)'],A['Radius(R/Ro)'], label=\"A\")\n",
+    "plt.scatter( F['Absolute_magnitude(Mv)'],F['Radius(R/Ro)'], label=\"F\")\n",
+    "plt.scatter( K['Absolute_magnitude(Mv)'],K['Radius(R/Ro)'], label=\"K\")\n",
+    "plt.scatter( G['Absolute_magnitude(Mv)'],G['Radius(R/Ro)'], label=\"G\")\n",
+    "plt.legend(loc = 'upper right')\n",
+    "plt.subplot(122)\n",
+    "plt.title('Luminosidad(L/Lo) VS Magnitud absoluta(Mv)\\n para cada clase espectral\\n', fontsize = 12, fontweight = 'bold')\n",
+    "plt.xlabel('Magnitud absoluta (Mv)', fontsize=12, fontweight = 'bold')\n",
+    "plt.ylabel('Luminosidad ($L_{Sol}$)', fontsize = 12, fontweight = 'bold')\n",
+    "plt.yscale('log')\n",
+    "plt.scatter( M['Absolute_magnitude(Mv)'],M['Luminosity(L/Lo)'], label=\"M\")\n",
+    "plt.scatter( B['Absolute_magnitude(Mv)'],B['Luminosity(L/Lo)'], label=\"B\")\n",
+    "plt.scatter( O['Absolute_magnitude(Mv)'],O['Luminosity(L/Lo)'], label=\"O\")\n",
+    "plt.scatter( A['Absolute_magnitude(Mv)'],A['Luminosity(L/Lo)'], label=\"A\")\n",
+    "plt.scatter( F['Absolute_magnitude(Mv)'],F['Luminosity(L/Lo)'], label=\"F\")\n",
+    "plt.scatter( K['Absolute_magnitude(Mv)'],K['Luminosity(L/Lo)'], label=\"K\")\n",
+    "plt.scatter( G['Absolute_magnitude(Mv)'],G['Luminosity(L/Lo)'], label=\"G\")\n",
+    "plt.legend(loc = 'upper right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Algunas conclusiones: \n",
+    "\n",
+    "####  Luego de instalar la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 y usarla a través de Oracle VM VirtualBox, fue posible estudiar estadísticamente a las estrellas y sus correspondientes radios, magnitudes absolutas, temperaturas y luminosidades usando pandas y ROOT.\n",
+    "\n",
+    "#### Se logró evidenciar que hay igual cantidad de estrellas de cada tipo en la base de datos, mientras que la mayoría de las estrellas pertenecen a la clase espectral M. También fue posible deducir que la mayoría de estas estrellas tienen una luminosidad entre 0 L/Lo y 100000 L/Lo, un radio entre 0 R/Ro y 321.3 R/Ro. Y adicionalmente se concluye que la mitad de las estrellas tienen una temperatura entre 0 K y 5000 K. \n",
+    "\n",
+    "#### Se logró gráficar y evidenciar las respuestas de tendencia del Diagrama Hertzsprung - Russell para diferentes tipos de estrella de distintas clases espectrales.\n",
+    "\n",
+    "#### La base de datos en formato .root es bastante útil para un análisis estadístico rápido y sencillo, además de que con su output interactivo se logra reconocer cada región en detalle de los plots.\n",
+    "\n",
+    "#### Manipular los datos en formato .csv también tiene sus beneficios, cómo el análisis de correlación de variables el cuál sugiere de manera rápida qué combinaciones de tendencias estudiar."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/codigo/convert_csv_to_root.html b/codigo/convert_csv_to_root.html
new file mode 100644
index 0000000..a439eb3
--- /dev/null
+++ b/codigo/convert_csv_to_root.html
@@ -0,0 +1,13187 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+
+<title>convert_csv_to_root</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;
+    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";
+}
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+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
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+  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,
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+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,
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+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
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+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-resistance:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-y-combinator-square:before,
+.fa-yc-square:before,
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+.fa-buysellads:before {
+  content: "\f20d";
+}
+.fa-connectdevelop:before {
+  content: "\f20e";
+}
+.fa-dashcube:before {
+  content: "\f210";
+}
+.fa-forumbee:before {
+  content: "\f211";
+}
+.fa-leanpub:before {
+  content: "\f212";
+}
+.fa-sellsy:before {
+  content: "\f213";
+}
+.fa-shirtsinbulk:before {
+  content: "\f214";
+}
+.fa-simplybuilt:before {
+  content: "\f215";
+}
+.fa-skyatlas:before {
+  content: "\f216";
+}
+.fa-cart-plus:before {
+  content: "\f217";
+}
+.fa-cart-arrow-down:before {
+  content: "\f218";
+}
+.fa-diamond:before {
+  content: "\f219";
+}
+.fa-ship:before {
+  content: "\f21a";
+}
+.fa-user-secret:before {
+  content: "\f21b";
+}
+.fa-motorcycle:before {
+  content: "\f21c";
+}
+.fa-street-view:before {
+  content: "\f21d";
+}
+.fa-heartbeat:before {
+  content: "\f21e";
+}
+.fa-venus:before {
+  content: "\f221";
+}
+.fa-mars:before {
+  content: "\f222";
+}
+.fa-mercury:before {
+  content: "\f223";
+}
+.fa-intersex:before,
+.fa-transgender:before {
+  content: "\f224";
+}
+.fa-transgender-alt:before {
+  content: "\f225";
+}
+.fa-venus-double:before {
+  content: "\f226";
+}
+.fa-mars-double:before {
+  content: "\f227";
+}
+.fa-venus-mars:before {
+  content: "\f228";
+}
+.fa-mars-stroke:before {
+  content: "\f229";
+}
+.fa-mars-stroke-v:before {
+  content: "\f22a";
+}
+.fa-mars-stroke-h:before {
+  content: "\f22b";
+}
+.fa-neuter:before {
+  content: "\f22c";
+}
+.fa-genderless:before {
+  content: "\f22d";
+}
+.fa-facebook-official:before {
+  content: "\f230";
+}
+.fa-pinterest-p:before {
+  content: "\f231";
+}
+.fa-whatsapp:before {
+  content: "\f232";
+}
+.fa-server:before {
+  content: "\f233";
+}
+.fa-user-plus:before {
+  content: "\f234";
+}
+.fa-user-times:before {
+  content: "\f235";
+}
+.fa-hotel:before,
+.fa-bed:before {
+  content: "\f236";
+}
+.fa-viacoin:before {
+  content: "\f237";
+}
+.fa-train:before {
+  content: "\f238";
+}
+.fa-subway:before {
+  content: "\f239";
+}
+.fa-medium:before {
+  content: "\f23a";
+}
+.fa-yc:before,
+.fa-y-combinator:before {
+  content: "\f23b";
+}
+.fa-optin-monster:before {
+  content: "\f23c";
+}
+.fa-opencart:before {
+  content: "\f23d";
+}
+.fa-expeditedssl:before {
+  content: "\f23e";
+}
+.fa-battery-4:before,
+.fa-battery:before,
+.fa-battery-full:before {
+  content: "\f240";
+}
+.fa-battery-3:before,
+.fa-battery-three-quarters:before {
+  content: "\f241";
+}
+.fa-battery-2:before,
+.fa-battery-half:before {
+  content: "\f242";
+}
+.fa-battery-1:before,
+.fa-battery-quarter:before {
+  content: "\f243";
+}
+.fa-battery-0:before,
+.fa-battery-empty:before {
+  content: "\f244";
+}
+.fa-mouse-pointer:before {
+  content: "\f245";
+}
+.fa-i-cursor:before {
+  content: "\f246";
+}
+.fa-object-group:before {
+  content: "\f247";
+}
+.fa-object-ungroup:before {
+  content: "\f248";
+}
+.fa-sticky-note:before {
+  content: "\f249";
+}
+.fa-sticky-note-o:before {
+  content: "\f24a";
+}
+.fa-cc-jcb:before {
+  content: "\f24b";
+}
+.fa-cc-diners-club:before {
+  content: "\f24c";
+}
+.fa-clone:before {
+  content: "\f24d";
+}
+.fa-balance-scale:before {
+  content: "\f24e";
+}
+.fa-hourglass-o:before {
+  content: "\f250";
+}
+.fa-hourglass-1:before,
+.fa-hourglass-start:before {
+  content: "\f251";
+}
+.fa-hourglass-2:before,
+.fa-hourglass-half:before {
+  content: "\f252";
+}
+.fa-hourglass-3:before,
+.fa-hourglass-end:before {
+  content: "\f253";
+}
+.fa-hourglass:before {
+  content: "\f254";
+}
+.fa-hand-grab-o:before,
+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
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+  border-color: #d43f3a;
+}
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+}
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+  color: #000;
+  background-color: #f7f7f7;
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+  top: 8px;
+  right: 20px;
+}
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+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
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+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
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+  height: 3px;
+  width: 30px;
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+  -moz-box-flex: 1;
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+  white-space: nowrap;
+  padding: 0 5px;
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+  span.checkpoint_status {
+    display: none;
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+  span.autosave_status {
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+}
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+  margin-left: -5px;
+  margin-top: 2px;
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+  margin-top: 0px;
+}
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+}
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+}
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+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
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+ *
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+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
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+}
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+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
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+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
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+  padding-right: 30px;
+}
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+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
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+  padding-left: 7px;
+  font-family: monospace;
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+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
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+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
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+  position: absolute;
+}
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+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  float: left;
+}
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+  color: #777777;
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+  border-radius: 0px;
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+}
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+}
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+}
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+}
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+
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+<style type="text/css">
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+body {
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+  padding: 8px;
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+
+div#notebook {
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+  border-top: none;
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+    page-break-inside: avoid;
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+  div.output_wrapper { 
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+    page-break-inside: avoid; 
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+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
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+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Documento-ROOT-C++-para-convertir-.csv-data-a-.root">Documento ROOT C++ para convertir .csv data a .root<a class="anchor-link" href="#Documento-ROOT-C++-para-convertir-.csv-data-a-.root">&#182;</a></h2><h2 id="Realizado-desde-la-maquina-virtual-de-Atlas-Open-Data-ubuntu-2020-v4-a-trav&#233;s-de-Oracle-VM-VirtualBox.">Realizado desde la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 a trav&#233;s de Oracle VM VirtualBox.<a class="anchor-link" href="#Realizado-desde-la-maquina-virtual-de-Atlas-Open-Data-ubuntu-2020-v4-a-trav&#233;s-de-Oracle-VM-VirtualBox.">&#182;</a></h2><h4 id="Datos-.csv-con-las-temperaturas,-las-luminosidades,-los-radios,-las-magnitudes-absolutas,-los-tipos,-los-colores-y-las-correspondientes-clasificaci&#243;nes-espectrales-de-240-estrellas-(base-de-datos-de-Kaggle).">Datos .csv con las temperaturas, las luminosidades, los radios, las magnitudes absolutas, los tipos, los colores y las correspondientes clasificaci&#243;nes espectrales de 240 estrellas (<a href="https://www.kaggle.com/deepu1109/star-dataset?select=6+class+csv.csv">base de datos de Kaggle</a>).<a class="anchor-link" href="#Datos-.csv-con-las-temperaturas,-las-luminosidades,-los-radios,-las-magnitudes-absolutas,-los-tipos,-los-colores-y-las-correspondientes-clasificaci&#243;nes-espectrales-de-240-estrellas-(base-de-datos-de-Kaggle).">&#182;</a></h4>
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+</div>
+</div>
+<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-c++"><pre><span></span><span class="o">%</span><span class="n">jsroot</span> <span class="n">on</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;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-c++"><pre><span></span><span class="n">TString</span> <span class="n">dir</span> <span class="o">=</span> <span class="n">gSystem</span><span class="o">-&gt;</span><span class="n">UnixPathName</span><span class="p">(</span><span class="n">__FILE__</span><span class="p">);</span>
+<span class="n">dir</span><span class="p">.</span><span class="n">ReplaceAll</span><span class="p">(</span><span class="s">&quot;stars.C&quot;</span><span class="p">,</span><span class="s">&quot;&quot;</span><span class="p">);</span>
+<span class="n">dir</span><span class="p">.</span><span class="n">ReplaceAll</span><span class="p">(</span><span class="s">&quot;/./&quot;</span><span class="p">,</span><span class="s">&quot;/&quot;</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;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-c++"><pre><span></span><span class="n">TFile</span> <span class="o">*</span><span class="n">f</span> <span class="o">=</span> <span class="k">new</span> <span class="n">TFile</span><span class="p">(</span><span class="s">&quot;starsmod.root&quot;</span><span class="p">,</span><span class="s">&quot;RECREATE&quot;</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-c++"><pre><span></span><span class="n">TTree</span> <span class="o">*</span><span class="n">tree</span> <span class="o">=</span> <span class="k">new</span> <span class="n">TTree</span><span class="p">(</span><span class="s">&quot;ntuple&quot;</span><span class="p">,</span><span class="s">&quot;data from csv file&quot;</span><span class="p">);</span>
+<span class="c1">// The file inside has ----&gt;  Indice, Temperature (K),  Luminosity(L/Lo),  Radius(R/Ro),  Absolute magnitude(Mv), Star type,  Star color,  Spectral Class</span>
+<span class="n">tree</span><span class="o">-&gt;</span><span class="n">ReadFile</span><span class="p">(</span><span class="s">&quot;starsmod.csv&quot;</span><span class="p">,</span><span class="s">&quot;index/I:Temperature/F:Luminosity/F:Radius/F:Absolute_magnitude/F:Star_type/C:Star_color/C:Spectral_Class/C&quot;</span><span class="p">,</span><span class="sc">&#39;,&#39;</span><span class="p">);</span>
+<span class="n">f</span><span class="o">-&gt;</span><span class="n">Write</span><span class="p">();</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>Warning in &lt;TTree::ReadStream&gt;: Couldn&#39;t read formatted data in &#34;Temperature(K)&#34; for branch Temperature on line 1; ignoring line
+Warning in &lt;TTree::ReadStream&gt;: Read too few columns (2 &lt; 8) in line 1; ignoring line
+</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-c++"><pre><span></span><span class="n">TFile</span> <span class="o">*</span><span class="n">_file0</span> <span class="o">=</span> <span class="n">TFile</span><span class="o">::</span><span class="n">Open</span><span class="p">(</span><span class="s">&quot;starsmod.root&quot;</span><span class="p">);</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/codigo/convert_csv_to_root.ipynb b/codigo/convert_csv_to_root.ipynb
new file mode 100644
index 0000000..3da099e
--- /dev/null
+++ b/codigo/convert_csv_to_root.ipynb
@@ -0,0 +1,99 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# José Miguel Ladino Méndez - Maestría en Ciencias Astronomía - UNAL\n",
+    "# LACoNGA Physics - Ciencia de Datos - Tarea-Clase-08-datos"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Documento ROOT C++ para convertir .csv data a .root\n",
+    "\n",
+    "## Realizado desde la maquina virtual de Atlas-Open-Data-ubuntu-2020-v4 a través de Oracle VM VirtualBox.\n",
+    "\n",
+    "####  Datos .csv con las temperaturas, las luminosidades, los radios, las magnitudes absolutas, los tipos, los colores y las correspondientes clasificaciónes espectrales de 240 estrellas ([base de datos de Kaggle]). \n",
+    "\n",
+    "[base de datos de Kaggle]: https://www.kaggle.com/deepu1109/star-dataset?select=6+class+csv.csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%jsroot on"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "TString dir = gSystem->UnixPathName(__FILE__);\n",
+    "dir.ReplaceAll(\"stars.C\",\"\");\n",
+    "dir.ReplaceAll(\"/./\",\"/\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "TFile *f = new TFile(\"starsmod.root\",\"RECREATE\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning in <TTree::ReadStream>: Couldn't read formatted data in \"Temperature(K)\" for branch Temperature on line 1; ignoring line\n",
+      "Warning in <TTree::ReadStream>: Read too few columns (2 < 8) in line 1; ignoring line\n"
+     ]
+    }
+   ],
+   "source": [
+    "TTree *tree = new TTree(\"ntuple\",\"data from csv file\");\n",
+    "// The file inside has ---->  Indice, Temperature (K),  Luminosity(L/Lo),  Radius(R/Ro),  Absolute magnitude(Mv), Star type,  Star color,  Spectral Class\n",
+    "tree->ReadFile(\"starsmod.csv\",\"index/I:Temperature/F:Luminosity/F:Radius/F:Absolute_magnitude/F:Star_type/C:Star_color/C:Spectral_Class/C\",',');\n",
+    "f->Write();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "TFile *_file0 = TFile::Open(\"starsmod.root\");"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "ROOT C++",
+   "language": "c++",
+   "name": "root"
+  },
+  "language_info": {
+   "codemirror_mode": "text/x-c++src",
+   "file_extension": ".C",
+   "mimetype": " text/x-c++src",
+   "name": "c++"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data-used/stars.csv b/data-used/stars.csv
new file mode 100644
index 0000000..302d9c1
--- /dev/null
+++ b/data-used/stars.csv
@@ -0,0 +1,241 @@
+Temperature(K),Luminosity(L/Lo),Radius(R/Ro),Absolute_magnitude(Mv),Star_type,Star_color,Spectral_Class
+3068,0.0024,0.17,16.12,0,Red,M
+3042,0.0005,0.1542,16.6,0,Red,M
+2600,0.0003,0.102,18.7,0,Red,M
+2800,0.0002,0.16,16.65,0,Red,M
+1939,0.000138,0.103,20.06,0,Red,M
+2840,0.00065,0.11,16.98,0,Red,M
+2637,0.00073,0.127,17.22,0,Red,M
+2600,0.0004,0.096,17.4,0,Red,M
+2650,0.00069,0.11,17.45,0,Red,M
+2700,0.00018,0.13,16.05,0,Red,M
+3600,0.0029,0.51,10.69,1,Red,M
+3129,0.0122,0.3761,11.79,1,Red,M
+3134,0.0004,0.196,13.21,1,Red,M
+3628,0.0055,0.393,10.48,1,Red,M
+2650,0.0006,0.14,11.782,1,Red,M
+3340,0.0038,0.24,13.07,1,Red,M
+2799,0.0018,0.16,14.79,1,Red,M
+3692,0.00367,0.47,10.8,1,Red,M
+3192,0.00362,0.1967,13.53,1,Red,M
+3441,0.039,0.351,11.18,1,Red,M
+25000,0.056,0.0084,10.58,2,Blue White,B
+7740,0.00049,0.01234,14.02,2,White,A
+7220,0.00017,0.011,14.23,2,White,F
+8500,0.0005,0.01,14.5,2,White,A
+16500,0.013,0.014,11.89,2,Blue White,B
+12990,0.000085,0.00984,12.23,2,Yellowish White,F
+8570,0.00081,0.0097,14.2,2,Blue white,A
+7700,0.00011,0.0128,14.47,2,Yellowish White,F
+11790,0.00015,0.011,12.59,2,Yellowish White,F
+7230,0.00008,0.013,14.08,2,Pale yellow orange,F
+39000,204000,10.6,-4.7,3,Blue,O
+30000,28840,6.3,-4.2,3,Blue-white,B
+15276,1136,7.2,-1.97,3,Blue-white,B
+9700,74,2.89,0.16,3,Whitish,B
+5800,0.81,0.9,5.05,3,yellow-white,F
+8052,8.7,1.8,2.42,3,Whitish,A
+6757,1.43,1.12,2.41,3,yellow-white,F
+6380,1.35,0.98,2.93,3,yellow-white,F
+5936,1.357,1.106,4.46,3,yellow-white,F
+5587,0.819,0.99,5.03,3,yellow-white,F
+3826,200000,19,-6.93,4,Red,M
+3365,340000,23,-6.2,4,Red,M
+3270,150000,88,-6.02,4,Red,M
+3200,195000,17,-7.22,4,Red,M
+3008,280000,25,-6,4,Red,M
+3600,320000,29,-6.6,4,Red,M
+3575,123000,45,-6.78,4,Red,M
+3574,200000,89,-5.24,4,Red,M
+3625,184000,84,-6.74,4,Red,M
+33750,220000,26,-6.1,4,Blue,B
+3490,270000,1520,-9.4,5,Red,M
+3750,283000,1260,-7.63,5,Red,M
+3834,272000,1183,-9.2,5,Red,M
+3749,550000,1648,-8.05,5,Orange,M
+3650,310000,1324,-7.79,5,Red,M
+3450,263000,1349,-11.75,5,Red,M
+3660,363000,1673,-11.92,5,Red,M
+3450,174000,1284,-11.28,5,Red,M
+3752,209000,955,-11.24,5,Red,M
+3535,195000,1546,-11.36,5,Red,M
+3341,0.0056,0.057,16.23,0,Red,M
+3432,0.00067,0.19,16.94,0,Red,M
+2983,0.00024,0.094,16.09,0,Red,M
+2835,0.00034,0.0918,16.96,0,Red,M
+2935,0.00014,0.116,18.89,0,Red,M
+3295,0.00098,0.132,17.13,0,Red,M
+2945,0.00032,0.093,18.34,0,Red,M
+2817,0.00098,0.0911,16.45,0,Red,M
+2774,0.00036,0.118,17.39,0,Red,M
+2871,0.00072,0.12,19.43,0,Red,M
+3345,0.021,0.273,12.3,1,Red,M
+3607,0.022,0.38,10.12,1,Red,M
+3304,0.0085,0.18,13.2,1,Red,M
+3150,0.0088,0.35,11.94,1,Red,M
+3550,0.004,0.291,10.89,1,Red,M
+3180,0.001,0.35,11.76,1,Red,M
+2890,0.0034,0.24,13.46,1,Red,M
+3342,0.0015,0.307,11.87,1,Red,M
+2621,0.0006,0.098,12.81,1,Red,M
+3158,0.00135,0.161,13.98,1,Red,M
+7100,0.00029,0.012,14.09,2,White-Yellow,F
+10574,0.00014,0.0092,12.02,2,White,F
+8930,0.00056,0.0095,13.78,2,white,A
+17200,0.00098,0.015,12.45,2,Blue White,B
+14100,0.00067,0.0089,12.17,2,Blue White,B
+9675,0.00045,0.0109,13.98,2,Blue White,A
+12010,0.00078,0.0092,12.13,2,Blue White,B
+10980,0.00074,0.0087,11.19,2,Blue White,B
+13720,0.00018,0.00892,12.97,2,white,F
+19860,0.0011,0.0131,11.34,2,Blue ,B
+5300,0.59,0.91,5.49,3,yellow-white,F
+4526,0.153,0.865,6.506,3,yellowish,K
+4077,0.085,0.795,6.228,3,yellowish,K
+4980,0.357,1.13,4.78,3,Yellowish,K
+9030,45,2.63,1.45,3,Blue-white,A
+11250,672,6.98,-2.3,3,Blue-white,A
+5112,0.63,0.876,4.68,3,Orange-Red,K
+7720,7.92,1.34,2.44,3,yellow-white,F
+12098,689,7.01,0.02,3,Blue-white,A
+36108,198000,10.2,-4.4,3,Blue,O
+33300,240000,12,-6.5,4,Blue,B
+40000,813000,14,-6.23,4,Blue,O
+23000,127000,36,-5.76,4,Blue,O
+17120,235000,83,-6.89,4,Blue,O
+11096,112000,12,-5.91,4,Blue,O
+14245,231000,42,-6.12,4,Blue,O
+24630,363000,63,-5.83,4,Blue,O
+12893,184000,36,-6.34,4,Blue,O
+24345,142000,57,-6.24,4,Blue,O
+33421,352000,67,-5.79,4,Blue,O
+3459,100000,1289,-10.7,5,Red,M
+3605,126000,1124,-10.81,5,Red,M
+3615,200000,1635,-11.33,5,Red,M
+3399,117000,1486,-10.92,5,Red,M
+3610,132000,1522,-10.86,5,Red,M
+3553,145000,1324,-11.03,5,Red,M
+4015,282000,1534,-11.39,5,Red,K
+3625,74000,876,-10.25,5,Red,M
+6850,229000,1467,-10.07,5,Red,G
+3780,200000,1324,-10.7,5,Red,M
+3323,0.00043,0.0912,17.16,0,Red,M
+3531,0.00093,0.0976,19.94,0,Red,M
+3218,0.00054,0.11,20.02,0,Red,M
+3146,0.00015,0.0932,16.92,0,Red,M
+3511,0.00064,0.109,17.12,0,Red,M
+3225,0.00076,0.121,19.63,0,Red,M
+2935,0.00087,0.0932,16.88,0,Red,M
+2861,0.00019,0.0899,16.71,0,Red,M
+2856,0.000896,0.0782,19.56,0,Red,M
+2731,0.000437,0.0856,18.09,0,Red,M
+3095,0.00019,0.492,10.87,1,Red,M
+3607,0.00023,0.38,10.34,1,Red,M
+3100,0.008,0.31,11.17,1,Red,M
+2989,0.0087,0.34,13.12,1,Red,M
+3542,0.0009,0.62,14.23,1,Red,M
+3243,0.0023,0.73,14.75,1,Red,M
+3091,0.0081,0.24,11.43,1,Red,M
+3598,0.0011,0.56,14.26,1,Red,M
+3324,0.0034,0.34,12.23,1,Red,M
+3541,0.0013,0.256,14.33,1,Red,M
+13420,0.00059,0.00981,13.67,2,Blue White,B
+21020,0.0015,0.0112,11.52,2,Blue,B
+18290,0.0013,0.00934,12.78,2,Blue,B
+14520,0.00082,0.00972,11.92,2,Blue White,B
+11900,0.00067,0.00898,11.38,2,Blue white ,B
+8924,0.00028,0.00879,14.87,2,Blue white,A
+12912,0.00071,0.00945,12.83,2,Blue white,B
+14732,0.00011,0.00892,12.89,2,white,F
+7723,0.00014,0.00878,14.81,2,White,A
+12984,0.00088,0.00996,11.23,2,Blue White,B
+29560,188000,6.02,-4.01,3,Blue-white,B
+8945,38,2.487,0.12,3,Blue-White,A
+14060,1092,5.745,-2.04,3,Blue-white,A
+16390,1278,5.68,-3.32,3,Blue-white,B
+25070,14500,5.92,-3.98,3,Blue-white,B
+28700,16790,6.4,-4.09,3,Blue-white,B
+26140,14520,5.49,-3.8,3,Blue-white,B
+20120,4720,6.78,-3.4,3,Blue-white,B
+13023,998,6.21,-1.38,3,Blue-white,A
+37800,202900,6.86,-4.56,3,Blue,O
+25390,223000,57,-5.92,4,Blue,O
+11567,251000,36,-6.245,4,Blue,O
+12675,452000,83,-5.62,4,Blue,O
+5752,245000,97,-6.63,4,Blue,O
+8927,239000,35,-7.34,4,Blue,O
+7282,131000,24,-7.22,4,Blue,O
+19923,152000,73,-5.69,4,Blue,O
+26373,198000,39,-5.83,4,Blue,O
+17383,342900,30,-6.09,4,Blue,O
+9373,424520,24,-5.99,4,Blue,O
+3570,320000,1480,-7.58,5,Red,M
+3500,138000,1420,-8.18,5,Red,M
+4287,630000,1315,-9.2,5,Orange,K
+26000,316000,1679,-9.1,5,Blue,B
+3600,240000,1190,-7.89,5,Red,M
+3614,145000,1553,-7.71,5,Red,M
+18000,200000,1045,-8.3,5,Blue,O
+11000,170000,1779,-9.9,5,Blue-white,B
+12100,120000,708.9,-7.84,5,Blue-white,B
+24490,248490,1134.5,-8.24,5,Blue-white,B
+2831,0.000231,0.0915,16.21,0,Red,M
+2914,0.000631,0.116,18.39,0,Red,M
+3419,0.000245,0.126,17.56,0,Red,M
+3218,0.000452,0.0987,17.34,0,Red,M
+3453,0.000621,0.0773,17.08,0,Red,M
+2889,0.000352,0.0973,16.93,0,Red,M
+2968,0.000461,0.119,17.45,0,Red,M
+3484,0.000551,0.0998,16.67,0,Red,M
+2778,0.000849,0.112,19.45,0,Red,M
+3523,0.000957,0.129,16.35,0,Red,M
+3462,0.0053,0.148,11.47,1,Red,M
+3257,0.0024,0.46,10.73,1,Red,M
+2994,0.0072,0.28,13.45,1,Red,M
+3212,0.0016,0.378,12.854,1,Red,M
+3523,0.0054,0.319,12.43,1,Red,M
+3598,0.0027,0.67,13.667,1,Red,M
+3142,0.00132,0.258,14.12,1,Red,M
+3496,0.00125,0.336,14.94,1,Red,M
+3324,0.0065,0.471,12.78,1,Red,M
+3463,0.0027,0.675,14.776,1,Red,M
+16790,0.0014,0.0121,12.87,2,Blue,B
+15680,0.00122,0.0114,11.92,2,Blue,B
+14982,0.00118,0.0113,12.23,2,Blue,B
+13340,0.00109,0.0116,12.9,2,Blue,B
+18340,0.00134,0.0124,11.22,2,Blue,B
+19920,0.00156,0.0142,11.34,2,Blue,B
+24020,0.00159,0.0127,10.55,2,Blue,B
+23092,0.00132,0.0104,10.18,2,Blue,B
+17920,0.00111,0.0106,11.66,2,Blue,B
+19360,0.00125,0.00998,11.62,2,Blue,B
+22350,12450,6.36,-3.67,3,Blue-white,B
+10012,552,5.856,0.013,3,Blue-white,A
+13089,788,5.992,-0.12,3,Blue-white,A
+22012,6748,6.64,-2.55,3,Blue-white,B
+34190,198200,6.39,-4.57,3,Blue,O
+32460,173800,6.237,-4.36,3,Blue,O
+9320,29,1.91,1.236,3,Blue-white,A
+19400,10920,6.03,-3.08,3,Blue-white,B
+17140,883,5.653,-2.64,3,Blue-white,B
+8250,9.25,1.93,-0.98,3,yellow-white,F
+23678,244290,35,-6.27,4,Blue,O
+12749,332520,76,-7.02,4,Blue,O
+9383,342940,98,-6.98,4,Blue,O
+23440,537430,81,-5.975,4,Blue,O
+16787,246730,62,-6.35,4,Blue,O
+18734,224780,46,-7.45,4,Blue,O
+9892,593900,80,-7.262,4,Blue,O
+10930,783930,25,-6.224,4,Blue,O
+23095,347820,86,-5.905,4,Blue,O
+21738,748890,92,-7.346,4,Blue,O
+24145,382993,1494,-8.84,5,Blue-white,B
+38234,272830,1356,-9.29,5,Blue,O
+32489,648430,1948.5,-10.84,5,Blue,O
+27739,849420,1252,-7.59,5,Blue-white,B
+21904,748490,1130,-7.67,5,Blue-white,B
+38940,374830,1356,-9.93,5,Blue,O
+30839,834042,1194,-10.63,5,Blue,O
+8829,537493,1423,-10.73,5,White,A
+9235,404940,1112,-11.23,5,White,A
+37882,294903,1783,-7.8,5,Blue,O
diff --git a/data-used/starsmod.csv b/data-used/starsmod.csv
new file mode 100644
index 0000000..3a6403c
--- /dev/null
+++ b/data-used/starsmod.csv
@@ -0,0 +1,241 @@
+,Temperature(K),Luminosity(L/Lo),Radius(R/Ro),Absolute_magnitude(Mv),Star_type,Star_color,Spectral_Class
+0,3068,0.0024,0.17,16.12,0,Red,M
+1,3042,0.0005,0.1542,16.6,0,Red,M
+2,2600,0.0003,0.102,18.7,0,Red,M
+3,2800,0.0002,0.16,16.65,0,Red,M
+4,1939,0.000138,0.10300000000000001,20.06,0,Red,M
+5,2840,0.00065,0.11,16.98,0,Red,M
+6,2637,0.00073,0.127,17.22,0,Red,M
+7,2600,0.0004,0.096,17.4,0,Red,M
+8,2650,0.0006900000000000001,0.11,17.45,0,Red,M
+9,2700,0.00018,0.13,16.05,0,Red,M
+10,3600,0.0029,0.51,10.69,1,Red,M
+11,3129,0.0122,0.3761,11.79,1,Red,M
+12,3134,0.0004,0.196,13.21,1,Red,M
+13,3628,0.0055,0.39299999999999996,10.48,1,Red,M
+14,2650,0.0006,0.14,11.782,1,Red,M
+15,3340,0.0038,0.24,13.07,1,Red,M
+16,2799,0.0018,0.16,14.79,1,Red,M
+17,3692,0.00367,0.47,10.8,1,Red,M
+18,3192,0.0036200000000000004,0.1967,13.53,1,Red,M
+19,3441,0.039,0.35100000000000003,11.18,1,Red,M
+20,25000,0.055999999999999994,0.0084,10.58,2,Blue_White,B
+21,7740,0.00049,0.01234,14.02,2,White,A
+22,7220,0.00016999999999999999,0.011000000000000001,14.23,2,White,F
+23,8500,0.0005,0.01,14.5,2,White,A
+24,16500,0.013000000000000001,0.013999999999999999,11.89,2,Blue_White,B
+25,12990,8.499999999999999e-05,0.00984,12.23,2,Yellowish_White,F
+26,8570,0.00081,0.0097,14.2,2,Blue_white,A
+27,7700,0.00011,0.0128,14.47,2,Yellowish_White,F
+28,11790,0.00015,0.011000000000000001,12.59,2,Yellowish_White,F
+29,7230,8e-05,0.013000000000000001,14.08,2,Pale_yellow_orange,F
+30,39000,204000.0,10.6,-4.7,3,Blue,O
+31,30000,28840.0,6.3,-4.2,3,Blue-white,B
+32,15276,1136.0,7.2,-1.97,3,Blue-white,B
+33,9700,74.0,2.89,0.16,3,Whitish,B
+34,5800,0.81,0.9,5.05,3,yellow-white,F
+35,8052,8.7,1.8,2.42,3,Whitish,A
+36,6757,1.43,1.12,2.41,3,yellow-white,F
+37,6380,1.35,0.98,2.93,3,yellow-white,F
+38,5936,1.357,1.1059999999999999,4.46,3,yellow-white,F
+39,5587,0.8190000000000001,0.99,5.03,3,yellow-white,F
+40,3826,200000.0,19.0,-6.93,4,Red,M
+41,3365,340000.0,23.0,-6.2,4,Red,M
+42,3270,150000.0,88.0,-6.02,4,Red,M
+43,3200,195000.0,17.0,-7.22,4,Red,M
+44,3008,280000.0,25.0,-6.0,4,Red,M
+45,3600,320000.0,29.0,-6.6,4,Red,M
+46,3575,123000.0,45.0,-6.78,4,Red,M
+47,3574,200000.0,89.0,-5.24,4,Red,M
+48,3625,184000.0,84.0,-6.74,4,Red,M
+49,33750,220000.0,26.0,-6.1,4,Blue,B
+50,3490,270000.0,1520.0,-9.4,5,Red,M
+51,3750,283000.0,1260.0,-7.63,5,Red,M
+52,3834,272000.0,1183.0,-9.2,5,Red,M
+53,3749,550000.0,1648.0,-8.05,5,Orange,M
+54,3650,310000.0,1324.0,-7.79,5,Red,M
+55,3450,263000.0,1349.0,-11.75,5,Red,M
+56,3660,363000.0,1673.0,-11.92,5,Red,M
+57,3450,174000.0,1284.0,-11.28,5,Red,M
+58,3752,209000.0,955.0,-11.24,5,Red,M
+59,3535,195000.0,1546.0,-11.36,5,Red,M
+60,3341,0.0056,0.057,16.23,0,Red,M
+61,3432,0.00067,0.19,16.94,0,Red,M
+62,2983,0.00023999999999999998,0.094,16.09,0,Red,M
+63,2835,0.00033999999999999997,0.0918,16.96,0,Red,M
+64,2935,0.00014,0.11599999999999999,18.89,0,Red,M
+65,3295,0.00098,0.132,17.13,0,Red,M
+66,2945,0.00032,0.09300000000000001,18.34,0,Red,M
+67,2817,0.00098,0.0911,16.45,0,Red,M
+68,2774,0.00036,0.11800000000000001,17.39,0,Red,M
+69,2871,0.00072,0.12,19.43,0,Red,M
+70,3345,0.021,0.273,12.3,1,Red,M
+71,3607,0.022000000000000002,0.38,10.12,1,Red,M
+72,3304,0.0085,0.18,13.2,1,Red,M
+73,3150,0.0088,0.35,11.94,1,Red,M
+74,3550,0.004,0.29100000000000004,10.89,1,Red,M
+75,3180,0.001,0.35,11.76,1,Red,M
+76,2890,0.0034,0.24,13.46,1,Red,M
+77,3342,0.0015,0.307,11.87,1,Red,M
+78,2621,0.0006,0.098,12.81,1,Red,M
+79,3158,0.00135,0.161,13.98,1,Red,M
+80,7100,0.00029,0.012,14.09,2,White-Yellow,F
+81,10574,0.00014,0.0092,12.02,2,White,F
+82,8930,0.00056,0.0095,13.78,2,white,A
+83,17200,0.00098,0.015,12.45,2,Blue_White,B
+84,14100,0.00067,0.0089,12.17,2,Blue_White,B
+85,9675,0.00045,0.0109,13.98,2,Blue_White,A
+86,12010,0.00078,0.0092,12.13,2,Blue_White,B
+87,10980,0.00074,0.0087,11.19,2,Blue_White,B
+88,13720,0.00018,0.00892,12.97,2,white,F
+89,19860,0.0011,0.0131,11.34,2,Blue_,B
+90,5300,0.59,0.91,5.49,3,yellow-white,F
+91,4526,0.153,0.865,6.506,3,yellowish,K
+92,4077,0.085,0.795,6.228,3,yellowish,K
+93,4980,0.35700000000000004,1.13,4.78,3,Yellowish,K
+94,9030,45.0,2.63,1.45,3,Blue-white,A
+95,11250,672.0,6.98,-2.3,3,Blue-white,A
+96,5112,0.63,0.8759999999999999,4.68,3,Orange-Red,K
+97,7720,7.92,1.34,2.44,3,yellow-white,F
+98,12098,689.0,7.01,0.02,3,Blue-white,A
+99,36108,198000.0,10.2,-4.4,3,Blue,O
+100,33300,240000.0,12.0,-6.5,4,Blue,B
+101,40000,813000.0,14.0,-6.23,4,Blue,O
+102,23000,127000.0,36.0,-5.76,4,Blue,O
+103,17120,235000.0,83.0,-6.89,4,Blue,O
+104,11096,112000.0,12.0,-5.91,4,Blue,O
+105,14245,231000.0,42.0,-6.12,4,Blue,O
+106,24630,363000.0,63.0,-5.83,4,Blue,O
+107,12893,184000.0,36.0,-6.34,4,Blue,O
+108,24345,142000.0,57.0,-6.24,4,Blue,O
+109,33421,352000.0,67.0,-5.79,4,Blue,O
+110,3459,100000.0,1289.0,-10.7,5,Red,M
+111,3605,126000.0,1124.0,-10.81,5,Red,M
+112,3615,200000.0,1635.0,-11.33,5,Red,M
+113,3399,117000.0,1486.0,-10.92,5,Red,M
+114,3610,132000.0,1522.0,-10.86,5,Red,M
+115,3553,145000.0,1324.0,-11.03,5,Red,M
+116,4015,282000.0,1534.0,-11.39,5,Red,K
+117,3625,74000.0,876.0,-10.25,5,Red,M
+118,6850,229000.0,1467.0,-10.07,5,Red,G
+119,3780,200000.0,1324.0,-10.7,5,Red,M
+120,3323,0.00043,0.0912,17.16,0,Red,M
+121,3531,0.00093,0.0976,19.94,0,Red,M
+122,3218,0.00054,0.11,20.02,0,Red,M
+123,3146,0.00015,0.0932,16.92,0,Red,M
+124,3511,0.00064,0.109,17.12,0,Red,M
+125,3225,0.0007599999999999999,0.121,19.63,0,Red,M
+126,2935,0.0008699999999999999,0.0932,16.88,0,Red,M
+127,2861,0.00018999999999999998,0.0899,16.71,0,Red,M
+128,2856,0.0008960000000000001,0.0782,19.56,0,Red,M
+129,2731,0.000437,0.0856,18.09,0,Red,M
+130,3095,0.00018999999999999998,0.49200000000000005,10.87,1,Red,M
+131,3607,0.00022999999999999998,0.38,10.34,1,Red,M
+132,3100,0.008,0.31,11.17,1,Red,M
+133,2989,0.0087,0.34,13.12,1,Red,M
+134,3542,0.0009,0.62,14.23,1,Red,M
+135,3243,0.0023,0.73,14.75,1,Red,M
+136,3091,0.0081,0.24,11.43,1,Red,M
+137,3598,0.0011,0.56,14.26,1,Red,M
+138,3324,0.0034,0.34,12.23,1,Red,M
+139,3541,0.0013,0.256,14.33,1,Red,M
+140,13420,0.00059,0.00981,13.67,2,Blue_White,B
+141,21020,0.0015,0.0112,11.52,2,Blue,B
+142,18290,0.0013,0.009340000000000001,12.78,2,Blue,B
+143,14520,0.00082,0.00972,11.92,2,Blue_White,B
+144,11900,0.00067,0.00898,11.38,2,Blue_white_,B
+145,8924,0.00028,0.008790000000000001,14.87,2,Blue_white,A
+146,12912,0.0007099999999999999,0.00945,12.83,2,Blue_white,B
+147,14732,0.00011,0.00892,12.89,2,white,F
+148,7723,0.00014,0.00878,14.81,2,White,A
+149,12984,0.00088,0.00996,11.23,2,Blue_White,B
+150,29560,188000.0,6.02,-4.01,3,Blue-white,B
+151,8945,38.0,2.487,0.12,3,Blue-White,A
+152,14060,1092.0,5.745,-2.04,3,Blue-white,A
+153,16390,1278.0,5.68,-3.32,3,Blue-white,B
+154,25070,14500.0,5.92,-3.98,3,Blue-white,B
+155,28700,16790.0,6.4,-4.09,3,Blue-white,B
+156,26140,14520.0,5.49,-3.8,3,Blue-white,B
+157,20120,4720.0,6.78,-3.4,3,Blue-white,B
+158,13023,998.0,6.21,-1.38,3,Blue-white,A
+159,37800,202900.0,6.86,-4.56,3,Blue,O
+160,25390,223000.0,57.0,-5.92,4,Blue,O
+161,11567,251000.0,36.0,-6.245,4,Blue,O
+162,12675,452000.0,83.0,-5.62,4,Blue,O
+163,5752,245000.0,97.0,-6.63,4,Blue,O
+164,8927,239000.0,35.0,-7.34,4,Blue,O
+165,7282,131000.0,24.0,-7.22,4,Blue,O
+166,19923,152000.0,73.0,-5.69,4,Blue,O
+167,26373,198000.0,39.0,-5.83,4,Blue,O
+168,17383,342900.0,30.0,-6.09,4,Blue,O
+169,9373,424520.0,24.0,-5.99,4,Blue,O
+170,3570,320000.0,1480.0,-7.58,5,Red,M
+171,3500,138000.0,1420.0,-8.18,5,Red,M
+172,4287,630000.0,1315.0,-9.2,5,Orange,K
+173,26000,316000.0,1679.0,-9.1,5,Blue,B
+174,3600,240000.0,1190.0,-7.89,5,Red,M
+175,3614,145000.0,1553.0,-7.71,5,Red,M
+176,18000,200000.0,1045.0,-8.3,5,Blue,O
+177,11000,170000.0,1779.0,-9.9,5,Blue-white,B
+178,12100,120000.0,708.9,-7.84,5,Blue-white,B
+179,24490,248490.0,1134.5,-8.24,5,Blue-white,B
+180,2831,0.000231,0.0915,16.21,0,Red,M
+181,2914,0.0006309999999999999,0.11599999999999999,18.39,0,Red,M
+182,3419,0.000245,0.126,17.56,0,Red,M
+183,3218,0.000452,0.0987,17.34,0,Red,M
+184,3453,0.000621,0.0773,17.08,0,Red,M
+185,2889,0.000352,0.0973,16.93,0,Red,M
+186,2968,0.00046100000000000004,0.11900000000000001,17.45,0,Red,M
+187,3484,0.000551,0.0998,16.67,0,Red,M
+188,2778,0.000849,0.11199999999999999,19.45,0,Red,M
+189,3523,0.0009570000000000001,0.129,16.35,0,Red,M
+190,3462,0.0053,0.14800000000000002,11.47,1,Red,M
+191,3257,0.0024,0.46,10.73,1,Red,M
+192,2994,0.0072,0.28,13.45,1,Red,M
+193,3212,0.0016,0.37799999999999995,12.854000000000001,1,Red,M
+194,3523,0.0054,0.319,12.43,1,Red,M
+195,3598,0.0027,0.67,13.667,1,Red,M
+196,3142,0.00132,0.258,14.12,1,Red,M
+197,3496,0.00125,0.336,14.94,1,Red,M
+198,3324,0.0065,0.47100000000000003,12.78,1,Red,M
+199,3463,0.0027,0.675,14.776,1,Red,M
+200,16790,0.0014,0.0121,12.87,2,Blue,B
+201,15680,0.00122,0.0114,11.92,2,Blue,B
+202,14982,0.00118,0.0113,12.23,2,Blue,B
+203,13340,0.00109,0.0116,12.9,2,Blue,B
+204,18340,0.00134,0.0124,11.22,2,Blue,B
+205,19920,0.00156,0.0142,11.34,2,Blue,B
+206,24020,0.00159,0.0127,10.55,2,Blue,B
+207,23092,0.00132,0.0104,10.18,2,Blue,B
+208,17920,0.0011099999999999999,0.0106,11.66,2,Blue,B
+209,19360,0.00125,0.00998,11.62,2,Blue,B
+210,22350,12450.0,6.36,-3.67,3,Blue-white,B
+211,10012,552.0,5.856,0.013000000000000001,3,Blue-white,A
+212,13089,788.0,5.992000000000001,-0.12,3,Blue-white,A
+213,22012,6748.0,6.64,-2.55,3,Blue-white,B
+214,34190,198200.0,6.39,-4.57,3,Blue,O
+215,32460,173800.0,6.237,-4.36,3,Blue,O
+216,9320,29.0,1.91,1.236,3,Blue-white,A
+217,19400,10920.0,6.03,-3.08,3,Blue-white,B
+218,17140,883.0,5.653,-2.64,3,Blue-white,B
+219,8250,9.25,1.93,-0.98,3,yellow-white,F
+220,23678,244290.0,35.0,-6.27,4,Blue,O
+221,12749,332520.0,76.0,-7.02,4,Blue,O
+222,9383,342940.0,98.0,-6.98,4,Blue,O
+223,23440,537430.0,81.0,-5.975,4,Blue,O
+224,16787,246730.0,62.0,-6.35,4,Blue,O
+225,18734,224780.0,46.0,-7.45,4,Blue,O
+226,9892,593900.0,80.0,-7.2620000000000005,4,Blue,O
+227,10930,783930.0,25.0,-6.224,4,Blue,O
+228,23095,347820.0,86.0,-5.905,4,Blue,O
+229,21738,748890.0,92.0,-7.346,4,Blue,O
+230,24145,382993.0,1494.0,-8.84,5,Blue-white,B
+231,38234,272830.0,1356.0,-9.29,5,Blue,O
+232,32489,648430.0,1948.5,-10.84,5,Blue,O
+233,27739,849420.0,1252.0,-7.59,5,Blue-white,B
+234,21904,748490.0,1130.0,-7.67,5,Blue-white,B
+235,38940,374830.0,1356.0,-9.93,5,Blue,O
+236,30839,834042.0,1194.0,-10.63,5,Blue,O
+237,8829,537493.0,1423.0,-10.73,5,White,A
+238,9235,404940.0,1112.0,-11.23,5,White,A
+239,37882,294903.0,1783.0,-7.8,5,Blue,O
diff --git a/reporte/Presentacion_reporte.pdf b/reporte/Presentacion_reporte.pdf
new file mode 100644
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-- 
GitLab