suicide_trends_usa.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style> div#notebook {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " line-height: 170%;\n",
       " color: #b5c2d9;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       " padding-top: 25px !important;\n",
       "}\n",
       "body,\n",
       "div.body {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #899ab8;\n",
       " background-color: #1d1e23;\n",
       " background: #1d1e23;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "body.notebook_app {\n",
       " padding: 0;\n",
       " background-color: #1d1e23;\n",
       " background: #1d1e23;\n",
       " padding-right: 0px !important;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "a {\n",
       " font-family: sans-serif;\n",
       " color: #899ab8;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "a:hover,\n",
       "a:focus {\n",
       " color: #bbc2e0;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "div#maintoolbar {\n",
       " position: absolute;\n",
       " width: 90%;\n",
       " margin-left: -10%;\n",
       " padding-right: 8%;\n",
       " float: left;\n",
       " background: transparent !important;\n",
       "}\n",
       "#maintoolbar {\n",
       " margin-bottom: -3px;\n",
       " margin-top: 0px;\n",
       " border: 0px;\n",
       " min-height: 27px;\n",
       " padding-top: 2px;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       "#maintoolbar .container {\n",
       " width: 75%;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       ".list_header,\n",
       "div#notebook_list_header.row.list_header {\n",
       " font-size: 14pt;\n",
       " color: #bbc2e0;\n",
       " background-color: transparent;\n",
       " height: 35px;\n",
       "}\n",
       "i.fa.fa-folder {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px \"FontAwesome\";\n",
       " font-family: \"FontAwesome\" !important;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " font-size: 18px;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #899ab8;\n",
       " padding: 8px 8px;\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a {\n",
       " font-size: 14pt;\n",
       " color: #899ab8;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a:focus,\n",
       "#running .panel-group .panel .panel-heading a:hover {\n",
       " font-size: 14pt;\n",
       " color: #899ab8;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item {\n",
       " background: #384152;\n",
       " background-color: #384152;\n",
       " padding: 2px;\n",
       " border-bottom: 2px solid rgba(80,92,133,.22);\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item:hover {\n",
       " background: #384152;\n",
       " background-color: #384152;\n",
       "}\n",
       "#running .panel-group .panel .panel-body {\n",
       " padding: 2px;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_cluster_list {\n",
       " border: none !important;\n",
       "}\n",
       "div.running_list_info.toolbar_info {\n",
       " font-size: 15px;\n",
       " padding: 4px 0 4px 0;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " line-height: 24px;\n",
       " text-shadow: none;\n",
       "}\n",
       ".list_placeholder {\n",
       " font-weight: normal;\n",
       "}\n",
       "#tree-selector {\n",
       " padding: 0px;\n",
       " border-color: transparent;\n",
       "}\n",
       "#project_name > ul > li > a > i.fa.fa-home {\n",
       " color: #7aa05d;\n",
       " font-size: 17pt;\n",
       " display: inline-block;\n",
       " position: static;\n",
       " padding: 0px 0px;\n",
       " font-weight: normal;\n",
       " text-align: center;\n",
       " vertical-align: text-top;\n",
       "}\n",
       ".fa-folder:before {\n",
       " color: #4c8be2;\n",
       "}\n",
       ".fa-arrow-up:before {\n",
       " font-size: 14px;\n",
       "}\n",
       ".fa-arrow-down:before {\n",
       " font-size: 14px;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {\n",
       " color: #7aa05d;\n",
       "}\n",
       ".folder_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f07b\";\n",
       " color: #4c8be2;\n",
       "}\n",
       ".notebook_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f02d\";\n",
       " position: relative;\n",
       " color: #94c273 !important;\n",
       " top: 0px;\n",
       "}\n",
       ".file_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f15b\";\n",
       " position: relative;\n",
       " top: 0px;\n",
       " color: #899ab8 !important;\n",
       "}\n",
       "#project_name a {\n",
       " display: inline-flex;\n",
       " padding-left: 7px;\n",
       " margin-left: -2px;\n",
       " text-align: -webkit-auto;\n",
       " vertical-align: baseline;\n",
       " font-size: 18px;\n",
       "}\n",
       "div#notebook_toolbar div.dynamic-instructions {\n",
       " font-family: sans-serif;\n",
       " font-size: 17px;\n",
       " color: #526488;\n",
       "}\n",
       "span#login_widget > .button,\n",
       "#logout {\n",
       " font-family: \"Proxima Nova\", sans-serif;\n",
       " color: #899ab8;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 2px solid #303542;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " margin-right: 10px;\n",
       " padding: 2px 7px;\n",
       "}\n",
       "span#login_widget > .button:hover,\n",
       "#logout:hover {\n",
       " color: #7aa05d;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: 2px solid #7aa05d;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "span#login_widget > .button:focus,\n",
       "#logout:focus,\n",
       "span#login_widget > .button.focus,\n",
       "#logout.focus,\n",
       "span#login_widget > .button:active,\n",
       "#logout:active,\n",
       "span#login_widget > .button.active,\n",
       "#logout.active,\n",
       ".open > .dropdown-togglespan#login_widget > .button,\n",
       ".open > .dropdown-toggle#logout {\n",
       " color: #d8dcee;\n",
       " background-color: #899ab8;\n",
       " background: #899ab8;\n",
       " border-color: #899ab8;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 2px;\n",
       "}\n",
       "body > #header #header-container {\n",
       " padding-bottom: 0px;\n",
       " padding-top: 4px;\n",
       " box-sizing: border-box;\n",
       " -moz-box-sizing: border-box;\n",
       " -webkit-box-sizing: border-box;\n",
       "}\n",
       "body > #header {\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       " position: relative;\n",
       " z-index: 100;\n",
       "}\n",
       ".list_container {\n",
       " font-size: 13pt;\n",
       " color: #899ab8;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".list_container > div {\n",
       " border-bottom: 1px solid rgba(80,92,133,.22);\n",
       " font-size: 13pt;\n",
       "}\n",
       ".list_header > div,\n",
       ".list_item > div {\n",
       " padding-top: 6px;\n",
       " padding-bottom: 2px;\n",
       " padding-left: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 22px;\n",
       " font-size: 13pt;\n",
       "}\n",
       ".item_icon {\n",
       " color: #4c8be2;\n",
       " font-size: 13pt;\n",
       " vertical-align: middle;\n",
       "}\n",
       ".list_item input:not([type=\"checkbox\"]) {\n",
       " padding-right: 0px;\n",
       " height: 1.75em;\n",
       " width: 25%;\n",
       " margin: 0px 0 0;\n",
       " margin-top: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 1.5em;\n",
       " font-size: 12pt;\n",
       " display: inline-table;\n",
       " position: static;\n",
       "}\n",
       "#button-select-all {\n",
       " height: 34px;\n",
       " min-width: 55px;\n",
       " z-index: 0;\n",
       " border: none !important;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 0px;\n",
       " margin-bottom: 0px;\n",
       " margin-top: 0px;\n",
       " left: -3px;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "#button-select-all:focus,\n",
       "#button-select-all:active:focus,\n",
       "#button-select-all.active:focus,\n",
       "#button-select-all.focus,\n",
       "#button-select-all:active.focus,\n",
       "#button-select-all.active.focus {\n",
       " background-color: #303542 !important;\n",
       " background: #303542 !important;\n",
       "}\n",
       "button#tree-selector-btn {\n",
       " height: 34px;\n",
       " font-size: 12.0pt;\n",
       " border: none;\n",
       " left: 0px;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "input#select-all.pull-left.tree-selector {\n",
       " margin-left: 7px;\n",
       " margin-right: 2px;\n",
       " margin-top: 2px;\n",
       " top: 4px;\n",
       "}\n",
       "input[type=\"radio\"],\n",
       "input[type=\"checkbox\"] {\n",
       " margin-top: 1px;\n",
       " line-height: normal;\n",
       "}\n",
       ".delete-button {\n",
       " border: none !important;\n",
       "}\n",
       "i.fa.fa-trash {\n",
       " font-size: 13.5pt;\n",
       "}\n",
       ".list_container a {\n",
       " font-size: 16px;\n",
       " color: #899ab8;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       "}\n",
       "div.list_container a:hover {\n",
       " color: #bbc2e0;\n",
       "}\n",
       ".list_header > div input,\n",
       ".list_item > div input {\n",
       " margin-right: 7px;\n",
       " margin-left: 12px;\n",
       " vertical-align: baseline;\n",
       " line-height: 22px;\n",
       " position: relative;\n",
       " top: -1px;\n",
       "}\n",
       "div.list_item:hover {\n",
       " background-color: rgba(80,90,133,.06);\n",
       "}\n",
       ".breadcrumb > li {\n",
       " font-size: 12.0pt;\n",
       " color: #899ab8;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".breadcrumb > li + li:before {\n",
       " content: \"/\\00a0\";\n",
       " padding: 0px;\n",
       " color: #899ab8;\n",
       " font-size: 18px;\n",
       "}\n",
       "#project_name > .breadcrumb {\n",
       " padding: 0px;\n",
       " margin-bottom: 0px;\n",
       " background-color: transparent;\n",
       " font-weight: normal;\n",
       " margin-top: -2px;\n",
       "}\n",
       "ul#tabs a {\n",
       " font-family: sans-serif;\n",
       " font-size: 13.5pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".nav-tabs {\n",
       " font-family: sans-serif;\n",
       " font-size: 13.5pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " background-color: transparent;\n",
       " border-color: transparent;\n",
       " text-shadow: none !important;\n",
       " border: 2px solid transparent;\n",
       "}\n",
       ".nav-tabs > li > a:active,\n",
       ".nav-tabs > li > a:focus,\n",
       ".nav-tabs > li > a:hover,\n",
       ".nav-tabs > li.active > a,\n",
       ".nav-tabs > li.active > a:focus,\n",
       ".nav-tabs > li.active > a:hover,\n",
       ".nav-tabs > li.active > a,\n",
       ".nav-tabs > li.active > a:hover,\n",
       ".nav-tabs > li.active > a:focus {\n",
       " color: #7aa05d;\n",
       " background-color: transparent;\n",
       " border-color: transparent;\n",
       " border-bottom: 2px solid transparent;\n",
       "}\n",
       ".nav > li.disabled > a,\n",
       ".nav > li.disabled > a:hover {\n",
       " color: #526488;\n",
       "}\n",
       ".nav-tabs > li > a:before {\n",
       " content: \"\";\n",
       " position: absolute;\n",
       " width: 100%;\n",
       " height: 2px;\n",
       " bottom: -2px;\n",
       " left: 0;\n",
       " background-color: #7aa05d;\n",
       " visibility: hidden;\n",
       " -webkit-transform: perspective(0)scaleX(0);\n",
       " transform: perspective(0)scaleX(0);\n",
       " -webkit-transition: ease 220ms;\n",
       " transition: ease 220ms;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       ".nav-tabs > li > a:hover:before {\n",
       " visibility: visible;\n",
       " -webkit-transform: perspective(1)scaleX(1);\n",
       " transform: perspective(1)scaleX(1);\n",
       "}\n",
       ".nav-tabs > li.active > a:before {\n",
       " content: \"\";\n",
       " position: absolute;\n",
       " width: 100%;\n",
       " height: 2px;\n",
       " bottom: -2px;\n",
       " left: 0;\n",
       " background-color: #7aa05d;\n",
       " visibility: visible;\n",
       " -webkit-transform: perspective(1)scaleX(1);\n",
       " transform: perspective(1)scaleX(1);\n",
       " -webkit-font-smoothing: subpixel-antialiased !important;\n",
       "}\n",
       "div#notebook {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " padding-top: 4px;\n",
       "}\n",
       ".notebook_app {\n",
       " background-color: #1d1e23;\n",
       "}\n",
       "#notebook-container {\n",
       " padding: 13px 2px;\n",
       " background-color: #1d1e23;\n",
       " min-height: 0px;\n",
       " box-shadow: none;\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div#ipython-main-app.container {\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       ".container {\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div#menubar-container {\n",
       " width: 100%;\n",
       " width: 980px;\n",
       "}\n",
       "div#header-container {\n",
       " width: 980px;\n",
       "}\n",
       ".notebook_app #header,\n",
       ".edit_app #header {\n",
       " box-shadow: none !important;\n",
       " background-color: #1d1e23;\n",
       " border-bottom: 2px solid rgba(80,92,133,.22);\n",
       "}\n",
       "#header,\n",
       ".edit_app #header {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " box-shadow: none;\n",
       " background-color: #1d1e23;\n",
       "}\n",
       "#header .header-bar,\n",
       ".edit_app #header .header-bar {\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       "}\n",
       "body > #header .header-bar {\n",
       " width: 100%;\n",
       " background: #1d1e23;\n",
       "}\n",
       "span.checkpoint_status,\n",
       "span.autosave_status {\n",
       " font-size: small;\n",
       " display: none;\n",
       "}\n",
       "#menubar,\n",
       "div#menubar {\n",
       " background-color: #1d1e23;\n",
       " padding-top: 0px !important;\n",
       "}\n",
       "#menubar .navbar,\n",
       ".navbar-default {\n",
       " background-color: #1d1e23;\n",
       " margin-bottom: 0px;\n",
       " margin-top: 0px;\n",
       "}\n",
       ".navbar {\n",
       " border: none;\n",
       "}\n",
       "div.navbar-text,\n",
       ".navbar-text,\n",
       ".navbar-text.indicator_area,\n",
       "p.navbar-text.indicator_area {\n",
       " margin-top: 8px !important;\n",
       " margin-bottom: 0px;\n",
       " color: #7aa05d;\n",
       "}\n",
       ".navbar-default {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " background-color: #1d1e23;\n",
       " border-color: #313643;\n",
       " line-height: 1.5em;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       ".navbar-default .navbar-nav > li > a {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #899ab8;\n",
       " display: block;\n",
       " line-height: 1.5em;\n",
       " padding-top: 14px;\n",
       " padding-bottom: 11px;\n",
       "}\n",
       ".navbar-default .navbar-nav > li > a:hover,\n",
       ".navbar-default .navbar-nav > li > a:focus {\n",
       " color: #bbc2e0 !important;\n",
       " background-color: rgba(80,92,133,.22) !important;\n",
       " border-color: #313643 !important;\n",
       " line-height: 1.5em;\n",
       " transition: 80ms ease;\n",
       "}\n",
       ".navbar-default .navbar-nav > .open > a,\n",
       ".navbar-default .navbar-nav > .open > a:hover,\n",
       ".navbar-default .navbar-nav > .open > a:focus {\n",
       " color: #d8dcee;\n",
       " background-color: #353b49;\n",
       " border-color: #353b49;\n",
       " line-height: 1.5em;\n",
       "}\n",
       ".navbar-nav > li > .dropdown-menu {\n",
       " margin-top: 0px;\n",
       "}\n",
       ".navbar-nav {\n",
       " margin: 0;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info,\n",
       ".notification_widget:active:hover,\n",
       ".notification_widget.active:hover,\n",
       ".open > .dropdown-toggle.notification_widget:hover,\n",
       ".notification_widget:active:focus,\n",
       ".notification_widget.active:focus,\n",
       ".open > .dropdown-toggle.notification_widget:focus,\n",
       ".notification_widget:active.focus,\n",
       ".notification_widget.active.focus,\n",
       ".open > .dropdown-toggle.notification_widget.focus,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {\n",
       " color: #899ab8 !important;\n",
       " background-color: transparent !important;\n",
       " border-color: transparent !important;\n",
       " padding-bottom: 0px !important;\n",
       " margin-bottom: 0px !important;\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       "}\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       "}\n",
       ".notification_widget {\n",
       " color: #4c8be2;\n",
       " z-index: -500;\n",
       " font-size: 9pt;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " margin-right: 3px;\n",
       " border: none;\n",
       "}\n",
       ".notification_widget,\n",
       "div.notification_widget {\n",
       " margin-right: 0px;\n",
       " margin-left: 0px;\n",
       " padding-right: 0px;\n",
       " vertical-align: text-top !important;\n",
       " margin-top: 6px !important;\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " font-size: 9pt !important;\n",
       " border: none;\n",
       "}\n",
       ".navbar-btn.btn-xs:hover {\n",
       " border: none !important;\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " color: #899ab8 !important;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info {\n",
       " display: none !important;\n",
       "}\n",
       ".edit_mode .modal_indicator:before {\n",
       " display: none;\n",
       "}\n",
       ".command_mode .modal_indicator:before {\n",
       " display: none;\n",
       "}\n",
       ".item_icon {\n",
       " color: #4c8be2;\n",
       "}\n",
       ".item_buttons .kernel-name {\n",
       " font-size: 13pt;\n",
       " color: #4c8be2;\n",
       "}\n",
       ".running_notebook_icon:before {\n",
       " color: #94c273 !important;\n",
       " font: normal normal normal 15px/1 FontAwesome;\n",
       " font-size: 15px;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f10c\";\n",
       " vertical-align: middle;\n",
       " position: static;\n",
       " display: inherit;\n",
       "}\n",
       ".item_buttons .running-indicator {\n",
       " padding-top: 4px;\n",
       " color: #94c273;\n",
       " font-family: sans-serif;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       "}\n",
       "#notification_trusted {\n",
       " font-family: sans-serif;\n",
       " border: none;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " margin-bottom: 0px !important;\n",
       " vertical-align: bottom !important;\n",
       " color: #526488 !important;\n",
       " cursor: default !important;\n",
       "}\n",
       "#notification_area,\n",
       "div.notification_area {\n",
       " float: right !important;\n",
       " position: static;\n",
       " cursor: pointer;\n",
       " padding-top: 6px;\n",
       " padding-right: 4px;\n",
       "}\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       " margin-top: -5px !important;\n",
       "}\n",
       "#modal_indicator {\n",
       " float: right !important;\n",
       " color: #4c8be2;\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       " margin-top: 8px !important;\n",
       " margin-left: 0px;\n",
       "}\n",
       "#kernel_indicator {\n",
       " float: right !important;\n",
       " color: #7aa05d;\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       " border-left: 2px solid #7aa05d;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 4px;\n",
       " margin-top: 10px !important;\n",
       " margin-left: -2px;\n",
       " padding-left: 5px !important;\n",
       "}\n",
       "#kernel_indicator .kernel_indicator_name {\n",
       " font-size: 17px;\n",
       " color: #7aa05d;\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       " padding-left: 5px;\n",
       " padding-right: 5px;\n",
       " margin-top: 4px;\n",
       " vertical-align: text-top;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       ".kernel_idle_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 22px/1 FontAwesome;\n",
       " font-size: 22px;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " cursor: pointer;\n",
       " margin-left: 0px !important;\n",
       " opacity: 0.7;\n",
       " vertical-align: bottom;\n",
       " margin-top: 1px;\n",
       " content: \"\\f1db\";\n",
       "}\n",
       ".kernel_busy_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 22px/1 FontAwesome;\n",
       " font-size: 22px;\n",
       " -webkit-animation: pulsate 2s infinite ease-out;\n",
       " animation: pulsate 2s infinite ease-out;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " cursor: pointer;\n",
       " margin-left: 0px !important;\n",
       " vertical-align: bottom;\n",
       " margin-top: 1px;\n",
       " content: \"\\f111\";\n",
       "}\n",
       "@-webkit-keyframes pulsate {\n",
       " 0% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 8% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 50% {\n",
       "  -webkit-transform: scale(0.75,0.75);\n",
       "  opacity: 0.3;\n",
       " }\n",
       " 92% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 100% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info,\n",
       ".notification_widget:active:hover,\n",
       ".notification_widget.active:hover,\n",
       ".open > .dropdown-toggle.notification_widget:hover,\n",
       ".notification_widget:active:focus,\n",
       ".notification_widget.active:focus,\n",
       ".open > .dropdown-toggle.notification_widget:focus,\n",
       ".notification_widget:active.focus,\n",
       ".notification_widget.active.focus,\n",
       ".open > .dropdown-toggle.notification_widget.focus,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {\n",
       " color: #899ab8;\n",
       " background-color: #1d1e23;\n",
       " border-color: #1d1e23;\n",
       "}\n",
       "#notification_area,\n",
       "div.notification_area {\n",
       " float: right !important;\n",
       " position: static;\n",
       "}\n",
       ".notification_widget,\n",
       "div.notification_widget {\n",
       " margin-right: 0px;\n",
       " margin-left: 0px;\n",
       " padding-right: 0px;\n",
       " vertical-align: text-top !important;\n",
       " margin-top: 6px !important;\n",
       " z-index: 1000;\n",
       "}\n",
       "#kernel_logo_widget,\n",
       "#kernel_logo_widget .current_kernel_logo {\n",
       " display: none;\n",
       "}\n",
       "div#ipython_notebook {\n",
       " display: none;\n",
       "}\n",
       "i.fa.fa-icon {\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " text-rendering: auto;\n",
       "}\n",
       ".fa {\n",
       " display: inline-block;\n",
       " font: normal normal normal 10pt/1 \"FontAwesome\", sans-serif;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       ".dropdown-menu {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " box-shadow: none;\n",
       " padding: 0px;\n",
       " text-align: left;\n",
       " border: none;\n",
       " background-color: #353b49;\n",
       " background: #353b49;\n",
       " line-height: 1;\n",
       "}\n",
       ".dropdown-menu:hover {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " box-shadow: none;\n",
       " padding: 0px;\n",
       " text-align: left;\n",
       " border: none;\n",
       " background-color: #353b49;\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".dropdown-menu > li > a {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " display: block;\n",
       " padding: 10px 20px 9px 10px;\n",
       " color: #899ab8;\n",
       " background-color: #353b49;\n",
       " background: #353b49;\n",
       "}\n",
       ".dropdown-menu > li > a:hover,\n",
       ".dropdown-menu > li > a:focus {\n",
       " color: #bbc2e0;\n",
       " background-color: #313643;\n",
       " background: #313643;\n",
       " border-color: #313643;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu .divider {\n",
       " height: 1px;\n",
       " margin: 0px 0px;\n",
       " overflow: hidden;\n",
       " background-color: rgba(80,92,133,.45);\n",
       "}\n",
       ".dropdown-submenu > .dropdown-menu {\n",
       " display: none;\n",
       " top: 2px !important;\n",
       " left: 100%;\n",
       " margin-top: -2px;\n",
       " margin-left: 0px;\n",
       " padding-top: 0px;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu > .disabled > a,\n",
       ".dropdown-menu > .disabled > a:hover,\n",
       ".dropdown-menu > .disabled > a:focus {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " font-weight: normal;\n",
       " color: #526488;\n",
       " padding: none;\n",
       " display: block;\n",
       " clear: both;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".dropdown-submenu > a:after {\n",
       " color: #899ab8;\n",
       " margin-right: -16px;\n",
       " margin-top: 0px;\n",
       " display: inline-block;\n",
       "}\n",
       ".dropdown-submenu:hover > a:after,\n",
       ".dropdown-submenu:active > a:after,\n",
       ".dropdown-submenu:focus > a:after,\n",
       ".dropdown-submenu:visited > a:after {\n",
       " color: #7aa05d;\n",
       " margin-right: -16px;\n",
       " display: inline-block !important;\n",
       "}\n",
       "div.kse-dropdown > .dropdown-menu,\n",
       ".kse-dropdown > .dropdown-menu {\n",
       " min-width: 0;\n",
       " top: 94%;\n",
       "}\n",
       ".btn,\n",
       ".btn-default {\n",
       " font-family: sans-serif;\n",
       " color: #899ab8;\n",
       " background: #303542;\n",
       " background-color: #303542;\n",
       " border: 2px solid #303542;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " font-size: initial;\n",
       "}\n",
       ".btn:hover,\n",
       ".btn:active:hover,\n",
       ".btn.active:hover,\n",
       ".btn-default:hover,\n",
       ".open > .dropdown-toggle.btn-default:hover,\n",
       ".open > .dropdown-toggle.btn:hover {\n",
       " color: #7aa05d;\n",
       " border: 2px solid #2a2e39;\n",
       " background-color: #2a2e39;\n",
       " background: #2a2e39;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".btn:active,\n",
       ".btn.active,\n",
       ".btn:active:focus,\n",
       ".btn.active:focus,\n",
       ".btn:active.focus,\n",
       ".btn.active.focus,\n",
       ".btn-default:focus,\n",
       ".btn-default.focus,\n",
       ".btn-default:active,\n",
       ".btn-default.active,\n",
       ".btn-default:active:hover,\n",
       ".btn-default.active:hover,\n",
       ".btn-default:active:focus,\n",
       ".btn-default.active:focus,\n",
       ".btn-default:active.focus,\n",
       ".btn-default.active.focus,\n",
       ".open > .dropdown-toggle.btn:focus,\n",
       ".open > .dropdown-toggle.btn.focus,\n",
       ".open > .dropdown-toggle.btn-default:hover,\n",
       ".open > .dropdown-toggle.btn-default:focus,\n",
       ".open > .dropdown-toggle.btn-default.hover,\n",
       ".open > .dropdown-toggle.btn-default.focus {\n",
       " color: #7aa05d;\n",
       " border: 2px solid #2a2e39;\n",
       " background-color: #2a2e39 !important;\n",
       " background: #2a2e39 !important;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".btn-default:active:hover,\n",
       ".btn-default.active:hover,\n",
       ".btn-default:active:focus,\n",
       ".btn-default.active:focus,\n",
       ".btn-default:active.focus,\n",
       ".btn-default.active.focus {\n",
       " color: #8adc4b !important;\n",
       " background-color: #303542;\n",
       " border-color: #546745 !important;\n",
       " transition: 2000ms ease;\n",
       "}\n",
       ".btn:focus,\n",
       ".btn.focus,\n",
       ".btn:active:focus,\n",
       ".btn.active:focus,\n",
       ".btn:active,\n",
       ".btn.active,\n",
       ".btn:active.focus,\n",
       ".btn.active.focus {\n",
       " color: #8adc4b !important;\n",
       " outline: none !important;\n",
       " outline-width: 0px !important;\n",
       " background: #546745 !important;\n",
       " background-color: #546745 !important;\n",
       " border-color: #546745 !important;\n",
       " transition: 200ms ease !important;\n",
       "}\n",
       ".item_buttons > .btn,\n",
       ".item_buttons > .btn-group,\n",
       ".item_buttons > .input-group {\n",
       " font-size: 13pt;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 0px solid #2e3642;\n",
       " border-bottom: 2px solid transparent;\n",
       " margin-left: 5px;\n",
       " padding-top: 4px !important;\n",
       "}\n",
       ".item_buttons > .btn:hover,\n",
       ".item_buttons > .btn-group:hover,\n",
       ".item_buttons > .input-group:hover,\n",
       ".item_buttons > .btn.active,\n",
       ".item_buttons > .btn-group.active,\n",
       ".item_buttons > .input-group.active,\n",
       ".item_buttons > .btn.focus {\n",
       " margin-left: 5px;\n",
       " background: #2a313c;\n",
       " padding-top: 4px !important;\n",
       " background-color: transparent;\n",
       " border: 0px solid transparent;\n",
       " border-bottom: 2px solid #7aa05d;\n",
       " border-radius: 0px;\n",
       " transition: none;\n",
       "}\n",
       ".item_buttons {\n",
       " line-height: 1.5em !important;\n",
       "}\n",
       ".item_buttons .btn {\n",
       " min-width: 11ex;\n",
       "}\n",
       ".btn-group > .btn:first-child {\n",
       " margin-left: 3px;\n",
       "}\n",
       ".btn-group > .btn-mini,\n",
       ".btn-sm,\n",
       ".btn-group-sm > .btn,\n",
       ".btn-xs,\n",
       ".btn-group-xs > .btn,\n",
       ".alternate_upload .btn-upload,\n",
       ".btn-group,\n",
       ".btn-group-vertical {\n",
       " font-size: inherit;\n",
       " font-weight: normal;\n",
       " height: inherit;\n",
       " line-height: inherit;\n",
       "}\n",
       ".btn-xs,\n",
       ".btn-group-xs > .btn {\n",
       " font-size: initial !important;\n",
       " background-image: none;\n",
       " font-weight: normal;\n",
       " text-shadow: none;\n",
       " display: inline-table;\n",
       " padding: 2px 5px;\n",
       " line-height: 1.45;\n",
       "}\n",
       ".btn-group > .btn:first-child {\n",
       " margin-left: 3px;\n",
       "}\n",
       "div#new-buttons > button,\n",
       "#new-buttons > button,\n",
       "div#refresh_notebook_list,\n",
       "#refresh_notebook_list {\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: none;\n",
       "}\n",
       "div#new-buttons > button:hover,\n",
       "#new-buttons > button:hover,\n",
       "div#refresh_notebook_list,\n",
       "#refresh_notebook_list,\n",
       "div.alternate_upload .btn-upload,\n",
       ".alternate_upload .btn-upload,\n",
       "div.dynamic-buttons > button,\n",
       ".dynamic-buttons > button,\n",
       ".dynamic-buttons > button:focus,\n",
       ".dynamic-buttons > button:active:focus,\n",
       ".dynamic-buttons > button.active:focus,\n",
       ".dynamic-buttons > button.focus,\n",
       ".dynamic-buttons > button:active.focus,\n",
       ".dynamic-buttons > button.active.focus,\n",
       "#new-buttons > button:focus,\n",
       "#new-buttons > button:active:focus,\n",
       "#new-buttons > button.active:focus,\n",
       "#new-buttons > button.focus,\n",
       "#new-buttons > button:active.focus,\n",
       "#new-buttons > button.active.focus,\n",
       ".alternate_upload .btn-upload:focus,\n",
       ".alternate_upload .btn-upload:active:focus,\n",
       ".alternate_upload .btn-upload.active:focus,\n",
       ".alternate_upload .btn-upload.focus,\n",
       ".alternate_upload .btn-upload:active.focus,\n",
       ".alternate_upload .btn-upload.active.focus {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " border: none !important;\n",
       "}\n",
       ".alternate_upload input.fileinput {\n",
       " text-align: center;\n",
       " vertical-align: bottom;\n",
       " margin-left: -.5ex;\n",
       " display: inline-table;\n",
       " border: solid 0px #303542;\n",
       " margin-bottom: -1ex;\n",
       "}\n",
       ".alternate_upload .btn-upload {\n",
       " display: inline-table;\n",
       " background: transparent;\n",
       " border: none;\n",
       "}\n",
       ".btn-group .btn + .btn,\n",
       ".btn-group .btn + .btn-group,\n",
       ".btn-group .btn-group + .btn,\n",
       ".btn-group .btn-group + .btn-group {\n",
       " margin-left: -2px;\n",
       "}\n",
       ".btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {\n",
       " border-bottom-right-radius: 0;\n",
       " border-top-right-radius: 0;\n",
       " z-index: 2;\n",
       "}\n",
       ".dropdown-header {\n",
       " font-family: sans-serif !important;\n",
       " font-size: 13pt !important;\n",
       " color: #7aa05d !important;\n",
       " border-bottom: none !important;\n",
       " padding: 0px !important;\n",
       " margin: 6px 6px 0px !important;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action,\n",
       "span#file-size.btn.btn-xs.btn-default.sort-action {\n",
       " font-family: sans-serif;\n",
       " font-size: 16px;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: none;\n",
       " color: #899ab8;\n",
       " padding-bottom: 0px;\n",
       " margin-bottom: 0px;\n",
       " vertical-align: sub;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action {\n",
       " margin-left: 19px;\n",
       "}\n",
       "button.close {\n",
       " border: 0px none;\n",
       " font-family: sans-serif;\n",
       " font-size: 20pt;\n",
       " font-weight: normal;\n",
       "}\n",
       ".dynamic-buttons {\n",
       " padding-top: 0px;\n",
       " display: inline-block;\n",
       "}\n",
       ".close {\n",
       " color: #dc6972;\n",
       " opacity: .5;\n",
       " text-shadow: none;\n",
       " font-weight: normal;\n",
       "}\n",
       ".close:hover {\n",
       " color: #dc6972;\n",
       " opacity: 1;\n",
       " font-weight: normal;\n",
       "}\n",
       "div.nbext-enable-btns .btn[disabled],\n",
       "div.nbext-enable-btns .btn[disabled]:hover,\n",
       ".btn-default.disabled,\n",
       ".btn-default[disabled],\n",
       ".btn-default.disabled:hover,\n",
       ".btn-default[disabled]:hover,\n",
       "fieldset[disabled] .btn-default:hover,\n",
       ".btn-default.disabled:focus,\n",
       ".btn-default[disabled]:focus,\n",
       "fieldset[disabled] .btn-default:focus,\n",
       ".btn-default.disabled.focus,\n",
       ".btn-default[disabled].focus,\n",
       "fieldset[disabled] .btn-default.focus {\n",
       " color: #687b96;\n",
       " background: #2e333f;\n",
       " background-color: #2e333f;\n",
       " border-color: #2e333f;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".input-group-addon {\n",
       " padding: 2px 5px;\n",
       " font-size: 13pt;\n",
       " font-weight: normal;\n",
       " height: auto;\n",
       " color: #899ab8;\n",
       " text-align: center;\n",
       " background-color: transparent;\n",
       " border: 2px solid transparent !important;\n",
       " text-transform: capitalize;\n",
       "}\n",
       "a.btn.btn-default.input-group-addon:hover {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       "}\n",
       ".btn-group > .btn + .dropdown-toggle {\n",
       " padding-left: 8px;\n",
       " padding-right: 8px;\n",
       " height: 100%;\n",
       "}\n",
       ".btn-group > .btn + .dropdown-toggle:hover {\n",
       " background: #2a2e39 !important;\n",
       "}\n",
       ".input-group-btn {\n",
       " position: relative;\n",
       " font-size: inherit;\n",
       " white-space: nowrap;\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:hover {\n",
       " background: #2a313c;\n",
       " background-color: #2a313c;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:first-child > .btn,\n",
       ".input-group-btn:first-child > .btn-group {\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border: none;\n",
       " margin-left: 2px;\n",
       " margin-right: -1px;\n",
       " font-size: inherit;\n",
       "}\n",
       ".input-group-btn:first-child > .btn:hover,\n",
       ".input-group-btn:first-child > .btn-group:hover {\n",
       " background: #2a2e39;\n",
       " background-color: #2a2e39;\n",
       " border: none;\n",
       " font-size: inherit;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child {\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border: 1px solid #2c343f;\n",
       " margin-top: 0px !important;\n",
       " margin-left: 0px;\n",
       " margin-bottom: 2px;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child:hover {\n",
       " background: #2a313c;\n",
       " background-color: #2a313c;\n",
       " border: 1px solid #2a313c;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal > button,\n",
       "div.modal-footer > button {\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border-color: #2e3642;\n",
       "}\n",
       "div.modal > button:hover,\n",
       "div.modal-footer > button:hover {\n",
       " background: #2a313c;\n",
       " background-color: #2a313c;\n",
       " border-color: #2a313c;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".modal-content {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " position: relative;\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border: none;\n",
       " border-radius: 1px;\n",
       " background-clip: padding-box;\n",
       " outline: none;\n",
       "}\n",
       ".modal-header {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #899ab8;\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border-color: rgba(80,92,133,.22);\n",
       " padding: 12px;\n",
       " min-height: 16.4286px;\n",
       "}\n",
       ".modal-content h4 {\n",
       " font-family: sans-serif;\n",
       " font-size: 16pt;\n",
       " color: #899ab8;\n",
       " padding: 5px;\n",
       "}\n",
       ".modal-body {\n",
       " background-color: #384152;\n",
       " position: relative;\n",
       " padding: 15px;\n",
       "}\n",
       ".modal-footer {\n",
       " padding: 8px;\n",
       " text-align: right;\n",
       " background-color: #384152;\n",
       " border-top: none;\n",
       "}\n",
       ".alert-info {\n",
       " background-color: #4a5467;\n",
       " border-color: rgba(80,92,133,.22);\n",
       " color: #899ab8;\n",
       "}\n",
       ".modal-header .close {\n",
       " margin-top: -5px;\n",
       " font-size: 25pt;\n",
       "}\n",
       ".modal-backdrop,\n",
       ".modal-backdrop.in {\n",
       " opacity: 0.85;\n",
       " background-color: notebook-bg;\n",
       "}\n",
       "div.panel,\n",
       "div.panel-default,\n",
       ".panel,\n",
       ".panel-default {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " background-color: #384152;\n",
       " color: #899ab8;\n",
       " margin-bottom: 14px;\n",
       " border: 0;\n",
       " box-shadow: none;\n",
       "}\n",
       "div.panel > .panel-heading,\n",
       "div.panel-default > .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #899ab8;\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border: 0;\n",
       "}\n",
       ".modal .modal-dialog {\n",
       " min-width: 950px;\n",
       " margin: 50px auto;\n",
       "}\n",
       "div.container-fluid {\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       " padding-left: 0px;\n",
       " padding-right: 5px;\n",
       "}\n",
       "div.form-control,\n",
       ".form-control {\n",
       " font-family: sans-serif;\n",
       " font-size: initial;\n",
       " color: #899ab8;\n",
       " background-color: #262c36;\n",
       " border: 1px solid #262c36 !important;\n",
       " margin-left: 2px;\n",
       " box-shadow: none;\n",
       " transition: border-color 0.15s ease-in-out 0s, box-shadow 0.15s ease-in-out 0s;\n",
       "}\n",
       ".form-control-static {\n",
       " min-height: inherit;\n",
       " height: inherit;\n",
       "}\n",
       ".form-group.list-group-item {\n",
       " color: #899ab8;\n",
       " background-color: #384152;\n",
       " border-color: rgba(80,92,133,.22);\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".form-group .input-group {\n",
       " float: left;\n",
       "}\n",
       "input,\n",
       "button,\n",
       "select,\n",
       "textarea {\n",
       " background-color: #262c36;\n",
       " font-weight: normal;\n",
       " border: 1px solid rgba(80,92,133,.22);\n",
       "}\n",
       "select.form-control.select-xs {\n",
       " height: 33px;\n",
       " font-size: 13pt;\n",
       "}\n",
       ".toolbar select,\n",
       ".toolbar label {\n",
       " width: auto;\n",
       " vertical-align: middle;\n",
       " margin-right: 0px;\n",
       " margin-bottom: 0px;\n",
       " display: inline;\n",
       " font-size: 92%;\n",
       " margin-left: 10px;\n",
       " padding: 0px;\n",
       " background: #303542 !important;\n",
       " background-color: #303542 !important;\n",
       " border: 2px solid #303542 !important;\n",
       "}\n",
       ".form-control:focus {\n",
       " border-color: #7aa05d;\n",
       " outline: 2px solid rgba(53,114,198,.75);\n",
       " -webkit-box-shadow: none;\n",
       "}\n",
       "::-webkit-input-placeholder {\n",
       " color: #526488;\n",
       "}\n",
       "::-moz-placeholder {\n",
       " color: #526488;\n",
       "}\n",
       ":-ms-input-placeholder {\n",
       " color: #526488;\n",
       "}\n",
       ":-moz-placeholder {\n",
       " color: #526488;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control {\n",
       " border: 2px solid rgba(80,92,133,.22) !important;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control:focus {\n",
       " border-color: #7aa05d;\n",
       " outline: 2px solid rgba(53,114,198,.75);\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "div.output.output_scroll {\n",
       " box-shadow: none;\n",
       "}\n",
       "::-webkit-scrollbar {\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       " background-color: #292d3a;\n",
       " border-radius: 3px;\n",
       " border: none;\n",
       "}\n",
       "::-webkit-scrollbar-track {\n",
       " background: #292d3a;\n",
       " border: none;\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       "}\n",
       "::-webkit-scrollbar-thumb {\n",
       " border-radius: 2px;\n",
       " border: none;\n",
       " background: #3f4555;\n",
       " background-clip: content-box;\n",
       " width: 11px;\n",
       "}\n",
       "HTML,\n",
       "body,\n",
       "div,\n",
       "dl,\n",
       "dt,\n",
       "dd,\n",
       "ul,\n",
       "ol,\n",
       "li,\n",
       "h1,\n",
       "h2,\n",
       "h3,\n",
       "h4,\n",
       "h5,\n",
       "h6,\n",
       "pre,\n",
       "code,\n",
       "form,\n",
       "fieldset,\n",
       "legend,\n",
       "input,\n",
       "button,\n",
       "textarea,\n",
       "p,\n",
       "blockquote,\n",
       "th,\n",
       "td,\n",
       "span,\n",
       "a {\n",
       " text-rendering: geometricPrecision;\n",
       " -webkit-font-smoothing: subpixel-antialiased;\n",
       " font-weight: 400;\n",
       "}\n",
       "div.input_area {\n",
       " background-color: #2c303c;\n",
       " background: #2c303c;\n",
       " padding-right: 1.2em;\n",
       " border: 0px;\n",
       " border-radius: 0px;\n",
       " border-top-right-radius: 4px;\n",
       " border-bottom-right-radius: 4px;\n",
       "}\n",
       "div.cell {\n",
       " padding: 0px;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border: medium solid #1d1e23;\n",
       " border-radius: 4px;\n",
       " top: 0;\n",
       "}\n",
       "div.cell.selected {\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border: medium solid #1d1e23;\n",
       " padding: 0px;\n",
       " border-radius: 5px;\n",
       "}\n",
       ".edit_mode div.cell.selected {\n",
       " padding: 0px;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border: medium solid #1d1e23;\n",
       " border-radius: 5px;\n",
       "}\n",
       "div.cell.edit_mode {\n",
       " padding: 0px;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       "}\n",
       "div.CodeMirror-sizer {\n",
       " margin-left: 0px;\n",
       " margin-bottom: -21px;\n",
       " border-right-width: 16px;\n",
       " min-height: 37px;\n",
       " padding-right: 0px;\n",
       " padding-bottom: 0px;\n",
       " margin-top: 0px;\n",
       "}\n",
       "div.cell.selected:before,\n",
       ".edit_mode div.cell.selected:before,\n",
       "div.cell.selected:before,\n",
       "div.cell.selected.jupyter-soft-selected:before {\n",
       " background: #2c303c !important;\n",
       " border: none;\n",
       " border-radius: 3px;\n",
       " position: absolute;\n",
       " display: block;\n",
       " top: 0px;\n",
       " left: 0px;\n",
       " width: 0px;\n",
       " height: 100%;\n",
       "}\n",
       "div.cell.text_cell.selected::before,\n",
       ".edit_mode div.cell.text_cell.selected:before,\n",
       "div.cell.text_cell.selected:before,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected:before {\n",
       " background: #2c303c !important;\n",
       " background-color: #2c303c !important;\n",
       " border-color: #48536f !important;\n",
       "}\n",
       "div.cell.code_cell .input {\n",
       " border-left: 5px solid #2c303c !important;\n",
       " border-radius: 3px;\n",
       " border-bottom-left-radius: 3px;\n",
       " border-top-left-radius: 3px;\n",
       "}\n",
       "div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #2769c3 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #33517c !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected:before {\n",
       " height: 100%;\n",
       " border-left: 5px solid #33517c !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.jupyter-soft-selected,\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #33517c !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #33517c !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #33517c !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .input {\n",
       " border-left: 5px solid #2c303c !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #2769c3;\n",
       " border-color: #1d1e23;\n",
       " padding-left: 7px;\n",
       " border-radius: 6px;\n",
       "}\n",
       "div.cell.code_cell.selected .input {\n",
       " border-left: none;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .prompt,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected .prompt {\n",
       " top: 0;\n",
       " border-left: #2c303c !important;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.cell.text_cell.selected.jupyter-soft-selected .input_prompt {\n",
       " border-left: none !important;\n",
       "}\n",
       "div.cell.text_cell.jupyter-soft-selected,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #48536f !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 26px !important;\n",
       " border-right-color: #48536f !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #48536f !important;\n",
       " border-radius: 5px !important;\n",
       "}\n",
       "div.cell.jupyter-soft-selected .input,\n",
       "div.cell.selected.jupyter-soft-selected .input {\n",
       " border-left-color: #33517c !important;\n",
       "}\n",
       "div.prompt,\n",
       ".prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " font-weight: normal;\n",
       " color: #526488;\n",
       " line-height: 170%;\n",
       " padding: 0px;\n",
       " padding-top: 4px;\n",
       " padding-left: 0px;\n",
       " padding-right: 1px;\n",
       " text-align: right !important;\n",
       " min-width: 11.5ex !important;\n",
       " width: 11.5ex !important;\n",
       "}\n",
       "div.prompt.input_prompt {\n",
       " font-size: 9pt !important;\n",
       " background-color: #2c303c;\n",
       " border-top: 0px;\n",
       " border-top-right-radius: 0px;\n",
       " border-bottom-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " padding-right: 3px;\n",
       " min-width: 11.5ex;\n",
       " width: 11.5ex !important;\n",
       "}\n",
       "div.cell.code_cell .input_prompt {\n",
       " border-right: 2px solid rgba(53,114,198,.75);\n",
       "}\n",
       "div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".edit_mode div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".edit_mode div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".run_this_cell {\n",
       " visibility: hidden;\n",
       " color: transparent;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 0px;\n",
       " padding-left: 3px;\n",
       " padding-right: 12px;\n",
       " width: 1.5ex;\n",
       " width: 0ex;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       "}\n",
       "div.code_cell:hover div.input .run_this_cell {\n",
       " visibility: visible;\n",
       "}\n",
       "div.cell.code_cell.rendered.selected .run_this_cell:hover {\n",
       " background-color: #232730;\n",
       " background: #232730;\n",
       " color: #2769c3 !important;\n",
       "}\n",
       "div.cell.code_cell.rendered.unselected .run_this_cell:hover {\n",
       " background-color: #232730;\n",
       " background: #232730;\n",
       " color: #2769c3 !important;\n",
       "}\n",
       "i.fa-step-forward.fa {\n",
       " display: inline-block;\n",
       " font: normal normal normal 9px \"FontAwesome\";\n",
       "}\n",
       ".fa-step-forward:before {\n",
       " content: \"\\f04b\";\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .run_this_cell,\n",
       "div.cell.selected.jupyter-soft-selected .run_this_cell:hover,\n",
       "div.cell.unselected.jupyter-soft-selected .run_this_cell:hover,\n",
       "div.cell.code_cell.rendered.selected.jupyter-soft-selected .run_this_cell:hover,\n",
       "div.cell.code_cell.rendered.unselected.jupyter-soft-selected .run_this_cell:hover {\n",
       " background-color: #33517c !important;\n",
       " background: #33517c !important;\n",
       " color: #33517c !important;\n",
       "}\n",
       "div.output_wrapper {\n",
       " background-color: #373e4b;\n",
       " border: 0px;\n",
       " left: 0px;\n",
       " margin-bottom: 0em;\n",
       " margin-top: 0em;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_subarea.output_text.output_stream.output_stdout,\n",
       "div.output_subarea.output_text {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 8.5pt !important;\n",
       " line-height: 150% !important;\n",
       " background-color: #373e4b;\n",
       " color: #b1bed6;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " margin-left: 11.5px;\n",
       "}\n",
       "div.output_area pre {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 8.5pt !important;\n",
       " line-height: 151% !important;\n",
       " color: #b1bed6;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_area {\n",
       " display: -webkit-box;\n",
       "}\n",
       "div.output_html {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 8.5pt;\n",
       " color: #dbdfef;\n",
       " background-color: #373e4b;\n",
       " background: #373e4b;\n",
       "}\n",
       "div.output_subarea {\n",
       " overflow-x: auto;\n",
       " padding: 1.2em !important;\n",
       " -webkit-box-flex: 1;\n",
       " -moz-box-flex: 1;\n",
       " box-flex: 1;\n",
       " flex: 1;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed {\n",
       " background: #242a33;\n",
       " background-color: #242a33;\n",
       " border-color: #242a33;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed:hover {\n",
       " background: #1f252d;\n",
       " background-color: #1f252d;\n",
       " border-color: #1f252d;\n",
       "}\n",
       "div.prompt.output_prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-weight: bold !important;\n",
       " background-color: #373e4b;\n",
       " color: transparent;\n",
       " border-bottom-left-radius: 4px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " min-width: 11.5ex !important;\n",
       " width: 11.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.out_prompt_overlay.prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-weight: bold !important;\n",
       " background-color: #373e4b;\n",
       " border-bottom-left-radius: 2px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " min-width: 11.5ex !important;\n",
       " width: 11.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       " color: transparent;\n",
       "}\n",
       "div.out_prompt_overlay.prompt:hover {\n",
       " background-color: #3e4458;\n",
       " box-shadow: none !important;\n",
       " border: none;\n",
       " border-bottom-left-radius: 2px;\n",
       " -webkit-border-: 2px;\n",
       " -moz-border-radius: 2px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " min-width: 11.5ex !important;\n",
       " width: 11.5ex !important;\n",
       " border-right: 2px solid #3e4458 !important;\n",
       "}\n",
       "div.cell.code_cell .output_prompt {\n",
       " border-right: 2px solid transparent;\n",
       " color: transparent;\n",
       "}\n",
       "div.cell.selected .output_prompt,\n",
       "div.cell.selected .out_prompt_overlay.prompt {\n",
       " border-left: 5px solid #48536f;\n",
       " border-right: 2px solid #373e4b;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       ".edit_mode div.cell.selected .output_prompt,\n",
       ".edit_mode div.cell.selected .out_prompt_overlay.prompt {\n",
       " border-left: 5px solid #48536f;\n",
       " border-right: 2px solid #373e4b;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "div.text_cell,\n",
       "div.text_cell_render pre,\n",
       "div.text_cell_render {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " line-height: 130% !important;\n",
       " color: #abb7ce;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div .text_cell_render {\n",
       " padding: 0.4em 0.4em 0.4em 0.4em;\n",
       "}\n",
       "div.cell.text_cell .CodeMirror-lines {\n",
       " padding-top: .7em !important;\n",
       " padding-bottom: .4em !important;\n",
       " padding-left: .5em !important;\n",
       " padding-right: .5em !important;\n",
       " margin-top: .4em;\n",
       " margin-bottom: .3em;\n",
       "}\n",
       "div.cell.text_cell.unrendered div.input_area,\n",
       "div.cell.text_cell.rendered div.input_area {\n",
       " background-color: #2c303c;\n",
       " background: #2c303c;\n",
       " border: 0px;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.cell.text_cell .CodeMirror,\n",
       "div.cell.text_cell .CodeMirror pre {\n",
       " line-height: 170% !important;\n",
       "}\n",
       "div.cell.text_cell.rendered.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.unrendered.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border-radius: 0px;\n",
       "}\n",
       ".edit_mode div.cell.text_cell.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.text_cell.unrendered,\n",
       "div.text_cell.unrendered.selected,\n",
       "div.edit_mode div.text_cell.unrendered {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell .prompt {\n",
       " border-right: 0;\n",
       " min-width: 11.5ex !important;\n",
       " width: 11.5ex !important;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 9.5pt !important;\n",
       " font-weight: normal;\n",
       " color: #526488 !important;\n",
       " text-align: right !important;\n",
       " min-width: 14.5ex !important;\n",
       " width: 14.5ex !important;\n",
       " background-color: #2c303c;\n",
       " border-right: 2px solid rgba(148,204,114,.3);\n",
       " border-left: 4px solid #2c303c;\n",
       "}\n",
       "div.cell.text_cell.unrendered .prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 9.5pt !important;\n",
       " font-weight: normal;\n",
       " color: #526488 !important;\n",
       " text-align: right !important;\n",
       " min-width: 14.5ex !important;\n",
       " width: 14.5ex !important;\n",
       " border-right: 2px solid rgba(148,204,114,.3);\n",
       " border-left: 4px solid #2c303c;\n",
       " background-color: #2c303c;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " border-right: 2px solid rgba(148,204,114,.3);\n",
       "}\n",
       "div.cell.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " border-left: 4px solid #48536f;\n",
       " border-right: 2px solid rgba(148,204,114,.3);\n",
       "}\n",
       "div.text_cell.unrendered.selected .prompt,\n",
       "div.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " background: #2c303c;\n",
       " border-left: 4px solid #48536f;\n",
       " border-right: 2px solid rgba(148,204,114,.3);\n",
       "}\n",
       "div.rendered_html code {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " padding-top: 3px;\n",
       " padding-left: 2px;\n",
       " color: #b5c2d9;\n",
       " background: #262c36;\n",
       " background-color: #262c36;\n",
       "}\n",
       "pre,\n",
       "code,\n",
       "kbd,\n",
       "samp {\n",
       " white-space: pre-wrap;\n",
       "}\n",
       ".well code,\n",
       "code {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #abb7ce;\n",
       " background: #262c36;\n",
       " background-color: #262c36;\n",
       " border-color: #262c36;\n",
       "}\n",
       "kbd {\n",
       " padding: 1px;\n",
       " font-size: 11pt;\n",
       " font-weight: 800;\n",
       " color: #b5c2d9;\n",
       " background-color: transparent !important;\n",
       " border: 0;\n",
       " box-shadow: none;\n",
       "}\n",
       "pre {\n",
       " display: block;\n",
       " padding: 8.5px;\n",
       " margin: 0 0 9px;\n",
       " font-size: 12.0pt;\n",
       " line-height: 1.42857143;\n",
       " color: #b5c2d9;\n",
       " background-color: #262c36;\n",
       " border: 1px solid #262c36;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.rendered_html {\n",
       " color: #abb7ce;\n",
       "}\n",
       ".rendered_html * + ul {\n",
       " margin-top: .4em;\n",
       " margin-bottom: .3em;\n",
       "}\n",
       ".rendered_html * + p {\n",
       " margin-top: .5em;\n",
       " margin-bottom: .5em;\n",
       "}\n",
       "div.rendered_html pre {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #abb7ce !important;\n",
       " background: #262c36;\n",
       " background-color: #262c36;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: 3px solid #262c36;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " padding-left: 5px;\n",
       " margin-left: 6px;\n",
       "}\n",
       "div.text_cell_render pre,\n",
       "div.text_cell_render code {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #abb7ce;\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: none;\n",
       "}\n",
       "div.text_cell_render pre {\n",
       " border-left: 3px solid rgba(53,114,198,.75) !important;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " padding-left: 5px;\n",
       " margin-left: 6px;\n",
       "}\n",
       "div.text_cell_render h1,\n",
       "div.rendered_html h1,\n",
       "div.text_cell_render h2,\n",
       "div.rendered_html h2,\n",
       "div.text_cell_render h3,\n",
       "div.rendered_html h3,\n",
       "div.text_cell_render h4,\n",
       "div.rendered_html h4,\n",
       "div.text_cell_render h5,\n",
       "div.rendered_html h5 {\n",
       " font-family: sans-serif;\n",
       " margin: 0.4em .2em .3em .2em !important;\n",
       "}\n",
       ".rendered_html h1:first-child,\n",
       ".rendered_html h2:first-child,\n",
       ".rendered_html h3:first-child,\n",
       ".rendered_html h4:first-child,\n",
       ".rendered_html h5:first-child,\n",
       ".rendered_html h6:first-child {\n",
       " margin-top: 0.2em !important;\n",
       " margin-bottom: 0.2em !important;\n",
       "}\n",
       ".rendered_html h1,\n",
       ".text_cell_render h1 {\n",
       " color: #7aa05d !important;\n",
       " font-size: 200%;\n",
       " text-align: left;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h2,\n",
       ".text_cell_render h2 {\n",
       " color: #7aa05d !important;\n",
       " font-size: 170%;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h3,\n",
       ".text_cell_render h3 {\n",
       " color: #7aa05d !important;\n",
       " font-size: 140%;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h4,\n",
       ".text_cell_render h4 {\n",
       " color: #7aa05d !important;\n",
       " font-size: 110%;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h5,\n",
       ".text_cell_render h5 {\n",
       " color: #7aa05d !important;\n",
       " font-size: 100%;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       "hr {\n",
       " margin-top: 8px;\n",
       " margin-bottom: 10px;\n",
       " border: 0;\n",
       " border-top: 1px solid #7aa05d;\n",
       "}\n",
       ".rendered_html hr {\n",
       " color: #7aa05d;\n",
       " background-color: #7aa05d;\n",
       " margin-right: 2em;\n",
       "}\n",
       "#complete > select > option:hover {\n",
       " background: #313643;\n",
       " background-color: #313643;\n",
       "}\n",
       "div#_vivaldi-spatnav-focus-indicator._vivaldi-spatnav-focus-indicator {\n",
       " position: absolute;\n",
       " z-index: 9999999999;\n",
       " top: 0px;\n",
       " left: 0px;\n",
       " box-shadow: none;\n",
       " pointer-events: none;\n",
       " border-radius: 2px;\n",
       "}\n",
       ".rendered_html tr,\n",
       ".rendered_html th,\n",
       ".rendered_html td {\n",
       " text-align: left;\n",
       " vertical-align: middle;\n",
       " padding: 0.42em 0.47em;\n",
       " line-height: normal;\n",
       " white-space: normal;\n",
       " max-width: none;\n",
       " border: none;\n",
       "}\n",
       ".rendered_html td {\n",
       " font-family: sans-serif !important;\n",
       " font-size: 9.3pt;\n",
       "}\n",
       ".rendered_html table {\n",
       " font-family: sans-serif !important;\n",
       " margin-left: 8px;\n",
       " margin-right: auto;\n",
       " border: none;\n",
       " border-collapse: collapse;\n",
       " border-spacing: 0;\n",
       " color: #dbdfef;\n",
       " table-layout: fixed;\n",
       "}\n",
       ".rendered_html thead {\n",
       " font-family: sans-serif !important;\n",
       " font-size: 10.3pt !important;\n",
       " background: #2e3642;\n",
       " color: #d4d8ec;\n",
       " border-bottom: 1px solid #2e3642;\n",
       " vertical-align: bottom;\n",
       "}\n",
       ".rendered_html tbody tr:nth-child(odd) {\n",
       " background: #414b5e;\n",
       "}\n",
       ".rendered_html tbody tr {\n",
       " background: #3b4455;\n",
       "}\n",
       ".rendered_html tbody tr:hover:nth-child(odd) {\n",
       " background: #3f495b;\n",
       "}\n",
       ".rendered_html tbody tr:hover {\n",
       " background: #394152;\n",
       "}\n",
       ".rendered_html * + table {\n",
       " margin-top: .05em;\n",
       "}\n",
       "div.widget-area {\n",
       " background-color: #373e4b;\n",
       " background: #373e4b;\n",
       " color: #b1bed6;\n",
       "}\n",
       "div.widget-area a {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " color: #899ab8;\n",
       " text-shadow: none !important;\n",
       "}\n",
       "div.widget-area a:hover,\n",
       "div.widget-area a:focus {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " color: #bbc2e0;\n",
       " background: rgba(80,92,133,.22);\n",
       " background-color: rgba(80,92,133,.22);\n",
       " border-color: transparent;\n",
       " background-image: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       "div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn,\n",
       "div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn:hover {\n",
       " background: #2c343f;\n",
       " background-color: #2c343f;\n",
       " border: 2px solid #2c343f !important;\n",
       " font-size: inherit;\n",
       " z-index: 0;\n",
       "}\n",
       "div.jupyter-widgets.widget-hprogress.widget-hbox {\n",
       " display: inline-table !important;\n",
       " width: 38% !important;\n",
       " margin-left: 10px;\n",
       "}\n",
       "div.jupyter-widgets.widget-hprogress.widget-hbox .widget-label,\n",
       "div.widget-hbox .widget-label,\n",
       ".widget-hbox .widget-label,\n",
       ".widget-inline-hbox .widget-label,\n",
       "div.widget-label {\n",
       " text-align: -webkit-auto !important;\n",
       " margin-left: 15px !important;\n",
       " max-width: 240px !important;\n",
       " min-width: 100px !important;\n",
       " vertical-align: text-top !important;\n",
       " color: #b1bed6 !important;\n",
       " font-size: 14px !important;\n",
       "}\n",
       ".widget-hprogress .progress {\n",
       " flex-grow: 1;\n",
       " height: 20px;\n",
       " margin-top: auto;\n",
       " margin-left: 12px;\n",
       " margin-bottom: auto;\n",
       " width: 300px;\n",
       "}\n",
       ".progress {\n",
       " overflow: hidden;\n",
       " height: 22px;\n",
       " margin-bottom: 10px;\n",
       " padding-left: 10px;\n",
       " background-color: #546379 !important;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       " z-index: 10;\n",
       "}\n",
       ".progress-bar-danger {\n",
       " background-color: #e16256 !important;\n",
       "}\n",
       ".progress-bar-info {\n",
       " background-color: #3498db !important;\n",
       "}\n",
       ".progress-bar-warning {\n",
       " background-color: #ff914d !important;\n",
       "}\n",
       ".progress-bar-success {\n",
       " background-color: #83a83b !important;\n",
       "}\n",
       ".widget-select select {\n",
       " margin-left: 12px;\n",
       "}\n",
       ".rendered_html :link {\n",
       " font-family: sans-serif;\n",
       " font-size: 100%;\n",
       " color: #7aa05d;\n",
       " text-decoration: underline;\n",
       "}\n",
       ".rendered_html :visited,\n",
       ".rendered_html :visited:active,\n",
       ".rendered_html :visited:focus {\n",
       " color: #85a26f;\n",
       "}\n",
       ".rendered_html :visited:hover,\n",
       ".rendered_html :link:hover {\n",
       " font-family: sans-serif;\n",
       " font-size: 100%;\n",
       " color: #64963e;\n",
       "}\n",
       "div.cell.text_cell a.anchor-link:link {\n",
       " font-size: inherit;\n",
       " text-decoration: none;\n",
       " padding: 0px 20px;\n",
       " visibility: none;\n",
       " color: rgba(0,0,0,.32);\n",
       "}\n",
       "div.cell.text_cell a.anchor-link:link:hover {\n",
       " font-size: inherit;\n",
       " color: #94c273;\n",
       "}\n",
       ".navbar-text {\n",
       " margin-top: 4px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#clusters > a {\n",
       " color: #94c273;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#clusters > a:hover {\n",
       " color: #4c8be2;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#nbextensions-configurator-container > div.row.container-fluid.nbext-selector > h3 {\n",
       " font-size: 17px;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " padding: 4px 0 4px 0;\n",
       "}\n",
       "div#nbextensions-configurator-container.container,\n",
       "#nbextensions-configurator-container.container {\n",
       " width: 100%;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li > a {\n",
       " font-family: sans-serif;\n",
       " font-size: 10.5pt;\n",
       " padding: 2px 5px;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li > a:hover {\n",
       " background: transparent;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li:hover {\n",
       " background-color: rgba(80,92,133,.22) !important;\n",
       " background: rgba(80,92,133,.22) !important;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li.active:hover {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       "}\n",
       ".nav-pills > li.active > a,\n",
       ".nav-pills > li.active > a:active,\n",
       ".nav-pills > li.active > a:hover,\n",
       ".nav-pills > li.active > a:focus {\n",
       " color: #d8dcee;\n",
       " background-color: rgba(80,92,133,.22) !important;\n",
       " background: rgba(80,92,133,.22) !important;\n",
       " -webkit-backface-visibility: hidden;\n",
       " -webkit-font-smoothing: subpixel-antialiased !important;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents > .rendered_html {\n",
       " font-family: sans-serif;\n",
       " font-size: 11.5pt;\n",
       " line-height: 145%;\n",
       " padding: 1em 1em;\n",
       " color: #abb7ce;\n",
       " background-color: #2c303c;\n",
       " -webkit-box-shadow: none;\n",
       " -moz-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       ".nbext-icon,\n",
       ".nbext-desc,\n",
       ".nbext-compat-div,\n",
       ".nbext-enable-btns,\n",
       ".nbext-params {\n",
       " margin-bottom: 8px;\n",
       " font-size: 11.5pt;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents {\n",
       " padding: 0;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents:not(:empty) {\n",
       " margin-top: 0.5em;\n",
       " margin-bottom: 2em;\n",
       " border: none;\n",
       " border-top-color: rgba(148,204,114,.4);\n",
       "}\n",
       ".nbext-showhide-incompat {\n",
       " padding-bottom: 0.5em;\n",
       " color: #687b96;\n",
       " font-size: 10.5pt;\n",
       "}\n",
       ".nbext-filter-menu.dropdown-menu > li > a:hover,\n",
       ".nbext-filter-menu.dropdown-menu > li > a:focus,\n",
       ".nbext-filter-menu.dropdown-menu > li > a.ui-state-focus {\n",
       " color: #bbc2e0 !important;\n",
       " background-color: #313643 !important;\n",
       " background: #313643 !important;\n",
       " border-color: #313643 !important;\n",
       "}\n",
       ".nbext-filter-input-wrap > .nbext-filter-input-subwrap,\n",
       ".nbext-filter-input-wrap > .nbext-filter-input-subwrap > input {\n",
       " border: none;\n",
       " outline: none;\n",
       " background-color: transparent;\n",
       " padding: 0;\n",
       " vertical-align: middle;\n",
       " margin-top: -2px;\n",
       "}\n",
       "span.rendered_html code {\n",
       " background-color: transparent;\n",
       " color: #899ab8;\n",
       "}\n",
       "#nbextensions-configurator-container > div.row.container-fluid.nbext-selector {\n",
       " padding-left: 0px;\n",
       " padding-right: 0px;\n",
       "}\n",
       ".nbext-filter-menu {\n",
       " max-height: 55vh !important;\n",
       " overflow-y: auto;\n",
       " outline: none;\n",
       " border: none;\n",
       "}\n",
       ".nbext-filter-menu:hover {\n",
       " border: none;\n",
       "}\n",
       ".alert-warning {\n",
       " background-color: #384152;\n",
       " border-color: #384152;\n",
       " color: #899ab8;\n",
       "}\n",
       ".notification_widget.danger {\n",
       " color: #ffffff;\n",
       " background-color: #e16256;\n",
       " border-color: #e16256;\n",
       " padding-right: 5px;\n",
       "}\n",
       "#nbextensions-configurator-container > div.nbext-buttons.tree-buttons.no-padding.pull-right > span > button {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "mark,\n",
       ".mark {\n",
       " background-color: #2c303c;\n",
       " color: #abb7ce;\n",
       " padding: .15em;\n",
       "}\n",
       "a.text-warning,\n",
       "a.text-warning:hover {\n",
       " color: #526488;\n",
       "}\n",
       "a.text-warning.bg-warning {\n",
       " background-color: #1d1e23;\n",
       "}\n",
       "span.bg-success.text-success {\n",
       " background-color: transparent;\n",
       " color: #94c273;\n",
       "}\n",
       "span.bg-danger.text-danger {\n",
       " background-color: #1d1e23;\n",
       " color: #dc6972;\n",
       "}\n",
       ".has-success .input-group-addon {\n",
       " color: #94c273;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(83,180,115,.10);\n",
       "}\n",
       ".has-success .form-control {\n",
       " border-color: #94c273;\n",
       " -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       " box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       "}\n",
       ".has-error .input-group-addon {\n",
       " color: #dc6972;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(192,57,67,.10);\n",
       "}\n",
       ".has-error .form-control {\n",
       " border-color: #dc6972;\n",
       " -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       " box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: monospace, monospace;\n",
       " color: #899ab8;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: monospace, monospace;\n",
       " color: #899ab8;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       "div.nbext-enable-btns .btn[disabled],\n",
       "div.nbext-enable-btns .btn[disabled]:hover,\n",
       ".btn-default.disabled,\n",
       ".btn-default[disabled] {\n",
       " background: #2e333f;\n",
       " background-color: #2e333f;\n",
       " color: #7f92b2;\n",
       "}\n",
       "label#Keyword-Filter {\n",
       " display: none;\n",
       "}\n",
       ".input-group .nbext-list-btn-add,\n",
       ".input-group-btn:last-child > .btn-group > .btn {\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border-color: #2e3642;\n",
       " border: 2px solid #2e3642;\n",
       "}\n",
       ".input-group .nbext-list-btn-add:hover,\n",
       ".input-group-btn:last-child > .btn-group > .btn:hover {\n",
       " background: #2a313c;\n",
       " background-color: #2a313c;\n",
       " border-color: #2a313c;\n",
       " border: 2px solid #2a313c;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn {\n",
       " background: #2e3642;\n",
       " background-color: #2e3642;\n",
       " border-color: #2e3642;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn:hover {\n",
       " background: #2a313c;\n",
       " background-color: #2a313c;\n",
       " border-color: #2a313c;\n",
       "}\n",
       ".ui-widget-content {\n",
       " background: #303542;\n",
       " background-color: #303542;\n",
       " border: 2px solid #303542;\n",
       " color: #899ab8;\n",
       "}\n",
       "div.collapsible_headings_toggle {\n",
       " color: rgba(80,92,133,.45) !important;\n",
       "}\n",
       "div.collapsible_headings_toggle:hover {\n",
       " color: #7aa05d !important;\n",
       "}\n",
       ".collapsible_headings_toggle .h1,\n",
       ".collapsible_headings_toggle .h2,\n",
       ".collapsible_headings_toggle .h3,\n",
       ".collapsible_headings_toggle .h4,\n",
       ".collapsible_headings_toggle .h5,\n",
       ".collapsible_headings_toggle .h6 {\n",
       " margin: 0.3em .4em 0em 0em !important;\n",
       " line-height: 1.2 !important;\n",
       "}\n",
       "div.collapsible_headings_toggle .fa-caret-down:before,\n",
       "div.collapsible_headings_toggle .fa-caret-right:before {\n",
       " font-size: xx-large;\n",
       " transition: transform 1000ms;\n",
       " transform: none !important;\n",
       "}\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h1:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h2:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h3:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h4:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h5:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h6:after {\n",
       " position: absolute;\n",
       " right: 0;\n",
       " bottom: 20% !important;\n",
       " content: \"[\\002026]\";\n",
       " color: rgba(80,92,133,.45) !important;\n",
       " padding: 0.5em 0em 0em 0em !important;\n",
       "}\n",
       ".collapsible_headings_ellipsis .rendered_html h1,\n",
       ".collapsible_headings_ellipsis .rendered_html h2,\n",
       ".collapsible_headings_ellipsis .rendered_html h3,\n",
       ".collapsible_headings_ellipsis .rendered_html h4,\n",
       ".collapsible_headings_ellipsis .rendered_html h5,\n",
       ".collapsible_headings_ellipsis .rendered_html h6,\n",
       ".collapsible_headings_toggle .fa {\n",
       " transition: transform 1000ms !important;\n",
       " -webkit-transform: inherit !important;\n",
       " -moz-transform: inherit !important;\n",
       " -ms-transform: inherit !important;\n",
       " -o-transform: inherit !important;\n",
       " transform: inherit !important;\n",
       " padding-right: 0px !important;\n",
       "}\n",
       "#toc-wrapper {\n",
       " z-index: 90;\n",
       " position: fixed !important;\n",
       " display: flex;\n",
       " flex-direction: column;\n",
       " overflow: hidden;\n",
       " padding: 10px;\n",
       " border-style: solid;\n",
       " border-width: thin;\n",
       " border-right-width: medium !important;\n",
       " background-color: #1d1e23 !important;\n",
       "}\n",
       "#toc-wrapper.ui-draggable.ui-resizable.sidebar-wrapper {\n",
       " border-color: rgba(80,92,133,.22) !important;\n",
       "}\n",
       "#toc a,\n",
       "#navigate_menu a,\n",
       ".toc {\n",
       " color: #899ab8 !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "#toc li > span:hover {\n",
       " background-color: #313643 !important;\n",
       "}\n",
       "#toc a:hover,\n",
       "#navigate_menu a:hover,\n",
       ".toc {\n",
       " color: #d8dcee !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "#toc-wrapper .toc-item-num {\n",
       " color: #7aa05d !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "input.raw_input {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt !important;\n",
       " color: #b5c2d9;\n",
       " background-color: #262c36;\n",
       " border-color: #242a33;\n",
       " background: #242a33;\n",
       " width: auto;\n",
       " vertical-align: baseline;\n",
       " padding: 0em 0.25em;\n",
       " margin: 0em 0.25em;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "audio,\n",
       "video {\n",
       " display: inline;\n",
       " vertical-align: middle;\n",
       " align-content: center;\n",
       " margin-left: 20%;\n",
       "}\n",
       ".cmd-palette .modal-body {\n",
       " padding: 0px;\n",
       " margin: 0px;\n",
       "}\n",
       ".cmd-palette form {\n",
       " background: #293547;\n",
       " background-color: #293547;\n",
       "}\n",
       ".typeahead-field input:last-child,\n",
       ".typeahead-hint {\n",
       " background: #293547;\n",
       " background-color: #293547;\n",
       " z-index: 1;\n",
       "}\n",
       ".typeahead-field input {\n",
       " font-family: sans-serif;\n",
       " color: #b5c2d9;\n",
       " border: none;\n",
       " font-size: 28pt;\n",
       " display: inline-block;\n",
       " line-height: inherit;\n",
       " padding: 3px 10px;\n",
       " height: 70px;\n",
       "}\n",
       ".typeahead-select {\n",
       " background-color: #293547;\n",
       "}\n",
       "body > div.modal.cmd-palette.typeahead-field {\n",
       " display: table;\n",
       " border-collapse: separate;\n",
       " background-color: #2b3850;\n",
       "}\n",
       ".typeahead-container button {\n",
       " font-family: sans-serif;\n",
       " font-size: 28pt;\n",
       " background-color: #2e3642;\n",
       " border: none;\n",
       " display: inline-block;\n",
       " line-height: inherit;\n",
       " padding: 3px 10px;\n",
       " height: 70px;\n",
       "}\n",
       ".typeahead-search-icon {\n",
       " min-width: 40px;\n",
       " min-height: 55px;\n",
       " display: block;\n",
       " vertical-align: middle;\n",
       " text-align: center;\n",
       "}\n",
       ".typeahead-container button:focus,\n",
       ".typeahead-container button:hover {\n",
       " color: #bbc2e0;\n",
       " background-color: #2a313c;\n",
       " border-color: #2a2e39;\n",
       "}\n",
       ".typeahead-list > li.typeahead-group.active > a,\n",
       ".typeahead-list > li.typeahead-group > a,\n",
       ".typeahead-list > li.typeahead-group > a:focus,\n",
       ".typeahead-list > li.typeahead-group > a:hover {\n",
       " display: none;\n",
       "}\n",
       ".typeahead-dropdown > li > a,\n",
       ".typeahead-list > li > a {\n",
       " color: #899ab8;\n",
       " text-decoration: none;\n",
       "}\n",
       ".typeahead-dropdown,\n",
       ".typeahead-list {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #899ab8;\n",
       " background-color: #202937;\n",
       " border: none;\n",
       " background-clip: padding-box;\n",
       " margin-top: 0px;\n",
       " padding: 3px 2px 3px 0px;\n",
       " line-height: 1.7;\n",
       "}\n",
       ".typeahead-dropdown > li.active > a,\n",
       ".typeahead-dropdown > li > a:focus,\n",
       ".typeahead-dropdown > li > a:hover,\n",
       ".typeahead-list > li.active > a,\n",
       ".typeahead-list > li > a:focus,\n",
       ".typeahead-list > li > a:hover {\n",
       " color: #bbc2e0;\n",
       " background-color: #2b3850;\n",
       " border-color: #2b3850;\n",
       "}\n",
       ".command-shortcut:before {\n",
       " content: \"(command)\";\n",
       " padding-right: 3px;\n",
       " color: #526488;\n",
       "}\n",
       ".edit-shortcut:before {\n",
       " content: \"(edit)\";\n",
       " padding-right: 3px;\n",
       " color: #526488;\n",
       "}\n",
       "ul.typeahead-list i {\n",
       " margin-left: 1px;\n",
       " width: 18px;\n",
       " margin-right: 10px;\n",
       "}\n",
       "ul.typeahead-list {\n",
       " max-height: 50vh;\n",
       " overflow: auto;\n",
       "}\n",
       ".typeahead-list > li {\n",
       " position: relative;\n",
       " border: none;\n",
       "}\n",
       "div.input.typeahead-hint,\n",
       "input.typeahead-hint,\n",
       "body > div.modal.cmd-palette.in > div > div > div > form > div > div.typeahead-field > span.typeahead-query > input.typeahead-hint {\n",
       " color: #526488 !important;\n",
       " background-color: transparent;\n",
       " padding: 3px 10px;\n",
       "}\n",
       ".typeahead-dropdown > li > a,\n",
       ".typeahead-list > li > a {\n",
       " display: block;\n",
       " padding: 5px;\n",
       " clear: both;\n",
       " font-weight: 400;\n",
       " line-height: 1.7;\n",
       " border: 1px solid #202937;\n",
       " border-bottom-color: rgba(80,92,133,.45);\n",
       "}\n",
       "body > div.modal.cmd-palette.in > div {\n",
       " min-width: 750px;\n",
       " margin: 150px auto;\n",
       "}\n",
       ".typeahead-container strong {\n",
       " font-weight: bolder;\n",
       " color: #7aa05d;\n",
       "}\n",
       "#find-and-replace #replace-preview .match,\n",
       "#find-and-replace #replace-preview .insert {\n",
       " color: #ffffff;\n",
       " background-color: #2769c3;\n",
       " border-color: #2769c3;\n",
       " border-style: solid;\n",
       " border-width: 1px;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .match {\n",
       " background-color: #dc6972;\n",
       " border-color: #dc6972;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .insert {\n",
       " background-color: #94c273;\n",
       " border-color: #94c273;\n",
       " border-radius: 0px;\n",
       "}\n",
       ".jupyter-dashboard-menu-item.selected::before {\n",
       " font-family: 'FontAwesome' !important;\n",
       " content: '\\f00c' !important;\n",
       " position: absolute !important;\n",
       " color: #7aa05d !important;\n",
       " left: 0px !important;\n",
       " top: 13px !important;\n",
       " font-size: 12px !important;\n",
       "}\n",
       ".shortcut_key,\n",
       "span.shortcut_key {\n",
       " display: inline-block;\n",
       " width: 16ex;\n",
       " text-align: right;\n",
       " font-family: monospace;\n",
       "}\n",
       ".jupyter-keybindings {\n",
       " padding: 1px;\n",
       " line-height: 24px;\n",
       " border-bottom: 1px solid rgba(80,92,133,.22);\n",
       "}\n",
       ".jupyter-keybindings i {\n",
       " background: #262c36;\n",
       " font-size: small;\n",
       " padding: 5px;\n",
       " margin-left: 7px;\n",
       "}\n",
       "div#short-key-bindings-intro.well,\n",
       ".well {\n",
       " background-color: #2e3642;\n",
       " border: 1px solid #2e3642;\n",
       " color: #899ab8;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "#texteditor-backdrop {\n",
       " background: #1d1e23;\n",
       " background-color: #1d1e23;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n",
       " background: #353a48;\n",
       " background-color: #353a48;\n",
       " color: #526488;\n",
       "}\n",
       ".edit_app #menubar .navbar {\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container {\n",
       " padding: 0px;\n",
       " background-color: #2c303c;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal-app {\n",
       " background: #1d1e23;\n",
       "}\n",
       ".terminal-app > #header {\n",
       " background: #1d1e23;\n",
       "}\n",
       ".terminal-app .terminal {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " color: #b5c2d9;\n",
       " background: #2c303c;\n",
       " padding: 0.4em;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal .xterm-viewport {\n",
       " background-color: #2c303c;\n",
       " color: #b5c2d9;\n",
       " overflow-y: auto;\n",
       "}\n",
       ".terminal .xterm-color-0 {\n",
       " color: #7aa05d;\n",
       "}\n",
       ".terminal .xterm-color-1 {\n",
       " color: #ea8080;\n",
       "}\n",
       ".terminal .xterm-color-2 {\n",
       " color: #cc89e0;\n",
       "}\n",
       ".terminal .xterm-color-3 {\n",
       " color: #ea8080;\n",
       "}\n",
       ".terminal .xterm-color-4 {\n",
       " color: #fea47f;\n",
       "}\n",
       ".terminal .xterm-color-5 {\n",
       " color: #94c273;\n",
       "}\n",
       ".terminal .xterm-color-6 {\n",
       " color: #61afef;\n",
       "}\n",
       ".terminal .xterm-color-7 {\n",
       " color: #61afef;\n",
       "}\n",
       ".terminal .xterm-color-8 {\n",
       " color: #94c273;\n",
       "}\n",
       ".terminal .xterm-color-9 {\n",
       " color: #94c273;\n",
       "}\n",
       ".terminal .xterm-color-10 {\n",
       " color: #ea8080;\n",
       "}\n",
       ".terminal .xterm-color-14 {\n",
       " color: #61afef;\n",
       "}\n",
       ".terminal .xterm-bg-color-15 {\n",
       " background-color: #2c303c;\n",
       "}\n",
       ".terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {\n",
       " background-color: #7aa05d;\n",
       " color: #2c303c;\n",
       "}\n",
       ".terminal:not(.focus) .terminal-cursor {\n",
       " outline: 1px solid #7aa05d;\n",
       " outline-offset: -1px;\n",
       "}\n",
       ".celltoolbar {\n",
       " font-size: 100%;\n",
       " padding-top: 3px;\n",
       " border-color: transparent;\n",
       " border-bottom: thin solid rgba(148,204,114,.4);\n",
       " background: transparent;\n",
       "}\n",
       ".cell-tag,\n",
       ".tags-input input,\n",
       ".tags-input button {\n",
       " color: #899ab8;\n",
       " background-color: #1d1e23;\n",
       " background-image: none;\n",
       " border: 1px solid #899ab8;\n",
       " border-radius: 1px;\n",
       " box-shadow: none;\n",
       " width: inherit;\n",
       " font-size: inherit;\n",
       " height: 22px;\n",
       " line-height: 22px;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button,\n",
       "#notebook-container > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button {\n",
       " font-size: 10pt;\n",
       " color: #899ab8;\n",
       " background-color: #1d1e23;\n",
       " background-image: none;\n",
       " border: 1px solid #899ab8;\n",
       " border-radius: 1px;\n",
       " box-shadow: none;\n",
       " width: inherit;\n",
       " font-size: inherit;\n",
       " height: 22px;\n",
       " line-height: 22px;\n",
       "}\n",
       "div#pager #pager-contents {\n",
       " background: #1d1e23 !important;\n",
       " background-color: #1d1e23 !important;\n",
       "}\n",
       "div#pager pre {\n",
       " color: #b5c2d9 !important;\n",
       " background: #2c303c !important;\n",
       " background-color: #2c303c !important;\n",
       " padding: 0.4em;\n",
       "}\n",
       "div#pager .ui-resizable-handle {\n",
       " top: 0px;\n",
       " height: 8px;\n",
       " background: #7aa05d !important;\n",
       " border-top: 1px solid #7aa05d;\n",
       " border-bottom: 1px solid #7aa05d;\n",
       "}\n",
       "div.CodeMirror,\n",
       "div.CodeMirror pre {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " color: #b5c2d9;\n",
       "}\n",
       "div.CodeMirror-lines {\n",
       " padding-bottom: .9em;\n",
       " padding-left: .5em;\n",
       " padding-right: 1.5em;\n",
       " padding-top: .7em;\n",
       "}\n",
       "span.ansiblack,\n",
       ".ansi-black-fg {\n",
       " color: #2b303b;\n",
       "}\n",
       "span.ansiblue,\n",
       ".ansi-blue-fg,\n",
       ".ansi-blue-intense-fg {\n",
       " color: #61afef;\n",
       "}\n",
       "span.ansigray,\n",
       ".ansi-gray-fg,\n",
       ".ansi-gray-intense-fg {\n",
       " color: #899ab8;\n",
       "}\n",
       "span.ansigreen,\n",
       ".ansi-green-fg {\n",
       " color: #8fca9a;\n",
       "}\n",
       ".ansi-green-intense-fg {\n",
       " color: #899ab8;\n",
       "}\n",
       "span.ansipurple,\n",
       ".ansi-purple-fg,\n",
       ".ansi-purple-intense-fg {\n",
       " color: #b399ef;\n",
       "}\n",
       "span.ansicyan,\n",
       ".ansi-cyan-fg,\n",
       ".ansi-cyan-intense-fg {\n",
       " color: #b399ef;\n",
       "}\n",
       "span.ansiyellow,\n",
       ".ansi-yellow-fg,\n",
       ".ansi-yellow-intense-fg {\n",
       " color: #ddd7a3;\n",
       "}\n",
       "span.ansired,\n",
       ".ansi-red-fg,\n",
       ".ansi-red-intense-fg {\n",
       " color: #e07a7a;\n",
       "}\n",
       "div.output-stderr {\n",
       " background-color: #e07a7a;\n",
       "}\n",
       "div.output-stderr pre {\n",
       " color: #d0d4e6;\n",
       "}\n",
       "div.js-error {\n",
       " color: #e07a7a;\n",
       "}\n",
       ".ipython_tooltip {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " border: 2px solid #21262c;\n",
       " background: #323a44;\n",
       " background-color: #323a44;\n",
       " border-radius: 2px;\n",
       " overflow-x: visible;\n",
       " overflow-y: visible;\n",
       " box-shadow: none;\n",
       " position: absolute;\n",
       " z-index: 1000;\n",
       "}\n",
       ".ipython_tooltip .tooltiptext pre {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " background: #323a44;\n",
       " background-color: #323a44;\n",
       " color: #b5c2d9;\n",
       " overflow-x: visible;\n",
       " overflow-y: visible;\n",
       " max-width: 900px;\n",
       "}\n",
       "div#tooltip.ipython_tooltip {\n",
       " overflow-x: wrap;\n",
       " overflow-y: visible;\n",
       " max-width: 800px;\n",
       "}\n",
       "div.tooltiptext.bigtooltip {\n",
       " overflow-x: visible;\n",
       " overflow-y: scroll;\n",
       " height: 400px;\n",
       " max-width: 800px;\n",
       "}\n",
       ".cm-s-ipython.CodeMirror {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " background: #2c303c;\n",
       " color: #b5c2d9;\n",
       " border-radius: 2px;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython div.CodeMirror-selected {\n",
       " background: #373d4b;\n",
       "}\n",
       ".CodeMirror-gutters {\n",
       " border: none;\n",
       " border-right: 1px solid #353a48 !important;\n",
       " background-color: #353a48 !important;\n",
       " background: #353a48 !important;\n",
       " border-radius: 0px;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-gutters {\n",
       " background: #353a48;\n",
       " border: none;\n",
       " border-radius: 0px;\n",
       " width: 36px;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-linenumber {\n",
       " color: #526488;\n",
       "}\n",
       ".CodeMirror-sizer {\n",
       " margin-left: 40px;\n",
       "}\n",
       ".CodeMirror-linenumber,\n",
       "div.CodeMirror-linenumber,\n",
       ".CodeMirror-gutter.CodeMirror-linenumberdiv.CodeMirror-gutter.CodeMirror-linenumber {\n",
       " padding-right: 1px;\n",
       " margin-left: 0px;\n",
       " margin: 0px;\n",
       " width: 26px !important;\n",
       " padding: 0px;\n",
       " text-align: right;\n",
       "}\n",
       ".CodeMirror-linenumber {\n",
       " color: #526488;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-cursor {\n",
       " border-left: 2px solid #0095ff !important;\n",
       "}\n",
       ".cm-s-ipython span.cm-comment {\n",
       " color: #526488;\n",
       " font-style: italic;\n",
       "}\n",
       ".cm-s-ipython span.cm-atom {\n",
       " color: #61afef;\n",
       "}\n",
       ".cm-s-ipython span.cm-number {\n",
       " color: #fea47f;\n",
       "}\n",
       ".cm-s-ipython span.cm-property {\n",
       " color: #b5c2d9;\n",
       "}\n",
       ".cm-s-ipython span.cm-attribute {\n",
       " color: #b5c2d9;\n",
       "}\n",
       ".cm-s-ipython span.cm-keyword {\n",
       " color: #cc89e0;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-string {\n",
       " color: #94c273;\n",
       "}\n",
       ".cm-s-ipython span.cm-meta {\n",
       " color: #ddd7a3;\n",
       "}\n",
       ".cm-s-ipython span.cm-operator {\n",
       " color: #61afef;\n",
       "}\n",
       ".cm-s-ipython span.cm-builtin {\n",
       " color: #ea8080;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable {\n",
       " color: #b5c2d9;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable-2 {\n",
       " color: #ea8080;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable-3 {\n",
       " color: #cc89e0;\n",
       "}\n",
       ".cm-s-ipython span.cm-def {\n",
       " color: #61afef;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-error {\n",
       " background: rgba(192,57,67,.3);\n",
       "}\n",
       ".cm-s-ipython span.cm-tag {\n",
       " color: #61afef;\n",
       "}\n",
       ".cm-s-ipython span.cm-link {\n",
       " color: #94c273;\n",
       "}\n",
       ".cm-s-ipython span.cm-storage {\n",
       " color: #61afef;\n",
       "}\n",
       ".cm-s-ipython span.cm-entity {\n",
       " color: #61afef;\n",
       "}\n",
       ".cm-s-ipython span.cm-quote {\n",
       " color: #94c273;\n",
       "}\n",
       "div.CodeMirror span.CodeMirror-matchingbracket {\n",
       " color: #ffffff;\n",
       " font-weight: bold;\n",
       " background-color: #4c8be2;\n",
       "}\n",
       "div.CodeMirror span.CodeMirror-nonmatchingbracket {\n",
       " color: #ffffff;\n",
       " font-weight: bold;\n",
       " background: rgba(192,57,67,.3) !important;\n",
       "}\n",
       ".cm-header-1 {\n",
       " font-size: 215%;\n",
       "}\n",
       ".cm-header-2 {\n",
       " font-size: 180%;\n",
       "}\n",
       ".cm-header-3 {\n",
       " font-size: 150%;\n",
       "}\n",
       ".cm-header-4 {\n",
       " font-size: 120%;\n",
       "}\n",
       ".cm-header-5 {\n",
       " font-size: 100%;\n",
       "}\n",
       ".cm-s-default .cm-hr {\n",
       " color: #61afef;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default .cm-header {\n",
       " font-family: sans-serif;\n",
       " font-weight: normal;\n",
       " color: #7aa05d !important;\n",
       " margin-top: 0.3em !important;\n",
       " margin-bottom: 0.3em !important;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default span.cm-variable-2 {\n",
       " color: #abb7ce !important;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default span.cm-variable-3 {\n",
       " color: #cc89e0 !important;\n",
       "}\n",
       ".cm-s-default span.cm-comment {\n",
       " color: #526488 !important;\n",
       "}\n",
       ".cm-s-default .cm-tag {\n",
       " color: #8fb36a;\n",
       "}\n",
       ".cm-s-default .cm-builtin {\n",
       " color: #ea8080;\n",
       "}\n",
       ".cm-s-default .cm-string {\n",
       " color: #94c273;\n",
       "}\n",
       ".cm-s-default .cm-keyword {\n",
       " color: #cc89e0;\n",
       "}\n",
       ".cm-s-default .cm-number {\n",
       " color: #fea47f;\n",
       "}\n",
       ".cm-s-default .cm-error {\n",
       " color: #61afef;\n",
       "}\n",
       ".cm-s-default .cm-link {\n",
       " color: #94c273;\n",
       "}\n",
       ".cm-s-default .cm-atom {\n",
       " color: #fea47f;\n",
       "}\n",
       ".cm-s-default .cm-def {\n",
       " color: #61afef;\n",
       "}\n",
       ".CodeMirror-cursor {\n",
       " border-left: 2px solid #0095ff !important;\n",
       " border-right: none;\n",
       " width: 0;\n",
       "}\n",
       ".cm-s-default div.CodeMirror-selected {\n",
       " background: #373d4b;\n",
       "}\n",
       ".cm-s-default .cm-selected {\n",
       " background: #373d4b;\n",
       "}\n",
       ".MathJax_Display,\n",
       ".MathJax {\n",
       " border: 0 !important;\n",
       " font-size: 100% !important;\n",
       " text-align: center !important;\n",
       " margin: 0em !important;\n",
       " line-height: 2.25 !important;\n",
       "}\n",
       ".MathJax:focus,\n",
       "body :focus .MathJax {\n",
       " display: inline-block !important;\n",
       "}\n",
       ".MathJax:focus,\n",
       "body :focus .MathJax {\n",
       " display: inline-block !important;\n",
       "}\n",
       ".completions {\n",
       " position: absolute;\n",
       " z-index: 110;\n",
       " overflow: hidden;\n",
       " border: medium solid rgba(53,114,198,.75);\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".completions select {\n",
       " background: #2c303c;\n",
       " background-color: #2c303c;\n",
       " outline: none;\n",
       " border: none;\n",
       " padding: 0px;\n",
       " margin: 0px;\n",
       " margin-left: 2px;\n",
       " overflow: auto;\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " color: #b5c2d9;\n",
       " width: auto;\n",
       "}\n",
       "div#maintoolbar {\n",
       " display: none !important;\n",
       "}\n",
       "#header-container {\n",
       " display: none !important;\n",
       "}\n",
       "\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "        \"HTML-CSS\": {\n",
       "            /*preferredFont: \"TeX\",*/\n",
       "            /*availableFonts: [\"TeX\", \"STIX\"],*/\n",
       "            styles: {\n",
       "                scale: 100,\n",
       "                \".MathJax_Display\": {\n",
       "                    \"font-size\": \"100%\",\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "     </style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set_nb_theme('onedork')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Albania' 'Anguilla' 'Antigua and Barbuda' 'Argentina' 'Armenia' 'Aruba'\n",
      " 'Australia' 'Austria' 'Azerbaijan' 'Bahamas' 'Bahrain' 'Barbados'\n",
      " 'Belarus' 'Belgium' 'Belize' 'Bermuda' 'Bolivia' 'Bosnia and Herzegovina'\n",
      " 'Brazil' 'British Virgin Islands' 'Brunei Darussalam' 'Bulgaria'\n",
      " 'Cabo Verde' 'Canada' 'Cayman Islands' 'Chile' 'Colombia' 'Costa Rica'\n",
      " 'Croatia' 'Cuba' 'Cyprus' 'Czech Republic' 'Denmark' 'Dominica'\n",
      " 'Dominican Republic' 'Ecuador' 'Egypt' 'El Salvador' 'Estonia'\n",
      " 'Falkland Islands (Malvinas)' 'Fiji' 'Finland' 'France' 'French Guiana'\n",
      " 'Georgia' 'Germany' 'Greece' 'Grenada' 'Guadeloupe' 'Guatemala' 'Guyana'\n",
      " 'Haiti' 'Honduras' 'Hong Kong SAR' 'Hungary' 'Iceland'\n",
      " 'Iran (Islamic Rep of)' 'Iraq' 'Ireland' 'Israel' 'Italy' 'Jamaica'\n",
      " 'Japan' 'Jordan' 'Kazakhstan' 'Kiribati' 'Kuwait' 'Kyrgyzstan' 'Latvia'\n",
      " 'Lithuania' 'Luxembourg' 'Macau' 'Malaysia' 'Maldives' 'Malta'\n",
      " 'Martinique' 'Mauritius' 'Mayotte' 'Mexico' 'Monaco' 'Mongolia'\n",
      " 'Montenegro' 'Montserrat' 'Morocco' 'Netherlands' 'Netherlands Antilles'\n",
      " 'New Zealand' 'Nicaragua' 'Norway' 'Occupied Palestinian Territory'\n",
      " 'Oman' 'Panama' 'Paraguay' 'Peru' 'Philippines' 'Poland' 'Portugal'\n",
      " 'Puerto Rico' 'Qatar' 'Republic of Korea' 'Republic of Moldova' 'Reunion'\n",
      " 'Rodrigues' 'Romania' 'Russian Federation' 'Saint Kitts and Nevis'\n",
      " 'Saint Lucia' 'Saint Pierre and Miquelon' 'Saint Vincent and Grenadines'\n",
      " 'San Marino' 'Sao Tome and Principe' 'Saudi Arabia' 'Serbia' 'Seychelles'\n",
      " 'Singapore' 'Slovakia' 'Slovenia' 'South Africa' 'Spain' 'Sri Lanka'\n",
      " 'Suriname' 'Sweden' 'Switzerland' 'Syrian Arab Republic' 'TFYR Macedonia'\n",
      " 'Tajikistan' 'Thailand' 'Trinidad and Tobago' 'Tunisia' 'Turkey'\n",
      " 'Turkmenistan' 'Turks and Caicos Islands' 'Ukraine'\n",
      " 'United Arab Emirates' 'United Kingdom' 'United States of America'\n",
      " 'Uruguay' 'Uzbekistan' 'Venezuela (Bolivarian Republic of)'\n",
      " 'Virgin Islands (USA)' 'Zimbabwe']\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os\n",
    "%matplotlib inline\n",
    "from jupyterthemes import get_themes\n",
    "import jupyterthemes as jt\n",
    "from jupyterthemes.stylefx import set_nb_theme\n",
    "sns.set_style('darkgrid')\n",
    "\n",
    "data = pd.read_csv(os.getcwd() + '/who_suicide_statistics.csv')\n",
    "df = pd.DataFrame(data)\n",
    "print(df.country.unique())\n",
    "\n",
    "def plotSuicides(countrySelection):\n",
    "    vis1 = sns.lmplot(data=df[df.country == countrySelection], x='year', y='suicides_no', hue='age',\n",
    "              fit_reg=False, legend=False, height=8, aspect=2, scatter_kws={'s':130})\n",
    "    vis1.set(xlabel='Year', ylabel='No. of Suicides', \n",
    "             title='Suicide trend for ' + countrySelection)\n",
    "    plt.legend(loc='upper left', bbox_to_anchor=(1,1))\n",
    "    plt.show()\n",
    "\n",
    "plotSuicides('United States of America')\n"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}