simple_linear_regression_salary_predictions.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from jupyterthemes import get_themes\n",
    "# import jupyterthemes as jt\n",
    "# from jupyterthemes.stylefx import set_nb_theme\n",
    "# set_nb_theme('onedork')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Importing the dataset\n",
    "dataset = pd.read_csv(os.getcwd()+'/Salary_Data.csv')\n",
    "x = dataset.iloc[:,:-1].values\n",
    "y = dataset.iloc[:,1].values\n",
    "\n",
    "# Splitting the dataset into the training set and test set\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 1/3, random_state = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fitting simple linear regression to the training set (teach machine)\n",
    "from sklearn.linear_model import LinearRegression\n",
    "regressor = LinearRegression()\n",
    "regressor.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predicting the training set results\n",
    "y_pred = regressor.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style('darkgrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x_train, y_train, color = 'red')\n",
    "plt.plot(x_train, regressor.predict(x_train), color='black')\n",
    "plt.title('Salary vs Experience (Training set)')\n",
    "plt.xlabel('Years of Experience')\n",
    "plt.ylabel('Salary')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Predicting the test set results\n",
    "\n",
    "plt.scatter(x_test, y_test, color = 'red')\n",
    "plt.plot(x_train, regressor.predict(x_train), color='black')\n",
    "plt.title('Salary vs Experience (Test set)')\n",
    "plt.xlabel('Years of Experience')\n",
    "plt.ylabel('Salary')\n",
    "plt.show()"
   ]
  }
 ],
 "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
}