Applied_AI_Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bf0adf1e",
   "metadata": {},
   "source": [
    "<h1>AI Face Mask Detector - Project Assignment <h1>\n",
    "<h2> COMP 6721 Applied AI <h2>\n",
    "<h3>    Vishanth Surresh    <h3>\n",
    "<h3>    Tejaswini Devireddy  <h3>\n",
    "<h4> Goal is to to develop a Deep Learning CNN model using PyTorch and train it to recognize five different classes <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b8d09086",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NVIDIA GeForce RTX 3050 Laptop GPU'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "torch.cuda.get_device_name(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8fa9684b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style> div#notebook {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " line-height: 170%;\n",
       " color: #cdd2e9;\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: #a2b0c7;\n",
       " background-color: #1a2028;\n",
       " background: #1a2028;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "body.notebook_app {\n",
       " padding: 0;\n",
       " background-color: #1a2028;\n",
       " background: #1a2028;\n",
       " padding-right: 0px !important;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "a {\n",
       " font-family: sans-serif;\n",
       " color: #a2b0c7;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "a:hover,\n",
       "a:focus {\n",
       " color: #dbe1ea;\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: #dbe1ea;\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: #a2b0c7;\n",
       " padding: 8px 8px;\n",
       " background: #252b35;\n",
       " background-color: #252b35;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a {\n",
       " font-size: 14pt;\n",
       " color: #a2b0c7;\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: #a2b0c7;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item {\n",
       " background: #2d3846;\n",
       " background-color: #2d3846;\n",
       " padding: 2px;\n",
       " border-bottom: 2px solid rgba(75,95,118,.30);\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item:hover {\n",
       " background: #2d3846;\n",
       " background-color: #2d3846;\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: #0b98c8;\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: #009cd1;\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: #48a667 !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: #92a2bd !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: #546386;\n",
       "}\n",
       "span#login_widget > .button,\n",
       "#logout {\n",
       " font-family: \"Proxima Nova\", sans-serif;\n",
       " color: #a2b0c7;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 2px solid #252e3a;\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: #009cd1;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: 2px solid #009cd1;\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: #fefefe;\n",
       " background-color: #a2b0c7;\n",
       " background: #a2b0c7;\n",
       " border-color: #a2b0c7;\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: #1a2028;\n",
       " background-color: #1a2028;\n",
       " position: relative;\n",
       " z-index: 100;\n",
       "}\n",
       ".list_container {\n",
       " font-size: 13pt;\n",
       " color: #a2b0c7;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".list_container > div {\n",
       " border-bottom: 1px solid rgba(75,95,118,.30);\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: #252e3a !important;\n",
       " background: #252e3a !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: #a2b0c7;\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: #dbe1ea;\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(75,95,118,.10);\n",
       "}\n",
       ".breadcrumb > li {\n",
       " font-size: 12.0pt;\n",
       " color: #a2b0c7;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".breadcrumb > li + li:before {\n",
       " content: \"/\\00a0\";\n",
       " padding: 0px;\n",
       " color: #a2b0c7;\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: #009cd1;\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: #546386;\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: #009cd1;\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: #009cd1;\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: #1a2028;\n",
       "}\n",
       "#notebook-container {\n",
       " padding: 13px 2px;\n",
       " background-color: #1a2028;\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: #1a2028;\n",
       " border-bottom: 2px solid rgba(75,95,118,.30);\n",
       "}\n",
       "#header,\n",
       ".edit_app #header {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " box-shadow: none;\n",
       " background-color: #1a2028;\n",
       "}\n",
       "#header .header-bar,\n",
       ".edit_app #header .header-bar {\n",
       " background: #1a2028;\n",
       " background-color: #1a2028;\n",
       "}\n",
       "body > #header .header-bar {\n",
       " width: 100%;\n",
       " background: #1a2028;\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: #1a2028;\n",
       " padding-top: 0px !important;\n",
       "}\n",
       "#menubar .navbar,\n",
       ".navbar-default {\n",
       " background-color: #1a2028;\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: #0b98c8;\n",
       "}\n",
       ".navbar-default {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " background-color: #1a2028;\n",
       " border-color: #323b48;\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: #a2b0c7;\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: #dbe1ea !important;\n",
       " background-color: rgba(75,95,118,.30) !important;\n",
       " border-color: #323b48 !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: #fefefe;\n",
       " background-color: #36404e;\n",
       " border-color: #36404e;\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: #a2b0c7 !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: #48a667 !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: #48a667;\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: #546386 !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: #1a2028;\n",
       " background-color: #1a2028;\n",
       " margin-top: 8px !important;\n",
       " margin-left: 0px;\n",
       "}\n",
       "#kernel_indicator {\n",
       " float: right !important;\n",
       " color: #0b98c8;\n",
       " background: #1a2028;\n",
       " background-color: #1a2028;\n",
       " border-left: 2px solid #0b98c8;\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: #0b98c8;\n",
       " background: #1a2028;\n",
       " background-color: #1a2028;\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: #1a2028;\n",
       " border-color: #1a2028;\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: #36404e;\n",
       " background: #36404e;\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: #36404e;\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: #a2b0c7;\n",
       " background-color: #36404e;\n",
       " background: #36404e;\n",
       "}\n",
       ".dropdown-menu > li > a:hover,\n",
       ".dropdown-menu > li > a:focus {\n",
       " color: #dbe1ea;\n",
       " background-color: #323b48;\n",
       " background: #323b48;\n",
       " border-color: #323b48;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu .divider {\n",
       " height: 1px;\n",
       " margin: 0px 0px;\n",
       " overflow: hidden;\n",
       " background-color: rgba(75,95,118,.55);\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: #546386;\n",
       " padding: none;\n",
       " display: block;\n",
       " clear: both;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".dropdown-submenu > a:after {\n",
       " color: #a2b0c7;\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: #0b98c8;\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: #a2b0c7;\n",
       " background: #252e3a;\n",
       " background-color: #252e3a;\n",
       " border: 2px solid #252e3a;\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: #009cd1;\n",
       " border: 2px solid #293340;\n",
       " background-color: #293340;\n",
       " background: #293340;\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: #009cd1;\n",
       " border: 2px solid #293340;\n",
       " background-color: #293340 !important;\n",
       " background: #293340 !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: #009cd1 !important;\n",
       " background-color: #252e3a;\n",
       " border-color: #33517c !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: #009cd1 !important;\n",
       " outline: none !important;\n",
       " outline-width: 0px !important;\n",
       " background: #33517c !important;\n",
       " background-color: #33517c !important;\n",
       " border-color: #33517c !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 #252b35;\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: #21262f;\n",
       " padding-top: 4px !important;\n",
       " background-color: transparent;\n",
       " border: 0px solid transparent;\n",
       " border-bottom: 2px solid #0b98c8;\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 #252e3a;\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: #0b98c8 !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: #a2b0c7;\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: #92a2bd;\n",
       " background: #232c37;\n",
       " background-color: #232c37;\n",
       " border-color: #232c37;\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: #a2b0c7;\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: #293340 !important;\n",
       "}\n",
       ".input-group-btn {\n",
       " position: relative;\n",
       " font-size: inherit;\n",
       " white-space: nowrap;\n",
       " background: #252b35;\n",
       " background-color: #252b35;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:hover {\n",
       " background: #21262f;\n",
       " background-color: #21262f;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:first-child > .btn,\n",
       ".input-group-btn:first-child > .btn-group {\n",
       " background: #252b35;\n",
       " background-color: #252b35;\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: #293340;\n",
       " background-color: #293340;\n",
       " border: none;\n",
       " font-size: inherit;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child {\n",
       " background: #252b35;\n",
       " background-color: #252b35;\n",
       " border: 1px solid #232932;\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: #21262f;\n",
       " background-color: #21262f;\n",
       " border: 1px solid #21262f;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal > button,\n",
       "div.modal-footer > button {\n",
       " background: #252b35;\n",
       " background-color: #252b35;\n",
       " border-color: #252b35;\n",
       "}\n",
       "div.modal > button:hover,\n",
       "div.modal-footer > button:hover {\n",
       " background: #21262f;\n",
       " background-color: #21262f;\n",
       " border-color: #21262f;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".modal-content {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " position: relative;\n",
       " background: #252b35;\n",
       " background-color: #252b35;\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: #a2b0c7;\n",
       " background: #252b35;\n",
       " background-color: #252b35;\n",
       " border-color: rgba(75,95,118,.30);\n",
       " padding: 12px;\n",
       " min-height: 16.4286px;\n",
       "}\n",
       ".modal-content h4 {\n",
       " font-family: sans-serif;\n",
       " font-size: 16pt;\n",
       " color: #a2b0c7;\n",
       " padding: 5px;\n",
       "}\n",
       ".modal-body {\n",
       " background-color: #2d3846;\n",
       " position: relative;\n",
       " padding: 15px;\n",
       "}\n",
       ".modal-footer {\n",
       " padding: 8px;\n",
       " text-align: right;\n",
       " background-color: #2d3846;\n",
       " border-top: none;\n",
       "}\n",
       ".alert-info {\n",
       " background-color: #323f50;\n",
       " border-color: rgba(75,95,118,.30);\n",
       " color: #a2b0c7;\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: #2d3846;\n",
       " color: #a2b0c7;\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: #a2b0c7;\n",
       " background: #252b35;\n",
       " background-color: #252b35;\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: #a2b0c7;\n",
       " background-color: #252b35;\n",
       " border: 1px solid #252e3a !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: #a2b0c7;\n",
       " background-color: #2d3846;\n",
       " border-color: rgba(75,95,118,.30);\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: #252b35;\n",
       " font-weight: normal;\n",
       " border: 1px solid rgba(75,95,118,.30);\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: #252e3a !important;\n",
       " background-color: #252e3a !important;\n",
       " border: 2px solid #212934 !important;\n",
       "}\n",
       ".form-control:focus {\n",
       " border-color: #0b98c8;\n",
       " outline: 2px solid rgba(0,156,209,.5);\n",
       " -webkit-box-shadow: none;\n",
       "}\n",
       "::-webkit-input-placeholder {\n",
       " color: #546386;\n",
       "}\n",
       "::-moz-placeholder {\n",
       " color: #546386;\n",
       "}\n",
       ":-ms-input-placeholder {\n",
       " color: #546386;\n",
       "}\n",
       ":-moz-placeholder {\n",
       " color: #546386;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control {\n",
       " border: 2px solid rgba(75,95,118,.30) !important;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control:focus {\n",
       " border-color: #0b98c8;\n",
       " outline: 2px solid rgba(0,156,209,.5);\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: #293340;\n",
       " background: #293340;\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: #293340;\n",
       " background-color: #293340;\n",
       " border: medium solid #1a2028;\n",
       " border-radius: 4px;\n",
       " top: 0;\n",
       "}\n",
       "div.cell.selected {\n",
       " background: #293340;\n",
       " background-color: #293340;\n",
       " border: medium solid #1a2028;\n",
       " padding: 0px;\n",
       " border-radius: 5px;\n",
       "}\n",
       ".edit_mode div.cell.selected {\n",
       " padding: 0px;\n",
       " background: #293340;\n",
       " background-color: #293340;\n",
       " border: medium solid #1a2028;\n",
       " border-radius: 5px;\n",
       "}\n",
       "div.cell.edit_mode {\n",
       " padding: 0px;\n",
       " background: #293340;\n",
       " background-color: #293340;\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: #293340 !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: #293340 !important;\n",
       " background-color: #293340 !important;\n",
       " border-color: #0b98c8 !important;\n",
       "}\n",
       "div.cell.code_cell .input {\n",
       " border-left: 5px solid #293340 !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 #008ebf !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #005573 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected:before {\n",
       " height: 100%;\n",
       " border-left: 5px solid #005573 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.jupyter-soft-selected,\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #005573 !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #005573 !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #005573 !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .input {\n",
       " border-left: 5px solid #293340 !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #008ebf;\n",
       " border-color: #1a2028;\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: #293340 !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: #005573 !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 26px !important;\n",
       " border-right-color: #005573 !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #005573 !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: #005573 !important;\n",
       "}\n",
       "div.prompt,\n",
       ".prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " font-weight: normal;\n",
       " color: #546386;\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: #293340;\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(0,156,209,.5);\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: #212934;\n",
       " background: #212934;\n",
       " color: #008ebf !important;\n",
       "}\n",
       "div.cell.code_cell.rendered.unselected .run_this_cell:hover {\n",
       " background-color: #212934;\n",
       " background: #212934;\n",
       " color: #008ebf !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: #005573 !important;\n",
       " background: #005573 !important;\n",
       " color: #005573 !important;\n",
       "}\n",
       "div.output_wrapper {\n",
       " background-color: #323a48;\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: #323a48;\n",
       " color: #b4bcde;\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: #b4bcde;\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: #e2e5f2;\n",
       " background-color: #323a48;\n",
       " background: #323a48;\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: #1b1f26;\n",
       " background-color: #1b1f26;\n",
       " border-color: #1b1f26;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed:hover {\n",
       " background: #161a20;\n",
       " background-color: #161a20;\n",
       " border-color: #161a20;\n",
       "}\n",
       "div.prompt.output_prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-weight: bold !important;\n",
       " background-color: #323a48;\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: #323a48;\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: #374556;\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 #374556 !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 #005573;\n",
       " border-right: 2px solid #323a48;\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 #005573;\n",
       " border-right: 2px solid #323a48;\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: #b0bdd7;\n",
       " background: #293340;\n",
       " background-color: #293340;\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: #293340;\n",
       " background: #293340;\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: #293340;\n",
       " background-color: #293340;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.unrendered.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #293340;\n",
       " background-color: #293340;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #293340;\n",
       " background-color: #293340;\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: #293340;\n",
       " background-color: #293340;\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: #293340;\n",
       " background-color: #293340;\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: #546386 !important;\n",
       " text-align: right !important;\n",
       " min-width: 14.5ex !important;\n",
       " width: 14.5ex !important;\n",
       " background-color: #293340;\n",
       " border-right: 2px solid rgba(0,156,209,.5);\n",
       " border-left: 4px solid #293340;\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: #546386 !important;\n",
       " text-align: right !important;\n",
       " min-width: 14.5ex !important;\n",
       " width: 14.5ex !important;\n",
       " border-right: 2px solid rgba(0,156,209,.5);\n",
       " border-left: 4px solid #293340;\n",
       " background-color: #293340;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " border-right: 2px solid rgba(0,156,209,.5);\n",
       "}\n",
       "div.cell.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " border-left: 4px solid #0b98c8;\n",
       " border-right: 2px solid rgba(0,156,209,.5);\n",
       "}\n",
       "div.text_cell.unrendered.selected .prompt,\n",
       "div.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " background: #293340;\n",
       " border-left: 4px solid #005573;\n",
       " border-right: 2px solid rgba(0,156,209,.5);\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: #cdd2e9;\n",
       " background: #252e3a;\n",
       " background-color: #252e3a;\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: #b0bdd7;\n",
       " background: #252e3a;\n",
       " background-color: #252e3a;\n",
       " border-color: #252e3a;\n",
       "}\n",
       "kbd {\n",
       " padding: 1px;\n",
       " font-size: 11pt;\n",
       " font-weight: 800;\n",
       " color: #cdd2e9;\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: #cdd2e9;\n",
       " background-color: #252e3a;\n",
       " border: 1px solid #252e3a;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.rendered_html {\n",
       " color: #b0bdd7;\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: #b0bdd7 !important;\n",
       " background: #252e3a;\n",
       " background-color: #252e3a;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: 3px solid #252e3a;\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: #b0bdd7;\n",
       " background: #1a2028;\n",
       " background-color: #1a2028;\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(0,156,209,.5) !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: #0b98c8 !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: #0b98c8 !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: #0b98c8 !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: #0b98c8 !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: #0b98c8 !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 #0b98c8;\n",
       "}\n",
       ".rendered_html hr {\n",
       " color: #0b98c8;\n",
       " background-color: #0b98c8;\n",
       " margin-right: 2em;\n",
       "}\n",
       "#complete > select > option:hover {\n",
       " background: #323b48;\n",
       " background-color: #323b48;\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: #e2e5f2;\n",
       " table-layout: fixed;\n",
       "}\n",
       ".rendered_html thead {\n",
       " font-family: sans-serif !important;\n",
       " font-size: 10.3pt !important;\n",
       " background: #27313d;\n",
       " color: #bbc2e1;\n",
       " border-bottom: 1px solid #27313d;\n",
       " vertical-align: bottom;\n",
       "}\n",
       ".rendered_html tbody tr:nth-child(odd) {\n",
       " background: #3f495a;\n",
       "}\n",
       ".rendered_html tbody tr {\n",
       " background: #394251;\n",
       "}\n",
       ".rendered_html tbody tr:hover:nth-child(odd) {\n",
       " background: #3d4757;\n",
       "}\n",
       ".rendered_html tbody tr:hover {\n",
       " background: #373f4e;\n",
       "}\n",
       ".rendered_html * + table {\n",
       " margin-top: .05em;\n",
       "}\n",
       "div.widget-area {\n",
       " background-color: #323a48;\n",
       " background: #323a48;\n",
       " color: #b4bcde;\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: #a2b0c7;\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: #dbe1ea;\n",
       " background: rgba(75,95,118,.30);\n",
       " background-color: rgba(75,95,118,.30);\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: #232932;\n",
       " background-color: #232932;\n",
       " border: 2px solid #232932 !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: #b4bcde !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: #4a5569 !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: #e74c3c !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: #0b98c8;\n",
       " text-decoration: underline;\n",
       "}\n",
       ".rendered_html :visited,\n",
       ".rendered_html :visited:active,\n",
       ".rendered_html :visited:focus {\n",
       " color: #12a3d6;\n",
       "}\n",
       ".rendered_html :visited:hover,\n",
       ".rendered_html :link:hover {\n",
       " font-family: sans-serif;\n",
       " font-size: 100%;\n",
       " color: #0080aa;\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: #0dc1ff;\n",
       "}\n",
       ".navbar-text {\n",
       " margin-top: 4px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#clusters > a {\n",
       " color: #51c0ef;\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(75,95,118,.30) !important;\n",
       " background: rgba(75,95,118,.30) !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: #fefefe;\n",
       " background-color: rgba(75,95,118,.30) !important;\n",
       " background: rgba(75,95,118,.30) !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: #b0bdd7;\n",
       " background-color: #293340;\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(0,156,209,.3);\n",
       "}\n",
       ".nbext-showhide-incompat {\n",
       " padding-bottom: 0.5em;\n",
       " color: #92a2bd;\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: #dbe1ea !important;\n",
       " background-color: #323b48 !important;\n",
       " background: #323b48 !important;\n",
       " border-color: #323b48 !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: #a2b0c7;\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: #2d3846;\n",
       " border-color: #2d3846;\n",
       " color: #a2b0c7;\n",
       "}\n",
       ".notification_widget.danger {\n",
       " color: #ffffff;\n",
       " background-color: #e74c3c;\n",
       " border-color: #e74c3c;\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: #293340;\n",
       " color: #b0bdd7;\n",
       " padding: .15em;\n",
       "}\n",
       "a.text-warning,\n",
       "a.text-warning:hover {\n",
       " color: #546386;\n",
       "}\n",
       "a.text-warning.bg-warning {\n",
       " background-color: #1a2028;\n",
       "}\n",
       "span.bg-success.text-success {\n",
       " background-color: transparent;\n",
       " color: #48a667;\n",
       "}\n",
       "span.bg-danger.text-danger {\n",
       " background-color: #1a2028;\n",
       " color: #dc6972;\n",
       "}\n",
       ".has-success .input-group-addon {\n",
       " color: #48a667;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(83,180,115,.10);\n",
       "}\n",
       ".has-success .form-control {\n",
       " border-color: #48a667;\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: #a2b0c7;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: monospace, monospace;\n",
       " color: #a2b0c7;\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: #232c37;\n",
       " background-color: #232c37;\n",
       " color: #98a8c1;\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: #252b35;\n",
       " background-color: #252b35;\n",
       " border-color: #252b35;\n",
       " border: 2px solid #252b35;\n",
       "}\n",
       ".input-group .nbext-list-btn-add:hover,\n",
       ".input-group-btn:last-child > .btn-group > .btn:hover {\n",
       " background: #21262f;\n",
       " background-color: #21262f;\n",
       " border-color: #21262f;\n",
       " border: 2px solid #21262f;\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: #252b35;\n",
       " background-color: #252b35;\n",
       " border-color: #252b35;\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: #21262f;\n",
       " background-color: #21262f;\n",
       " border-color: #21262f;\n",
       "}\n",
       ".ui-widget-content {\n",
       " background: #252e3a;\n",
       " background-color: #252e3a;\n",
       " border: 2px solid #252e3a;\n",
       " color: #a2b0c7;\n",
       "}\n",
       "div.collapsible_headings_toggle {\n",
       " color: rgba(75,95,118,.55) !important;\n",
       "}\n",
       "div.collapsible_headings_toggle:hover {\n",
       " color: #0b98c8 !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(75,95,118,.55) !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: #1a2028 !important;\n",
       "}\n",
       "#toc-wrapper.ui-draggable.ui-resizable.sidebar-wrapper {\n",
       " border-color: rgba(75,95,118,.30) !important;\n",
       "}\n",
       "#toc a,\n",
       "#navigate_menu a,\n",
       ".toc {\n",
       " color: #a2b0c7 !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "#toc li > span:hover {\n",
       " background-color: #323b48 !important;\n",
       "}\n",
       "#toc a:hover,\n",
       "#navigate_menu a:hover,\n",
       ".toc {\n",
       " color: #fefefe !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "#toc-wrapper .toc-item-num {\n",
       " color: #0b98c8 !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "input.raw_input {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt !important;\n",
       " color: #cdd2e9;\n",
       " background-color: #252e3a;\n",
       " border-color: #232c37;\n",
       " background: #232c37;\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: #cdd2e9;\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: #252b35;\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: #dbe1ea;\n",
       " background-color: #21262f;\n",
       " border-color: #293340;\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: #a2b0c7;\n",
       " text-decoration: none;\n",
       "}\n",
       ".typeahead-dropdown,\n",
       ".typeahead-list {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #a2b0c7;\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: #dbe1ea;\n",
       " background-color: #2b3850;\n",
       " border-color: #2b3850;\n",
       "}\n",
       ".command-shortcut:before {\n",
       " content: \"(command)\";\n",
       " padding-right: 3px;\n",
       " color: #546386;\n",
       "}\n",
       ".edit-shortcut:before {\n",
       " content: \"(edit)\";\n",
       " padding-right: 3px;\n",
       " color: #546386;\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: #546386 !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(75,95,118,.55);\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: #0b98c8;\n",
       "}\n",
       "#find-and-replace #replace-preview .match,\n",
       "#find-and-replace #replace-preview .insert {\n",
       " color: #ffffff;\n",
       " background-color: #008ebf;\n",
       " border-color: #008ebf;\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: #48a667;\n",
       " border-color: #48a667;\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: #0b98c8 !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(75,95,118,.30);\n",
       "}\n",
       ".jupyter-keybindings i {\n",
       " background: #252e3a;\n",
       " font-size: small;\n",
       " padding: 5px;\n",
       " margin-left: 7px;\n",
       "}\n",
       "div#short-key-bindings-intro.well,\n",
       ".well {\n",
       " background-color: #252b35;\n",
       " border: 1px solid #252b35;\n",
       " color: #a2b0c7;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "#texteditor-backdrop {\n",
       " background: #1a2028;\n",
       " background-color: #1a2028;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n",
       " background: #334050;\n",
       " background-color: #334050;\n",
       " color: #546386;\n",
       "}\n",
       ".edit_app #menubar .navbar {\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container {\n",
       " padding: 0px;\n",
       " background-color: #293340;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal-app {\n",
       " background: #1a2028;\n",
       "}\n",
       ".terminal-app > #header {\n",
       " background: #1a2028;\n",
       "}\n",
       ".terminal-app .terminal {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " color: #cdd2e9;\n",
       " background: #293340;\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: #293340;\n",
       " color: #cdd2e9;\n",
       " overflow-y: auto;\n",
       "}\n",
       ".terminal .xterm-color-0 {\n",
       " color: #0b98c8;\n",
       "}\n",
       ".terminal .xterm-color-1 {\n",
       " color: #e17e85;\n",
       "}\n",
       ".terminal .xterm-color-2 {\n",
       " color: #4cb2ff;\n",
       "}\n",
       ".terminal .xterm-color-3 {\n",
       " color: #e17e85;\n",
       "}\n",
       ".terminal .xterm-color-4 {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".terminal .xterm-color-5 {\n",
       " color: #61ba86;\n",
       "}\n",
       ".terminal .xterm-color-6 {\n",
       " color: #be86e3;\n",
       "}\n",
       ".terminal .xterm-color-7 {\n",
       " color: #ffec8e;\n",
       "}\n",
       ".terminal .xterm-color-8 {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".terminal .xterm-color-9 {\n",
       " color: #61ba86;\n",
       "}\n",
       ".terminal .xterm-color-10 {\n",
       " color: #e17e85;\n",
       "}\n",
       ".terminal .xterm-color-14 {\n",
       " color: #be86e3;\n",
       "}\n",
       ".terminal .xterm-bg-color-15 {\n",
       " background-color: #293340;\n",
       "}\n",
       ".terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {\n",
       " background-color: #0b98c8;\n",
       " color: #293340;\n",
       "}\n",
       ".terminal:not(.focus) .terminal-cursor {\n",
       " outline: 1px solid #0b98c8;\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(0,156,209,.3);\n",
       " background: transparent;\n",
       "}\n",
       ".cell-tag,\n",
       ".tags-input input,\n",
       ".tags-input button {\n",
       " color: #a2b0c7;\n",
       " background-color: #1a2028;\n",
       " background-image: none;\n",
       " border: 1px solid #a2b0c7;\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: #a2b0c7;\n",
       " background-color: #1a2028;\n",
       " background-image: none;\n",
       " border: 1px solid #a2b0c7;\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: #1a2028 !important;\n",
       " background-color: #1a2028 !important;\n",
       "}\n",
       "div#pager pre {\n",
       " color: #cdd2e9 !important;\n",
       " background: #293340 !important;\n",
       " background-color: #293340 !important;\n",
       " padding: 0.4em;\n",
       "}\n",
       "div#pager .ui-resizable-handle {\n",
       " top: 0px;\n",
       " height: 8px;\n",
       " background: #0b98c8 !important;\n",
       " border-top: 1px solid #0b98c8;\n",
       " border-bottom: 1px solid #0b98c8;\n",
       "}\n",
       "div.CodeMirror,\n",
       "div.CodeMirror pre {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " color: #cdd2e9;\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: #ffec8e;\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 #252c36;\n",
       " background: #363f4e;\n",
       " background-color: #363f4e;\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: #363f4e;\n",
       " background-color: #363f4e;\n",
       " color: #cdd2e9;\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: #293340;\n",
       " color: #cdd2e9;\n",
       " border-radius: 2px;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython div.CodeMirror-selected {\n",
       " background: #334050;\n",
       "}\n",
       ".CodeMirror-gutters {\n",
       " border: none;\n",
       " border-right: 1px solid #334050 !important;\n",
       " background-color: #334050 !important;\n",
       " background: #334050 !important;\n",
       " border-radius: 0px;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-gutters {\n",
       " background: #334050;\n",
       " border: none;\n",
       " border-radius: 0px;\n",
       " width: 36px;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-linenumber {\n",
       " color: #546386;\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: #546386;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-cursor {\n",
       " border-left: 2px solid #0095ff !important;\n",
       "}\n",
       ".cm-s-ipython span.cm-comment {\n",
       " color: #667fb1;\n",
       " font-style: italic;\n",
       "}\n",
       ".cm-s-ipython span.cm-atom {\n",
       " color: #be86e3;\n",
       "}\n",
       ".cm-s-ipython span.cm-number {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".cm-s-ipython span.cm-property {\n",
       " color: #cdd2e9;\n",
       "}\n",
       ".cm-s-ipython span.cm-attribute {\n",
       " color: #cdd2e9;\n",
       "}\n",
       ".cm-s-ipython span.cm-keyword {\n",
       " color: #4cb2ff;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-string {\n",
       " color: #61ba86;\n",
       "}\n",
       ".cm-s-ipython span.cm-meta {\n",
       " color: #ffec8e;\n",
       "}\n",
       ".cm-s-ipython span.cm-operator {\n",
       " color: #00b4ff;\n",
       "}\n",
       ".cm-s-ipython span.cm-builtin {\n",
       " color: #e17e85;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable {\n",
       " color: #cdd2e9;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable-2 {\n",
       " color: #e17e85;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable-3 {\n",
       " color: #ffec8e;\n",
       "}\n",
       ".cm-s-ipython span.cm-def {\n",
       " color: #ffec8e;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-error {\n",
       " background: rgba(191,97,106,.4);\n",
       "}\n",
       ".cm-s-ipython span.cm-tag {\n",
       " color: #be86e3;\n",
       "}\n",
       ".cm-s-ipython span.cm-link {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".cm-s-ipython span.cm-storage {\n",
       " color: #be86e3;\n",
       "}\n",
       ".cm-s-ipython span.cm-entity {\n",
       " color: #be86e3;\n",
       "}\n",
       ".cm-s-ipython span.cm-quote {\n",
       " color: #61ba86;\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(191,97,106,.4) !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: #00b4ff;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default .cm-header {\n",
       " font-family: sans-serif;\n",
       " font-weight: normal;\n",
       " color: #0b98c8 !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: #b0bdd7 !important;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default span.cm-variable-3 {\n",
       " color: #ffec8e !important;\n",
       "}\n",
       ".cm-s-default span.cm-comment {\n",
       " color: #667fb1 !important;\n",
       "}\n",
       ".cm-s-default .cm-tag {\n",
       " color: #8fb36a;\n",
       "}\n",
       ".cm-s-default .cm-builtin {\n",
       " color: #e17e85;\n",
       "}\n",
       ".cm-s-default .cm-string {\n",
       " color: #61ba86;\n",
       "}\n",
       ".cm-s-default .cm-keyword {\n",
       " color: #4cb2ff;\n",
       "}\n",
       ".cm-s-default .cm-number {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".cm-s-default .cm-error {\n",
       " color: #be86e3;\n",
       "}\n",
       ".cm-s-default .cm-link {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".cm-s-default .cm-atom {\n",
       " color: #51c0ef;\n",
       "}\n",
       ".cm-s-default .cm-def {\n",
       " color: #ffec8e;\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: #334050;\n",
       "}\n",
       ".cm-s-default .cm-selected {\n",
       " background: #334050;\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(0,156,209,.5);\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".completions select {\n",
       " background: #293340;\n",
       " background-color: #293340;\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: #cdd2e9;\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": 4,
     "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('chesterish')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa80bc56",
   "metadata": {},
   "source": [
    "<h4> Renaming Images <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d27cfaad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import os\n",
    " \n",
    "#path = os.chdir(\"C:/Users/visha/Desktop/Images\")\n",
    "\n",
    "#i=0\n",
    "#for file in os.listdir(path):\n",
    "    #new_file_name = \"surgical{}.jpg\".format(i+324)\n",
    "    #os.rename(file,new_file_name)\n",
    "    #i = i+1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9e936a4",
   "metadata": {},
   "source": [
    "<h4> Creation of Key value pair <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "93b05f5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no: 100%|██████████████████████████████████████████████████████████████████████████| 400/400 [00:00<00:00, 1090.21it/s]\n",
      "cloth: 100%|███████████████████████████████████████████████████████████████████████| 400/400 [00:00<00:00, 1190.46it/s]\n",
      "N95: 100%|█████████████████████████████████████████████████████████████████████████| 400/400 [00:00<00:00, 1091.66it/s]\n",
      "surgical: 100%|████████████████████████████████████████████████████████████████████| 401/401 [00:00<00:00, 1204.99it/s]\n",
      "N95_with_valve: 100%|██████████████████████████████████████████████████████████████| 388/388 [00:00<00:00, 1191.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Number of Images for all Categories: 1989\n",
      "Saving Dataframe to: C:/Users/visha/Desktop/Applied AI - Project 1/dataset/dataset.pickle\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "maskdataframe = pd.DataFrame()\n",
    "dataset_path = Path('C:/Users/visha/Desktop/Applied AI - Project 1/dataset')\n",
    "nomask = dataset_path/'no'\n",
    "N95mask = dataset_path/'N95'\n",
    "clothmask = dataset_path/'cloth'\n",
    "surgicalmask = dataset_path/'surgical'\n",
    "n95withvalve = dataset_path/'N95_with_valve'\n",
    "\n",
    "for imagepath in tqdm(list(nomask.iterdir()), desc='no'):\n",
    "    maskdataframe = maskdataframe.append({\n",
    "        'image': str(imagepath),\n",
    "        'mask': 0\n",
    "    }, ignore_index=True)\n",
    "    \n",
    "for imagepath in tqdm(list(clothmask.iterdir()), desc='cloth'):\n",
    "    maskdataframe = maskdataframe.append({\n",
    "        'image': str(imagepath),\n",
    "        'mask': 1\n",
    "    }, ignore_index=True)\n",
    "\n",
    "for imagepath in tqdm(list(N95mask.iterdir()), desc='N95'):\n",
    "    maskdataframe = maskdataframe.append({\n",
    "        'image': str(imagepath),\n",
    "        'mask': 2\n",
    "    }, ignore_index=True)\n",
    "\n",
    "for imagepath in tqdm(list(surgicalmask.iterdir()), desc='surgical'):\n",
    "    maskdataframe = maskdataframe.append({\n",
    "        'image': str(imagepath),\n",
    "        'mask': 3\n",
    "    }, ignore_index=True)\n",
    "\n",
    "\n",
    "for imagepath in tqdm(list(n95withvalve.iterdir()), desc='N95_with_valve'):\n",
    "    maskdataframe = maskdataframe.append({\n",
    "        'image': str(imagepath),\n",
    "        'mask': 4\n",
    "    }, ignore_index=True)\n",
    "        \n",
    "\n",
    "print(\"Total Number of Images for all Categories:\",len(maskdataframe))\n",
    "data_frame = 'C:/Users/visha/Desktop/Applied AI - Project 1/dataset/dataset.pickle'\n",
    "print(f'Saving Dataframe to: {data_frame}')\n",
    "maskdataframe.to_pickle(data_frame)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "563af9c4",
   "metadata": {},
   "source": [
    "<h4> Reading a pickel File <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "28b08d87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[                                                  image  mask\n",
      "0     C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   0.0\n",
      "1     C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   0.0\n",
      "2     C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   0.0\n",
      "3     C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   0.0\n",
      "4     C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   0.0\n",
      "...                                                 ...   ...\n",
      "1984  C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   4.0\n",
      "1985  C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   4.0\n",
      "1986  C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   4.0\n",
      "1987  C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   4.0\n",
      "1988  C:\\Users\\visha\\Desktop\\Applied AI - Project 1\\...   4.0\n",
      "\n",
      "[1989 rows x 2 columns]]\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "pickle_file = open(\"C:/Users/visha/Desktop/Applied AI - Project 1/dataset/dataset.pickle\", \"rb\")\n",
    "objects = []\n",
    "while True:\n",
    "    try:\n",
    "        objects.append(pickle.load(pickle_file))\n",
    "    except EOFError:\n",
    "        break\n",
    "pickle_file.close()\n",
    "print(objects)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e715dc89",
   "metadata": {},
   "source": [
    "<h4> Variable Declarations for Training <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b55b476c",
   "metadata": {},
   "outputs": [],
   "source": [
    "epochs = 15\n",
    "learning_rate = 0.001 \n",
    "retrain = False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "941e0a2a",
   "metadata": {},
   "source": [
    "<h4> Convolution Layer <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7aa3067c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FaceMaskDetector(\n",
      "  (conv_layer): Sequential(\n",
      "    (0): Conv2d(3, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    (2): ReLU(inplace=True)\n",
      "    (3): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (4): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    (5): ReLU(inplace=True)\n",
      "    (6): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (7): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (8): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    (9): ReLU(inplace=True)\n",
      "    (10): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (11): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    (12): ReLU(inplace=True)\n",
      "    (13): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  )\n",
      "  (fc_layer): Sequential(\n",
      "    (0): Dropout(p=0.1, inplace=False)\n",
      "    (1): Linear(in_features=4096, out_features=1000, bias=True)\n",
      "    (2): ReLU(inplace=True)\n",
      "    (3): Linear(in_features=1000, out_features=512, bias=True)\n",
      "    (4): ReLU(inplace=True)\n",
      "    (5): Dropout(p=0.1, inplace=False)\n",
      "    (6): Linear(in_features=512, out_features=5, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "from torch import Tensor\n",
    "from torch.nn import (Conv2d, CrossEntropyLoss, Linear, MaxPool2d, ReLU,Sequential, functional, Sigmoid)\n",
    "import torch\n",
    "import torch.nn.init as init\n",
    "import torch.nn as nn\n",
    "\n",
    "                      \n",
    "class FaceMaskDetector(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(FaceMaskDetector, self).__init__()\n",
    "        self.conv_layer = nn.Sequential(\n",
    "            nn.Conv2d(in_channels=3, out_channels=32, kernel_size=3, padding=1,stride=1),\n",
    "            nn.BatchNorm2d(32,track_running_stats=True),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(in_channels=32, out_channels=32, kernel_size=3, padding=1,stride=1),\n",
    "            nn.BatchNorm2d(32,track_running_stats=True),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.MaxPool2d(kernel_size=2, stride=2),\n",
    "            nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1,stride=1),\n",
    "            nn.BatchNorm2d(64,track_running_stats=True),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(in_channels=64, out_channels=64, kernel_size=3, padding=1,stride=1),\n",
    "            nn.BatchNorm2d(64,track_running_stats=True),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.MaxPool2d(kernel_size=2, stride=2),\n",
    "        )\n",
    "        self.fc_layer = nn.Sequential(\n",
    "            nn.Dropout(p=0.1,inplace=False),\n",
    "            nn.Linear(8 * 8 * 64, 1000),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Linear(1000, 512),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Dropout(p=0.1,inplace=False),\n",
    "            nn.Linear(512, 5)\n",
    "        )\n",
    "    def forward(self, x):\n",
    "        x = self.conv_layer(x)\n",
    "        x = x.view(x.size(0), -1)\n",
    "        x = self.fc_layer(x)\n",
    "        return x\n",
    "\n",
    "face_mask_cnn = FaceMaskDetector()\n",
    "print(face_mask_cnn)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6fd5fb9",
   "metadata": {},
   "source": [
    "<h4> Transformations <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b50acdc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "from torch import long, tensor\n",
    "from torch.utils.data.dataset import Dataset\n",
    "from torchvision.transforms import Compose, Resize, ToTensor, Normalize, RandomOrder\n",
    "\n",
    "class MaskDetection(Dataset):\n",
    "    def __init__(self, dataFrame):\n",
    "        self.dataFrame = dataFrame\n",
    "        self.transformations = Compose([\n",
    "            Resize((32, 32)),\n",
    "            ToTensor(),\n",
    "            Normalize((0.5667, 0.5198, 0.4955),(0.229, 0.224, 0.225))\n",
    "        ])\n",
    "    \n",
    "    def __getitem__(self, key):\n",
    "        if isinstance(key, slice):\n",
    "            raise NotImplementedError('Slicing Supported..')\n",
    "        \n",
    "        row_loc = self.dataFrame.iloc[key]\n",
    "        image_rgb = Image.open(row_loc['image']).convert('RGB')\n",
    "        #image = (image - mean) / std\n",
    "        #print(image)\n",
    "        return {\n",
    "          'image': self.transformations(image_rgb),\n",
    "          'mask': tensor([row_loc['mask']], dtype=long),\n",
    "          'path': row_loc['image']\n",
    "        }\n",
    "    \n",
    "    def __len__(self):\n",
    "        return len(self.dataFrame.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cf76866",
   "metadata": {},
   "source": [
    "<h4> K Folds, Entropy Loss <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "729f97cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.0    401\n",
      "0.0    400\n",
      "1.0    400\n",
      "2.0    400\n",
      "4.0    388\n",
      "Name: mask, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import KFold\n",
    "from typing import Dict, List, Union\n",
    "import pandas as pd\n",
    "import torch\n",
    "import torch.nn.init as init\n",
    "from torch.nn import (Conv2d, CrossEntropyLoss, Linear, MaxPool2d, ReLU,Sequential, MSELoss, L1Loss)\n",
    "from torch.optim import Adam\n",
    "from torch.optim.optimizer import Optimizer\n",
    "from torch.utils.data import DataLoader\n",
    "import itertools\n",
    "\n",
    "def prepare_data(maskdataframe_path) -> None:\n",
    "        mask_dataframe = pd.read_pickle(maskdataframe_path)\n",
    "        print(mask_dataframe['mask'].value_counts())\n",
    "        labels = '3-SurgicalMask','0-NoMask', '1-ClothMask', '2-N95Mask','4-N95_with_valve'\n",
    "        explode = (0.2,0,0,0,0)\n",
    "        fig1, ax1 = plt.subplots()\n",
    "        ax1.pie(mask_dataframe['mask'].value_counts(),labels=labels,explode=explode,autopct='%1.1f%%',shadow=True, startangle=90)\n",
    "        ax1.axis('equal')  \n",
    "        plt.show()\n",
    "        k_fold = KFold(n_splits=10, shuffle=True)\n",
    "        training_folds = []\n",
    "        validation_folds = []\n",
    "        for training_index, validation_index in k_fold.split(mask_dataframe, mask_dataframe['mask']):\n",
    "            training_folds.append(MaskDetection(mask_dataframe.iloc[training_index]))\n",
    "            validation_folds.append(MaskDetection(mask_dataframe.iloc[validation_index]))\n",
    "        return [\n",
    "            training_folds, validation_folds,CrossEntropyLoss()\n",
    "            ]\n",
    "\n",
    "def training_dataloader(train_df) -> DataLoader:\n",
    "    return DataLoader(train_df, batch_size=32, shuffle=True, num_workers=0)\n",
    "\n",
    "def validation_dataloader(validate_df) -> DataLoader:\n",
    "    return DataLoader(validate_df, batch_size=32, num_workers=0)   \n",
    "\n",
    "training_dfs, validation_dfs, cross_entropy_loss = prepare_data(\"C:/Users/visha/Desktop/Applied AI - Project 1/dataset/dataset.pickle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f24c1a0",
   "metadata": {},
   "source": [
    "<h4> Model Training <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b5721685",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "accuracyvalues = []\n",
    "training_loss = []\n",
    "\n",
    "def train_model(train_fold):\n",
    "    account_list, loss_value_list = ([] for i in range (2))\n",
    "    optimizer = Adam(face_mask_cnn.parameters(), lr=learning_rate)\n",
    "    for epoch in range(epochs):\n",
    "        total, correct, loss_train = 0, 0, 0.0\n",
    "        for j, data in enumerate(training_dataloader(train_fold), 0):\n",
    "            inputs, labels = data['image'], data['mask']\n",
    "            labels = labels.flatten()\n",
    "            outputs = face_mask_cnn(inputs)\n",
    "            loss = cross_entropy_loss(outputs, labels)\n",
    "            loss_value_list.append(loss.item())\n",
    "            optimizer.zero_grad() \n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            #training accuracy\n",
    "            total += labels.size(0)\n",
    "            _, predicted_values = torch.max(outputs.data, 1) \n",
    "            correct += (predicted_values == labels).sum().item() \n",
    "            loss_train += loss\n",
    "        print('Training Loss after epoch {} : {} Accuracy: {:.2f}%'.format(epoch, loss_train,(correct / total) * 100))\n",
    "        accuracyvalues.append((correct / total) * 100)\n",
    "        training_loss.append(loss_train.detach().numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8cfb19a",
   "metadata": {},
   "source": [
    "<h4> Evaluation Function <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fb30f2e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import vstack\n",
    "from sklearn.metrics import accuracy_score, precision_recall_fscore_support, confusion_matrix\n",
    "\n",
    "def evaluate_model(validate_fold):\n",
    "    prediction_values, actual_values = torch.tensor([]), torch.tensor([])\n",
    "    for i, data in enumerate(validation_dataloader(validate_fold)):\n",
    "        inputs, targets = data['image'], data['mask']\n",
    "        targets = targets.flatten()\n",
    "        output = face_mask_cnn(inputs)\n",
    "        output = torch.argmax(output,axis=1)\n",
    "        prediction_values = torch.cat((prediction_values, output.flatten()), dim=0)\n",
    "        actual_values = torch.cat((actual_values, targets), dim=0)\n",
    "\n",
    "    return (confusion_matrix(actual_values.numpy(), prediction_values.numpy()),accuracy_score(actual_values, prediction_values),*precision_recall_fscore_support(actual_values.numpy(), prediction_values.numpy(),average='macro'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08601e64",
   "metadata": {},
   "source": [
    "<h4> Training Results <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "caa5b882",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running Fold : 1\n",
      "Training Loss after epoch 0 : 66.46826934814453 Accuracy: 52.63%\n",
      "Training Loss after epoch 1 : 39.76005935668945 Accuracy: 71.23%\n",
      "Training Loss after epoch 2 : 30.20724105834961 Accuracy: 79.11%\n",
      "Training Loss after epoch 3 : 26.40045928955078 Accuracy: 81.79%\n",
      "Training Loss after epoch 4 : 22.210859298706055 Accuracy: 85.42%\n",
      "Training Loss after epoch 5 : 17.293664932250977 Accuracy: 88.49%\n",
      "Training Loss after epoch 6 : 14.573005676269531 Accuracy: 90.78%\n",
      "Training Loss after epoch 7 : 12.738114356994629 Accuracy: 92.07%\n",
      "Training Loss after epoch 8 : 10.144445419311523 Accuracy: 93.13%\n",
      "Training Loss after epoch 9 : 8.955055236816406 Accuracy: 94.97%\n",
      "Training Loss after epoch 10 : 7.085312843322754 Accuracy: 95.70%\n",
      "Training Loss after epoch 11 : 5.133904457092285 Accuracy: 97.04%\n",
      "Training Loss after epoch 12 : 6.679214954376221 Accuracy: 95.59%\n",
      "Training Loss after epoch 13 : 3.5798256397247314 Accuracy: 98.10%\n",
      "Training Loss after epoch 14 : 4.542369842529297 Accuracy: 97.65%\n",
      "Running Fold : 2\n",
      "Training Loss after epoch 0 : 63.79740905761719 Accuracy: 54.80%\n",
      "Training Loss after epoch 1 : 36.1768684387207 Accuracy: 75.31%\n",
      "Training Loss after epoch 2 : 27.492582321166992 Accuracy: 81.01%\n",
      "Training Loss after epoch 3 : 23.123464584350586 Accuracy: 83.74%\n",
      "Training Loss after epoch 4 : 18.595508575439453 Accuracy: 87.26%\n",
      "Training Loss after epoch 5 : 15.824403762817383 Accuracy: 88.99%\n",
      "Training Loss after epoch 6 : 14.649617195129395 Accuracy: 90.73%\n",
      "Training Loss after epoch 7 : 9.154464721679688 Accuracy: 94.19%\n",
      "Training Loss after epoch 8 : 10.162521362304688 Accuracy: 93.24%\n",
      "Training Loss after epoch 9 : 9.582719802856445 Accuracy: 94.25%\n",
      "Training Loss after epoch 10 : 6.467584133148193 Accuracy: 96.26%\n",
      "Training Loss after epoch 11 : 6.1258673667907715 Accuracy: 96.48%\n",
      "Training Loss after epoch 12 : 3.5618388652801514 Accuracy: 97.65%\n",
      "Training Loss after epoch 13 : 2.838284730911255 Accuracy: 98.60%\n",
      "Training Loss after epoch 14 : 4.542083263397217 Accuracy: 97.54%\n",
      "Running Fold : 3\n",
      "Training Loss after epoch 0 : 72.53919219970703 Accuracy: 47.93%\n",
      "Training Loss after epoch 1 : 39.52138137817383 Accuracy: 73.46%\n",
      "Training Loss after epoch 2 : 29.78549575805664 Accuracy: 78.83%\n",
      "Training Loss after epoch 3 : 26.4001522064209 Accuracy: 81.84%\n",
      "Training Loss after epoch 4 : 21.49357795715332 Accuracy: 85.42%\n",
      "Training Loss after epoch 5 : 16.780200958251953 Accuracy: 89.27%\n",
      "Training Loss after epoch 6 : 14.628414154052734 Accuracy: 90.06%\n",
      "Training Loss after epoch 7 : 11.96980094909668 Accuracy: 92.35%\n",
      "Training Loss after epoch 8 : 10.78804874420166 Accuracy: 92.51%\n",
      "Training Loss after epoch 9 : 9.440699577331543 Accuracy: 94.25%\n",
      "Training Loss after epoch 10 : 8.551274299621582 Accuracy: 95.03%\n",
      "Training Loss after epoch 11 : 7.379736423492432 Accuracy: 95.25%\n",
      "Training Loss after epoch 12 : 5.001379489898682 Accuracy: 96.65%\n",
      "Training Loss after epoch 13 : 5.255346775054932 Accuracy: 96.48%\n",
      "Training Loss after epoch 14 : 5.748804092407227 Accuracy: 96.76%\n",
      "Running Fold : 4\n",
      "Training Loss after epoch 0 : 78.32942962646484 Accuracy: 44.02%\n",
      "Training Loss after epoch 1 : 44.539703369140625 Accuracy: 67.43%\n",
      "Training Loss after epoch 2 : 32.63209915161133 Accuracy: 77.26%\n",
      "Training Loss after epoch 3 : 27.545995712280273 Accuracy: 81.34%\n",
      "Training Loss after epoch 4 : 24.338165283203125 Accuracy: 82.63%\n",
      "Training Loss after epoch 5 : 17.937694549560547 Accuracy: 87.43%\n",
      "Training Loss after epoch 6 : 15.804386138916016 Accuracy: 90.45%\n",
      "Training Loss after epoch 7 : 14.556541442871094 Accuracy: 90.39%\n",
      "Training Loss after epoch 8 : 11.855742454528809 Accuracy: 92.35%\n",
      "Training Loss after epoch 9 : 8.642125129699707 Accuracy: 93.74%\n",
      "Training Loss after epoch 10 : 8.963379859924316 Accuracy: 93.85%\n",
      "Training Loss after epoch 11 : 10.202136039733887 Accuracy: 93.41%\n",
      "Training Loss after epoch 12 : 5.265717506408691 Accuracy: 96.42%\n",
      "Training Loss after epoch 13 : 4.085367679595947 Accuracy: 97.54%\n",
      "Training Loss after epoch 14 : 2.8188507556915283 Accuracy: 98.27%\n",
      "Running Fold : 5\n",
      "Training Loss after epoch 0 : 75.24253845214844 Accuracy: 47.09%\n",
      "Training Loss after epoch 1 : 42.257293701171875 Accuracy: 70.28%\n",
      "Training Loss after epoch 2 : 31.474271774291992 Accuracy: 77.88%\n",
      "Training Loss after epoch 3 : 24.641258239746094 Accuracy: 83.69%\n",
      "Training Loss after epoch 4 : 24.512218475341797 Accuracy: 83.91%\n",
      "Training Loss after epoch 5 : 19.51304817199707 Accuracy: 87.32%\n",
      "Training Loss after epoch 6 : 16.668094635009766 Accuracy: 89.61%\n",
      "Training Loss after epoch 7 : 12.571269989013672 Accuracy: 91.79%\n",
      "Training Loss after epoch 8 : 11.231365203857422 Accuracy: 92.57%\n",
      "Training Loss after epoch 9 : 11.40040397644043 Accuracy: 92.40%\n",
      "Training Loss after epoch 10 : 7.433785438537598 Accuracy: 95.47%\n",
      "Training Loss after epoch 11 : 7.055843830108643 Accuracy: 96.03%\n",
      "Training Loss after epoch 12 : 3.6283316612243652 Accuracy: 97.77%\n",
      "Training Loss after epoch 13 : 6.180316925048828 Accuracy: 96.87%\n",
      "Training Loss after epoch 14 : 5.711630821228027 Accuracy: 96.87%\n",
      "Running Fold : 6\n",
      "Training Loss after epoch 0 : 63.6364631652832 Accuracy: 55.42%\n",
      "Training Loss after epoch 1 : 35.197418212890625 Accuracy: 76.20%\n",
      "Training Loss after epoch 2 : 30.29279327392578 Accuracy: 79.50%\n",
      "Training Loss after epoch 3 : 24.942440032958984 Accuracy: 82.63%\n",
      "Training Loss after epoch 4 : 19.94384765625 Accuracy: 86.59%\n",
      "Training Loss after epoch 5 : 16.118663787841797 Accuracy: 89.39%\n",
      "Training Loss after epoch 6 : 15.099648475646973 Accuracy: 90.00%\n",
      "Training Loss after epoch 7 : 12.641904830932617 Accuracy: 91.68%\n",
      "Training Loss after epoch 8 : 10.275667190551758 Accuracy: 93.24%\n",
      "Training Loss after epoch 9 : 8.451762199401855 Accuracy: 94.86%\n",
      "Training Loss after epoch 10 : 8.489760398864746 Accuracy: 94.19%\n",
      "Training Loss after epoch 11 : 7.300039768218994 Accuracy: 95.70%\n",
      "Training Loss after epoch 12 : 6.128686904907227 Accuracy: 96.48%\n",
      "Training Loss after epoch 13 : 8.04481315612793 Accuracy: 95.47%\n",
      "Training Loss after epoch 14 : 2.4809906482696533 Accuracy: 98.16%\n",
      "Running Fold : 7\n",
      "Training Loss after epoch 0 : 77.38642120361328 Accuracy: 45.98%\n",
      "Training Loss after epoch 1 : 42.598968505859375 Accuracy: 68.55%\n",
      "Training Loss after epoch 2 : 31.32723617553711 Accuracy: 78.16%\n",
      "Training Loss after epoch 3 : 25.955013275146484 Accuracy: 82.12%\n",
      "Training Loss after epoch 4 : 20.868396759033203 Accuracy: 86.37%\n",
      "Training Loss after epoch 5 : 17.692615509033203 Accuracy: 87.88%\n",
      "Training Loss after epoch 6 : 13.517027854919434 Accuracy: 90.89%\n",
      "Training Loss after epoch 7 : 14.368775367736816 Accuracy: 90.95%\n",
      "Training Loss after epoch 8 : 11.2659273147583 Accuracy: 92.40%\n",
      "Training Loss after epoch 9 : 7.881325721740723 Accuracy: 95.59%\n",
      "Training Loss after epoch 10 : 8.35441780090332 Accuracy: 94.58%\n",
      "Training Loss after epoch 11 : 7.355772495269775 Accuracy: 95.70%\n",
      "Training Loss after epoch 12 : 6.747156143188477 Accuracy: 95.81%\n",
      "Training Loss after epoch 13 : 5.964267730712891 Accuracy: 96.26%\n",
      "Training Loss after epoch 14 : 5.263831615447998 Accuracy: 96.87%\n",
      "Running Fold : 8\n",
      "Training Loss after epoch 0 : 65.45730590820312 Accuracy: 53.18%\n",
      "Training Loss after epoch 1 : 36.751190185546875 Accuracy: 75.03%\n",
      "Training Loss after epoch 2 : 31.27086067199707 Accuracy: 77.15%\n",
      "Training Loss after epoch 3 : 24.751676559448242 Accuracy: 82.57%\n",
      "Training Loss after epoch 4 : 20.827781677246094 Accuracy: 86.37%\n",
      "Training Loss after epoch 5 : 16.754423141479492 Accuracy: 88.55%\n",
      "Training Loss after epoch 6 : 15.356812477111816 Accuracy: 89.44%\n",
      "Training Loss after epoch 7 : 14.875934600830078 Accuracy: 89.94%\n",
      "Training Loss after epoch 8 : 11.491565704345703 Accuracy: 92.51%\n",
      "Training Loss after epoch 9 : 9.0582275390625 Accuracy: 94.64%\n",
      "Training Loss after epoch 10 : 8.292032241821289 Accuracy: 94.75%\n",
      "Training Loss after epoch 11 : 7.0271782875061035 Accuracy: 95.42%\n",
      "Training Loss after epoch 12 : 4.186583042144775 Accuracy: 97.60%\n",
      "Training Loss after epoch 13 : 3.292607545852661 Accuracy: 98.38%\n",
      "Training Loss after epoch 14 : 3.0539710521698 Accuracy: 98.21%\n",
      "Running Fold : 9\n",
      "Training Loss after epoch 0 : 80.92646789550781 Accuracy: 41.84%\n",
      "Training Loss after epoch 1 : 46.9046630859375 Accuracy: 66.93%\n",
      "Training Loss after epoch 2 : 35.056861877441406 Accuracy: 77.43%\n",
      "Training Loss after epoch 3 : 29.25390625 Accuracy: 78.94%\n",
      "Training Loss after epoch 4 : 26.31066131591797 Accuracy: 81.79%\n",
      "Training Loss after epoch 5 : 21.579668045043945 Accuracy: 85.14%\n",
      "Training Loss after epoch 6 : 17.948596954345703 Accuracy: 88.72%\n",
      "Training Loss after epoch 7 : 15.737225532531738 Accuracy: 89.66%\n",
      "Training Loss after epoch 8 : 13.372756958007812 Accuracy: 92.07%\n",
      "Training Loss after epoch 9 : 10.491682052612305 Accuracy: 93.02%\n",
      "Training Loss after epoch 10 : 9.005010604858398 Accuracy: 94.47%\n",
      "Training Loss after epoch 11 : 8.450587272644043 Accuracy: 94.53%\n",
      "Training Loss after epoch 12 : 5.295339107513428 Accuracy: 96.70%\n",
      "Training Loss after epoch 13 : 6.194330215454102 Accuracy: 96.48%\n",
      "Training Loss after epoch 14 : 5.075222492218018 Accuracy: 97.04%\n",
      "Running Fold : 10\n",
      "Training Loss after epoch 0 : 74.45015716552734 Accuracy: 48.13%\n",
      "Training Loss after epoch 1 : 42.48393630981445 Accuracy: 71.02%\n",
      "Training Loss after epoch 2 : 31.626121520996094 Accuracy: 78.39%\n",
      "Training Loss after epoch 3 : 26.167850494384766 Accuracy: 81.97%\n",
      "Training Loss after epoch 4 : 22.398897171020508 Accuracy: 85.15%\n",
      "Training Loss after epoch 5 : 19.14704132080078 Accuracy: 86.71%\n",
      "Training Loss after epoch 6 : 15.375170707702637 Accuracy: 89.61%\n",
      "Training Loss after epoch 7 : 14.213529586791992 Accuracy: 90.73%\n",
      "Training Loss after epoch 8 : 9.70367431640625 Accuracy: 93.97%\n",
      "Training Loss after epoch 9 : 9.067143440246582 Accuracy: 95.03%\n",
      "Training Loss after epoch 10 : 9.566658973693848 Accuracy: 94.53%\n",
      "Training Loss after epoch 11 : 8.03306770324707 Accuracy: 95.42%\n",
      "Training Loss after epoch 12 : 6.855252265930176 Accuracy: 96.20%\n",
      "Training Loss after epoch 13 : 5.830950736999512 Accuracy: 96.09%\n",
      "Training Loss after epoch 14 : 4.172641754150391 Accuracy: 97.26%\n",
      "\n",
      "Classification Report\n",
      "accuracy      0.769697\n",
      "precision     0.774172\n",
      "recall        0.770436\n",
      "f1 - score    0.766550\n",
      "dtype: float64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn\n",
    "fold_outputs = []\n",
    "fold_con_matrix = np.zeros((5,5))\n",
    "classes = ['without_mask', 'cloth_mask', 'N95mask', 'surgical_mask','n95_with_valve_mask']\n",
    "\n",
    "for fold in range(len(training_dfs)):\n",
    "    print(\"Running Fold : \"+ str(fold+1))\n",
    "    train_model(training_dfs[fold])\n",
    "    fold_result = evaluate_model(validation_dfs[fold])\n",
    "    #conf_mat, acc, pre, recall, f-score\n",
    "    fold_outputs.append(fold_result[1:-1])\n",
    "    fold_con_matrix = np.add(fold_con_matrix,fold_result[0])\n",
    "    if fold != len(training_dfs)-1:\n",
    "        face_mask_cnn = FaceMaskDetector()\n",
    "    \n",
    "report = pd.DataFrame(fold_outputs, columns=['accuracy', 'precision', 'recall', 'f1 - score'])\n",
    "print()\n",
    "print(\"Classification Report\")\n",
    "print(report.mean())\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c46cb709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochvalues = range(1,11)\n",
    "acc_val = accuracyvalues[:10]\n",
    "tra_loss = training_loss[:10]\n",
    "plt.plot(epochvalues, acc_val, 'g', label='Accuracy Values')\n",
    "plt.plot(epochvalues, tra_loss, 'b', label='Training loss')\n",
    "plt.title('Accuracy Vs Training Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy in %')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e9155824",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy      76.969697\n",
      "precision     77.417162\n",
      "recall        77.043614\n",
      "f1 - score    76.654952\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "labels = 'accuracy', 'precision', 'recall', 'f1 - score'\n",
    "explode = (0, 0.1, 0, 0)\n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(report.mean(), explode=explode, labels=labels,\n",
    "        shadow=True, startangle=90)\n",
    "ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
    "plt.show()\n",
    "print(report.mean()*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5a89390a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Across 10-folds\n",
      "[[369.   7.  13.   8.   3.]\n",
      " [  4. 296.  15.  38.  47.]\n",
      " [ 15.  19. 310.  22.  34.]\n",
      " [  6.  33.  20. 288.  54.]\n",
      " [ 13.  32.  50.  25. 268.]]\n"
     ]
    }
   ],
   "source": [
    "print(\"Across 10-folds\")\n",
    "print(fold_con_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ac87ecb",
   "metadata": {},
   "source": [
    "<h4> Confusion Matrix Results <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ea087fd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting Confusion Matrix\n",
    "df_cm = pd.DataFrame(fold_con_matrix, index = [i for i in classes],\n",
    "                     columns = [i for i in classes])\n",
    "plt.figure(figsize = (7,4))\n",
    "sn.heatmap(df_cm, annot=True)\n",
    "plt.savefig('output.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47c0633f",
   "metadata": {},
   "source": [
    "<h4> Test Data Prediction <h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "47ed9fdb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "no: 100%|██████████████████████████████████████████████████████████████████████████| 102/102 [00:00<00:00, 1186.47it/s]\n",
      "cloth: 100%|███████████████████████████████████████████████████████████████████████| 102/102 [00:00<00:00, 1250.65it/s]\n",
      "N95: 100%|█████████████████████████████████████████████████████████████████████████| 102/102 [00:00<00:00, 1235.76it/s]\n",
      "surgical: 100%|████████████████████████████████████████████████████████████████████| 102/102 [00:00<00:00, 1199.79it/s]\n",
      "N95_with_valve: 100%|██████████████████████████████████████████████████████████████| 102/102 [00:00<00:00, 1228.72it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of the Test_Dataframe 510\n",
      "C:\\Users\\visha\\Desktop\\Applied AI\\Project - Part 1\\testDataset\\random\\surgical_masks (99).jpg\n",
      "Predicted: surgical_mask\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "class_mapping_values = {0: \"without_mask\", 1: \"cloth_mask\", 2: \"N95mask\", 3: \"surgical_mask\",\n",
    "    4: \"n95_with_valve_mask\"\n",
    "}\n",
    "\n",
    "def prepare_prediction_df():\n",
    "    test_dataset_path = Path('C:/Users/visha/Desktop/Applied AI/Project - Part 1/testDataset')\n",
    "    test_randommask_path = test_dataset_path/'random'\n",
    "    test_dataframe = pd.DataFrame()\n",
    "\n",
    "    #Appending values to the images - Key value pair\n",
    "    for imagePath in tqdm(list(test_randommask_path.iterdir()), desc='no'):\n",
    "        test_dataframe = test_dataframe.append({\n",
    "            'image': str(imagePath),\n",
    "            'mask': 0\n",
    "        }, ignore_index=True)\n",
    "\n",
    "    for imagePath in tqdm(list(test_randommask_path.iterdir()), desc='cloth'):\n",
    "        test_dataframe = test_dataframe.append({\n",
    "            'image': str(imagePath),\n",
    "            'mask': 1\n",
    "        }, ignore_index=True)\n",
    "\n",
    "    for imagePath in tqdm(list(test_randommask_path.iterdir()), desc='N95'):\n",
    "        test_dataframe = test_dataframe.append({\n",
    "            'image': str(imagePath),\n",
    "            'mask': 2\n",
    "        }, ignore_index=True)\n",
    "        \n",
    "    for imagePath in tqdm(list(test_randommask_path.iterdir()), desc='surgical'):\n",
    "        test_dataframe = test_dataframe.append({\n",
    "            'image': str(imagePath),\n",
    "            'mask': 3\n",
    "        }, ignore_index=True)\n",
    "        \n",
    "    for imagePath in tqdm(list(test_randommask_path.iterdir()), desc='N95_with_valve'):\n",
    "        test_dataframe = test_dataframe.append({\n",
    "            'image': str(imagePath),\n",
    "            'mask': 4\n",
    "        }, ignore_index=True)\n",
    "    \n",
    "    #Counts the number of images in each category\n",
    "    print(\"Length of the Test_Dataframe\",len(test_dataframe.value_counts()))\n",
    "    return MaskDetection(test_dataframe)\n",
    "\n",
    "def test_predict():\n",
    "    test_dataframe = prepare_prediction_df()\n",
    "    random_sampler = torch.utils.data.RandomSampler(test_dataframe, num_samples=32, replacement=True)\n",
    "    test_data = iter(DataLoader(test_dataframe, batch_size=32, num_workers=0, sampler=random_sampler)).next()\n",
    "    inputs,targets = test_data['image'], test_data['mask']\n",
    "    test_output = face_mask_cnn(inputs)\n",
    "    test_output = torch.argmax(test_output,axis=1)\n",
    "    rand_val = random.choice(list(range(0,32)))\n",
    "    print(test_data['path'][rand_val])\n",
    "    img = Image.open(test_data['path'][rand_val])\n",
    "    plt.imshow(np.asarray(img))\n",
    "    print(\"Predicted:\",class_mapping_values[test_output[rand_val].tolist()])\n",
    "\n",
    "test_predict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a3858fa4",
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(face_mask_cnn.state_dict(),'C:/Users/visha/Desktop/Applied AI - Project 1/Final_model_trained.pkl')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}