UL_Phase_3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing accuracy of RF classifier by providing training data of 10Hz defects and testing out it's accuracy on different speed readings of 15Hz, 20Hz, 30Hz and 40Hz. \n",
    "\n",
    "### Training Dataset consists of 10000 rows for each fault and testing data consists of 20000 rows for each fault. Mix data consists of 10000 rows data for each fault in all 7 rotational speeds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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",
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       "body,\n",
       "div.body {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #a2b0c7;\n",
       " background-color: #1a2028;\n",
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       " -webkit-font-smoothing: antialiased !important;\n",
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       "body.notebook_app {\n",
       " padding: 0;\n",
       " background-color: #1a2028;\n",
       " background: #1a2028;\n",
       " padding-right: 0px !important;\n",
       " overflow-y: hidden;\n",
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       "a {\n",
       " font-family: sans-serif;\n",
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       " -webkit-font-smoothing: antialiased !important;\n",
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       "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",
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       "#maintoolbar .container {\n",
       " width: 75%;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
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       ".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",
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       " -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",
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       "#running .panel-group .panel .panel-heading a {\n",
       " font-size: 14pt;\n",
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       "#running .panel-group .panel .panel-heading a:focus,\n",
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       "#running .panel-group .panel .panel-body .list_container .list_item {\n",
       " background: #2d3846;\n",
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       "#running .panel-group .panel .panel-body .list_container .list_item:hover {\n",
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       " padding: 2px;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_cluster_list {\n",
       " border: none !important;\n",
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       "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",
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       ".fa-folder:before {\n",
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       "}\n",
       ".fa-arrow-up:before {\n",
       " font-size: 14px;\n",
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       ".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",
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       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
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       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f15b\";\n",
       " position: relative;\n",
       " top: 0px;\n",
       " color: #92a2bd !important;\n",
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       "#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",
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       " color: #546386;\n",
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       "#logout {\n",
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       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 2px solid #252e3a;\n",
       " font-weight: normal;\n",
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       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " margin-right: 10px;\n",
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       " background: transparent;\n",
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       " background-image: none;\n",
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       "span#login_widget > .button:focus,\n",
       "#logout:focus,\n",
       "span#login_widget > .button.focus,\n",
       "#logout.focus,\n",
       "span#login_widget > .button:active,\n",
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       "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",
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       ".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",
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       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 22px;\n",
       " font-size: 13pt;\n",
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       ".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": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from jupyterthemes import get_themes\n",
    "import jupyterthemes as jt\n",
    "from jupyterthemes.stylefx import set_nb_theme\n",
    "\n",
    "set_nb_theme('chesterish')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data= pd.read_csv(r'D:\\Acads\\BTP\\Train\\Train10Hz.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['X_Value', 'Acceleration', 'Acceleration_0', 'Acceleration_1',\n",
       "       'Voltage', 'Voltage_0', 'Voltage_1', 'Voltage_2', 'Voltage_3',\n",
       "       'Identity'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "0      0.00000     -0.768912        0.590422       -1.190895  0.004234   \n",
       "1      0.00005     -1.456453        0.116244       -1.325922  0.001663   \n",
       "2      0.00010     -0.488512        1.316790       -0.074655  0.002593   \n",
       "3      0.00015     -1.360815        0.575074       -0.073920  0.000438   \n",
       "4      0.00020     -0.395823        1.919520        0.047996  0.000992   \n",
       "...        ...           ...             ...             ...       ...   \n",
       "49995  0.49975     -0.221633        0.671580       -1.863335 -0.190914   \n",
       "49996  0.49980      0.379733        1.455287       -1.525031 -0.196483   \n",
       "49997  0.49985     -0.020645        1.169577       -1.967974 -0.190973   \n",
       "49998  0.49990      0.424234        1.671135       -1.850714 -0.196692   \n",
       "49999  0.49995      0.028281        1.099469       -2.238151 -0.191159   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "0      -0.178414   0.174913  -0.000166   0.016538         1  \n",
       "1      -0.179898   0.179547  -0.000126  -0.055457         1  \n",
       "2      -0.177713   0.175572  -0.000134  -0.033742         1  \n",
       "3      -0.178693   0.180163  -0.000126  -0.001972         1  \n",
       "4      -0.176762   0.176239  -0.000107  -0.061004         1  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "49995   0.108506   0.082229  -0.000385   0.001700         4  \n",
       "49996   0.115430   0.081537  -0.000391  -0.062442         4  \n",
       "49997   0.109518   0.080909  -0.000447   0.002016         4  \n",
       "49998   0.116847   0.080246  -0.000391   0.035131         4  \n",
       "49999   0.110724   0.079584  -0.000453  -0.058731         4  \n",
       "\n",
       "[50000 rows x 10 columns]>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "761    0.03805     -0.120217        3.593139       -2.199555 -0.128284   \n",
       "45692  0.28460      1.631886        0.532469       -0.064485 -0.110323   \n",
       "33349  0.16745     -1.131429       -0.582377       -0.744644  0.008894   \n",
       "16964  0.34820     -0.053713       -0.184445       -0.985046 -0.203902   \n",
       "18132  0.40660     -1.548281       -1.692803        0.638586  0.198025   \n",
       "...        ...           ...             ...             ...       ...   \n",
       "39085  0.45425      0.630016        0.350755       -0.945224 -0.105473   \n",
       "31918  0.09590      0.244389       -0.557575       -2.314609  0.213136   \n",
       "37157  0.35785     -0.477325       -0.688950       -1.272867 -0.062530   \n",
       "1623   0.08115      0.123919       -4.077075        1.082019  0.171959   \n",
       "34672  0.23360     -0.516540       -0.410238       -0.722589 -0.205078   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "761     0.190615  -0.065463   0.000925   0.034155         1  \n",
       "45692  -0.104198   0.214317  -0.000357   0.011445         4  \n",
       "33349   0.184225  -0.196226  -0.001514  -0.005112         3  \n",
       "16964   0.038455   0.165185  -0.000819   0.000976         2  \n",
       "18132  -0.127310  -0.071602  -0.000235   0.026553         2  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "39085   0.219005  -0.114321   0.003583   0.005434         3  \n",
       "31918  -0.147177  -0.065406  -0.000674   0.001250         3  \n",
       "37157   0.208204  -0.148997   0.002640   0.018060         3  \n",
       "1623   -0.170690  -0.002210  -0.000282   0.096949         1  \n",
       "34672   0.043364   0.162153  -0.000590   0.016531         3  \n",
       "\n",
       "[50000 rows x 10 columns]>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffling train data\n",
    "data= data.sample(frac=1)\n",
    "data.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn as sk\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_15= pd.read_csv(r'D:\\Acads\\BTP\\Train\\Train15Hz.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "0      0.00000     -1.525662       -2.224441       -0.555582 -0.021681   \n",
       "1      0.00005     -1.392776       -2.294180       -0.066691 -0.019098   \n",
       "2      0.00010     -0.174552       -1.000812        0.584061 -0.019375   \n",
       "3      0.00015     -0.383162       -1.101492        1.278678 -0.016724   \n",
       "4      0.00020      1.119027        0.109123        2.087247 -0.017092   \n",
       "...        ...           ...             ...             ...       ...   \n",
       "99949  0.99925     -0.086289        1.216725       -1.050722 -0.210134   \n",
       "99950  0.99930      0.034796        1.739032       -1.707600 -0.214406   \n",
       "99951  0.99935     -0.306700        1.865864       -2.614070 -0.209294   \n",
       "99952  0.99940     -0.349602        2.158573       -2.790634 -0.213611   \n",
       "99953  0.99945     -0.223231        2.109338       -2.928357 -0.208421   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "0       0.204297  -0.183614  -0.000185  -0.007744         1  \n",
       "1       0.203327  -0.187030  -0.000199  -0.015469         1  \n",
       "2       0.202721  -0.184704  -0.000153  -0.033848         1  \n",
       "3       0.202069  -0.188086  -0.000211   0.073223         1  \n",
       "4       0.201569  -0.185779  -0.000217   0.003786         1  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "99949   0.182882   0.026613  -0.000414  -0.075549         4  \n",
       "99950   0.191532   0.022294  -0.000392   0.004331         4  \n",
       "99951   0.184456   0.024698  -0.000431   0.021859         4  \n",
       "99952   0.192194   0.020143  -0.000452  -0.079773         4  \n",
       "99953   0.184310   0.022566  -0.000389  -0.203361         4  \n",
       "\n",
       "[99954 rows x 10 columns]>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_15.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "50094  0.50565      0.718771        0.043804       -1.011145 -0.109708   \n",
       "92133  0.60845      1.095425        2.742271        1.258583 -0.121727   \n",
       "33185  0.65970     -0.365214       -2.103502       -3.081028 -0.154387   \n",
       "29039  0.45240     -0.114685       -1.246004       -1.863947 -0.206812   \n",
       "61671  0.08495     -2.920043       -1.573705       -2.143436  0.229434   \n",
       "...        ...           ...             ...             ...       ...   \n",
       "36538  0.82735      0.555030       -1.203768       -2.005100  0.124440   \n",
       "14332  0.71660      4.017196        4.815172       -4.328986 -0.175694   \n",
       "35643  0.78260     -1.253989        0.578267       -1.215646 -0.216494   \n",
       "85271  0.26535     -3.350785       -2.268397        0.140383 -0.214388   \n",
       "37793  0.89010      3.611654        2.213947       -1.149970  0.173943   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "50094  -0.133987   0.245431   0.000297   0.049781         0  \n",
       "92133   0.218343  -0.097766  -0.000237  -0.030982         4  \n",
       "33185   0.204834  -0.051812   0.000989   0.003039         2  \n",
       "29039   0.063397   0.143404  -0.000463  -0.063472         2  \n",
       "61671  -0.154758  -0.073665   0.003556   0.031391         3  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "36538  -0.204911   0.080984  -0.000377  -0.031884         2  \n",
       "14332   0.198211  -0.022391  -0.000051  -0.018631         1  \n",
       "35643   0.057105   0.158983  -0.000258  -0.020377         2  \n",
       "85271   0.037552   0.176598   0.001424   0.007446         4  \n",
       "37793  -0.202476   0.026521  -0.000401   0.065075         2  \n",
       "\n",
       "[99954 rows x 10 columns]>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffling train data\n",
    "test_15= test_15.sample(frac=1)\n",
    "test_15.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 3.805000e-02 -1.202170e-01  3.593139e+00 ...  1.906150e-01\n",
      "  -6.546300e-02  9.250000e-04]\n",
      " [ 2.846000e-01  1.631886e+00  5.324690e-01 ... -1.041980e-01\n",
      "   2.143170e-01 -3.570000e-04]\n",
      " [ 1.674500e-01 -1.131429e+00 -5.823770e-01 ...  1.842250e-01\n",
      "  -1.962260e-01 -1.514000e-03]\n",
      " ...\n",
      " [ 3.578500e-01 -4.773250e-01 -6.889500e-01 ...  2.082040e-01\n",
      "  -1.489970e-01  2.640000e-03]\n",
      " [ 8.115000e-02  1.239190e-01 -4.077075e+00 ... -1.706900e-01\n",
      "  -2.210000e-03 -2.820000e-04]\n",
      " [ 2.336000e-01 -5.165400e-01 -4.102380e-01 ...  4.336400e-02\n",
      "   1.621530e-01 -5.900000e-04]]\n",
      "[1. 4. 3. ... 3. 1. 3.]\n"
     ]
    }
   ],
   "source": [
    "#Assigning X and Y parameter for training\n",
    "\n",
    "dataset = data.values\n",
    "X = dataset[:,0:9]\n",
    "print(X)\n",
    "\n",
    "y= dataset[:,9]\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Training random forest classifier\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier(n_estimators = 1000, random_state = 50)\n",
    "rf.fit(X, y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 5.056500e-01  7.187710e-01  4.380400e-02 ... -1.339870e-01\n",
      "   2.454310e-01  2.970000e-04]\n",
      " [ 6.084500e-01  1.095425e+00  2.742271e+00 ...  2.183430e-01\n",
      "  -9.776600e-02 -2.370000e-04]\n",
      " [ 6.597000e-01 -3.652140e-01 -2.103502e+00 ...  2.048340e-01\n",
      "  -5.181200e-02  9.890000e-04]\n",
      " ...\n",
      " [ 7.826000e-01 -1.253989e+00  5.782670e-01 ...  5.710500e-02\n",
      "   1.589830e-01 -2.580000e-04]\n",
      " [ 2.653500e-01 -3.350785e+00 -2.268397e+00 ...  3.755200e-02\n",
      "   1.765980e-01  1.424000e-03]\n",
      " [ 8.901000e-01  3.611654e+00  2.213947e+00 ... -2.024760e-01\n",
      "   2.652100e-02 -4.010000e-04]]\n",
      "[0. 4. 2. ... 2. 4. 2.]\n"
     ]
    }
   ],
   "source": [
    "#Assigning X and Y parameter for testing 15Hz against 10Hz training\n",
    "\n",
    "dataset_test_15 = test_15.values\n",
    "X_test_15 = dataset_test_15[:,0:9]\n",
    "print(X_test_15)\n",
    "\n",
    "y_test_15= dataset_test_15[:,9]\n",
    "print(y_test_15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.597 degrees.\n"
     ]
    }
   ],
   "source": [
    "#Predicting errors by sampling against test data identification result\n",
    "\n",
    "import numpy as np\n",
    "predictions_15 = rf.predict(X_test_15)\n",
    "errors_15 = abs(predictions_15 - y_test_15)\n",
    "print('Mean Absolute Error:', round(np.mean(errors_15), 3), 'degrees.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 99.403 %.\n"
     ]
    }
   ],
   "source": [
    "#Calculating model accuracy through adjusting hyperparameters\n",
    "\n",
    "accuracy = 100 - np.mean(errors_15)\n",
    "print('Accuracy:', round(accuracy, 3), '%.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of         X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "0       0.00000      1.708963       22.936699        0.418647  0.062727   \n",
       "1       0.00005      0.397558       20.744087       -2.443510  0.058105   \n",
       "2       0.00010      0.245741       19.886220       -4.793004  0.065566   \n",
       "3       0.00015     -0.492077       16.847528       -7.492809  0.060839   \n",
       "4       0.00020      1.393773       15.511186       -5.217568  0.068609   \n",
       "...         ...           ...             ...             ...       ...   \n",
       "100239  1.01385     -2.401899       -2.835274       -2.798354  0.168155   \n",
       "100240  1.01390      1.870737       -1.357366        0.724601  0.170059   \n",
       "100241  1.01395      1.843078       -2.764307        1.164236  0.166506   \n",
       "100242  1.01400      5.318520        0.023913        4.574955  0.167842   \n",
       "100243  1.01405      5.640224       -0.904798        2.451036  0.162821   \n",
       "\n",
       "        Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "0        0.152310  -0.216667   0.000854  -0.170166         1  \n",
       "1        0.148238  -0.208466   0.000819  -0.034754         1  \n",
       "2        0.150867  -0.217372   0.000753  -0.066492         1  \n",
       "3        0.147171  -0.208646   0.000790   0.055139         1  \n",
       "4        0.149121  -0.217855   0.000831   0.023973         1  \n",
       "...           ...        ...        ...        ...       ...  \n",
       "100239  -0.220463   0.052978  -0.000590   0.114022         4  \n",
       "100240  -0.227182   0.056192  -0.000541  -0.009250         4  \n",
       "100241  -0.220024   0.053968  -0.000572  -0.098004         4  \n",
       "100242  -0.227625   0.058899  -0.000545   0.055944         4  \n",
       "100243  -0.221341   0.058433  -0.000567   0.050418         4  \n",
       "\n",
       "[100244 rows x 10 columns]>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#20Hz testing against 10Hz training, UR defect missing in testing\n",
    "test_20= pd.read_csv(r'D:\\Acads\\BTP\\Train\\Train20Hz.csv')\n",
    "test_20.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "99692  0.98650     -3.282805       -0.508463       -2.519232 -0.184903   \n",
       "31371  0.56905      1.017242       -0.401030       -1.033813 -0.211172   \n",
       "9694   0.48470     -2.368462        9.829892       -6.920231 -0.218798   \n",
       "3244   0.16220      4.701049        4.572067       -2.557094  0.201480   \n",
       "73353  0.66910      1.750881       -0.375860       -1.149603 -0.137631   \n",
       "...        ...           ...             ...             ...       ...   \n",
       "3869   0.19345     -2.368585      -10.495175        4.931882 -0.085213   \n",
       "52791  0.64055     -0.962279       -1.438279       -0.843403 -0.160353   \n",
       "2259   0.11295     -5.478067        0.342529       -4.296639  0.195536   \n",
       "47868  0.39440     -0.740885        0.258792       -0.418840 -0.085598   \n",
       "31784  0.58970      1.798701        2.474733        1.066335  0.126583   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "99692   0.203721  -0.019600  -0.000414   0.044478         4  \n",
       "31371   0.024029   0.184878   0.001155   0.031466         2  \n",
       "9694    0.138502   0.079879  -0.000313   0.094245         1  \n",
       "3244   -0.164976  -0.038344  -0.000420  -0.142788         1  \n",
       "73353   0.234444  -0.100048  -0.000738  -0.001240         3  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "3869    0.213213  -0.130636  -0.000278  -0.041430         1  \n",
       "52791  -0.067019   0.228014   0.000120   0.023891         0  \n",
       "2259   -0.174026  -0.020597  -0.000447  -0.054493         1  \n",
       "47868   0.195872  -0.112488   0.000061   0.028403         0  \n",
       "31784   0.102724  -0.228356  -0.000364  -0.008841         2  \n",
       "\n",
       "[100244 rows x 10 columns]>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffling train data\n",
    "test_20= test_20.sample(frac=1)\n",
    "test_20.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 9.865000e-01 -3.282805e+00 -5.084630e-01 ... -1.960000e-02\n",
      "  -4.140000e-04  4.447800e-02]\n",
      " [ 5.690500e-01  1.017242e+00 -4.010300e-01 ...  1.848780e-01\n",
      "   1.155000e-03  3.146600e-02]\n",
      " [ 4.847000e-01 -2.368462e+00  9.829892e+00 ...  7.987900e-02\n",
      "  -3.130000e-04  9.424500e-02]\n",
      " ...\n",
      " [ 1.129500e-01 -5.478067e+00  3.425290e-01 ... -2.059700e-02\n",
      "  -4.470000e-04 -5.449300e-02]\n",
      " [ 3.944000e-01 -7.408850e-01  2.587920e-01 ... -1.124880e-01\n",
      "   6.130000e-05  2.840300e-02]\n",
      " [ 5.897000e-01  1.798701e+00  2.474733e+00 ... -2.283560e-01\n",
      "  -3.640000e-04 -8.841000e-03]]\n",
      "[4. 2. 1. ... 1. 0. 2.]\n"
     ]
    }
   ],
   "source": [
    "#Assigning X and Y parameter for testing 20Hz against 10Hz training\n",
    "\n",
    "dataset_test_20 = test_20.values\n",
    "X_test_20 = dataset_test_20[:,0:9]\n",
    "print(X_test_20)\n",
    "\n",
    "y_test_20= dataset_test_20[:,9]\n",
    "print(y_test_20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.628 degrees.\n"
     ]
    }
   ],
   "source": [
    "#Predicting errors by sampling against test data identification result\n",
    "\n",
    "import numpy as np\n",
    "predictions_20 = rf.predict(X_test_20)\n",
    "errors_20 = abs(predictions_20 - y_test_20)\n",
    "print('Mean Absolute Error:', round(np.mean(errors_20), 3), 'degrees.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 99.372 %.\n"
     ]
    }
   ],
   "source": [
    "#Calculating model accuracy through adjusting hyperparameters\n",
    "\n",
    "accuracy = 100 - np.mean(errors_20)\n",
    "print('Accuracy:', round(accuracy, 3), '%.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of         X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "0      0.000000    -11.367953      -11.637524        6.021533 -0.211798   \n",
       "1      0.000050    -12.166375       -9.140292        3.120780 -0.217642   \n",
       "2      0.000100     -8.550057       -4.918858        0.881439 -0.211531   \n",
       "3      0.000150     -7.510203       -1.977898       -0.244971 -0.217031   \n",
       "4      0.000200     -9.059351        0.536890        3.866246 -0.210774   \n",
       "...         ...           ...             ...             ...       ...   \n",
       "99948  0.999350      6.308956       -7.804564        2.868125 -0.231882   \n",
       "99949  0.999400      3.970360       -6.623541        1.938864 -0.229132   \n",
       "99950  0.999450      1.442453       -4.509385        2.251926 -0.233108   \n",
       "99951  0.999500     -0.867132       -3.078502        0.568868 -0.229825   \n",
       "99952  0.999528     -0.404975       -0.450460       -0.560514  0.001299   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "0       0.124550   0.087489  -0.000407  -0.151828         1  \n",
       "1       0.134079   0.082623  -0.000408  -0.034398         1  \n",
       "2       0.126679   0.084210  -0.000362  -0.156903         1  \n",
       "3       0.137591   0.078589  -0.000408   0.131691         1  \n",
       "4       0.130023   0.080551  -0.000396  -0.214258         1  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "99948   0.122237   0.109242   0.001851  -0.073762         4  \n",
       "99949   0.120721   0.107070   0.001578   0.034238         4  \n",
       "99950   0.126991   0.106174   0.001714  -0.025075         4  \n",
       "99951   0.125186   0.103691   0.001626   0.049136         4  \n",
       "99952  -0.007117   0.005242  -0.000015   0.000366         4  \n",
       "\n",
       "[99953 rows x 10 columns]>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 30Hz testing against 10Hz training\n",
    "test_30= pd.read_csv(r'D:\\Acads\\BTP\\Train\\Train30Hz.csv')\n",
    "test_30.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of        X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "52547  0.62835      2.730746       -0.476049        2.396878 -0.103508   \n",
       "47987  0.40035     -5.802968        5.357739       -5.320246 -0.233981   \n",
       "86163  0.31010     -4.009192        1.940024       -1.614723 -0.022028   \n",
       "42095  0.10575     -2.814201        2.135122       -2.291328 -0.143554   \n",
       "10342  0.51710     -0.890858       -7.986771       -6.007880  0.206436   \n",
       "...        ...           ...             ...             ...       ...   \n",
       "80341  0.01900      1.036296       -1.247846       -9.402180  0.206624   \n",
       "5124   0.25620     -6.842208       15.403263       -2.536387  0.019909   \n",
       "95117  0.75780      0.939305       -1.535889        2.138219  0.069146   \n",
       "84312  0.21755     -7.991838        2.277302       -0.452413  0.189824   \n",
       "97859  0.89490      2.884284       -0.916093        1.035335 -0.118711   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "52547  -0.131813   0.236674   0.000073   0.086457         0  \n",
       "47987   0.073437   0.158924   0.000267   0.088352         0  \n",
       "86163   0.214037  -0.194014  -0.000387   0.204342         4  \n",
       "42095   0.204158  -0.062817   0.000022   0.218850         0  \n",
       "10342  -0.171449  -0.034875  -0.000313   0.070535         1  \n",
       "...          ...        ...        ...        ...       ...  \n",
       "80341  -0.063080  -0.143332  -0.000648   0.109178         4  \n",
       "5124   -0.209987   0.191682  -0.000181   0.040681         1  \n",
       "95117  -0.211944   0.142062  -0.000408  -0.054330         4  \n",
       "84312  -0.028517  -0.160664   0.001450   0.235208         4  \n",
       "97859  -0.107022   0.226608  -0.000461  -0.008752         4  \n",
       "\n",
       "[99953 rows x 10 columns]>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffling train data\n",
    "test_30= test_30.sample(frac=1)\n",
    "test_30.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 6.283500e-01  2.730746e+00 -4.760490e-01 ...  2.366740e-01\n",
      "   7.274561e-05  8.645700e-02]\n",
      " [ 4.003500e-01 -5.802968e+00  5.357739e+00 ...  1.589240e-01\n",
      "   2.670000e-04  8.835200e-02]\n",
      " [ 3.101000e-01 -4.009192e+00  1.940024e+00 ... -1.940140e-01\n",
      "  -3.870000e-04  2.043420e-01]\n",
      " ...\n",
      " [ 7.578000e-01  9.393050e-01 -1.535889e+00 ...  1.420620e-01\n",
      "  -4.080000e-04 -5.433000e-02]\n",
      " [ 2.175500e-01 -7.991838e+00  2.277302e+00 ... -1.606640e-01\n",
      "   1.450000e-03  2.352080e-01]\n",
      " [ 8.949000e-01  2.884284e+00 -9.160930e-01 ...  2.266080e-01\n",
      "  -4.610000e-04 -8.752000e-03]]\n",
      "[0. 0. 4. ... 4. 4. 4.]\n"
     ]
    }
   ],
   "source": [
    "#Assigning X and Y parameter for testing 30Hz against 10Hz training\n",
    "\n",
    "dataset_test_30 = test_30.values\n",
    "X_test_30 = dataset_test_30[:,0:9]\n",
    "print(X_test_30)\n",
    "\n",
    "y_test_30= dataset_test_30[:,9]\n",
    "print(y_test_30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.624 degrees.\n"
     ]
    }
   ],
   "source": [
    "#Predicting errors by sampling against test data identification result\n",
    "\n",
    "import numpy as np\n",
    "predictions_30 = rf.predict(X_test_30)\n",
    "errors_30 = abs(predictions_30 - y_test_30)\n",
    "print('Mean Absolute Error:', round(np.mean(errors_30), 3), 'degrees.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 99.376 %.\n"
     ]
    }
   ],
   "source": [
    "#Calculating model accuracy through adjusting hyperparameters\n",
    "\n",
    "accuracy = 100 - np.mean(errors_30)\n",
    "print('Accuracy:', round(accuracy, 3), '%.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of         X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "0       0.00000     -0.768912        0.590422       -1.190895  0.004234   \n",
       "1       0.00005     -1.456453        0.116244       -1.325922  0.001663   \n",
       "2       0.00010     -0.488512        1.316790       -0.074655  0.002593   \n",
       "3       0.00015     -1.360815        0.575074       -0.073920  0.000438   \n",
       "4       0.00020     -0.395823        1.919520        0.047996  0.000992   \n",
       "...         ...           ...             ...             ...       ...   \n",
       "319994  1.49975      0.191529       -1.777890       -6.679094  0.217738   \n",
       "319995  1.49980      4.507436       -1.921051       -0.775889  0.227057   \n",
       "319996  1.49985      6.028310       -1.436560        5.249844  0.217829   \n",
       "319997  1.49990      4.565089       -0.196600        9.815644  0.228330   \n",
       "319998  1.49995      1.661512       -2.168699       12.405419  0.217323   \n",
       "\n",
       "        Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "0       -0.178414   0.174913  -0.000166   0.016538         1  \n",
       "1       -0.179898   0.179547  -0.000126  -0.055457         1  \n",
       "2       -0.177713   0.175572  -0.000134  -0.033742         1  \n",
       "3       -0.178693   0.180163  -0.000126  -0.001972         1  \n",
       "4       -0.176762   0.176239  -0.000107  -0.061004         1  \n",
       "...           ...        ...        ...        ...       ...  \n",
       "319994  -0.045847  -0.171675  -0.000521   0.182720         4  \n",
       "319995  -0.056086  -0.170941  -0.000527   0.246413         4  \n",
       "319996  -0.051709  -0.166841  -0.000486  -0.100487         4  \n",
       "319997  -0.062980  -0.166939  -0.000544   0.075046         4  \n",
       "319998  -0.056479  -0.161895  -0.000499  -0.192031         4  \n",
       "\n",
       "[319999 rows x 10 columns]>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing mix data from different rotational speeds of 10Hz, 15Hz, 20Hz, 25Hz, 30Hz with 200 dataset row per fault\n",
    "# for each rotational speed\n",
    "\n",
    "test_mix= pd.read_csv(r'D:\\Acads\\BTP\\Train\\Mix_test.csv')\n",
    "test_mix.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of         X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "117870  0.39375     -2.830919       -2.493454        1.374128  0.188568   \n",
       "133560  0.17865     -3.424911       -6.606719       -0.903319  0.073032   \n",
       "50135   0.00675     -4.193585       -2.394124        2.061149  0.122432   \n",
       "127321  0.36650     -1.198671        0.802587       -0.669534 -0.010897   \n",
       "154834  0.24285     -0.812675        2.379823       -3.343363 -0.205605   \n",
       "...         ...           ...             ...             ...       ...   \n",
       "289487  1.47440      6.083013        5.259638        1.897450 -0.132686   \n",
       "289019  1.45100    -10.867633       -6.165815       -3.080048 -0.167335   \n",
       "151921  0.09720     -3.206221        1.973911       -1.440854  0.205286   \n",
       "94760   0.23800      0.716435       -0.682074        0.099704  0.215188   \n",
       "169716  0.48660     -2.542283       -8.044600        0.490204  0.063511   \n",
       "\n",
       "        Voltage_0  Voltage_1  Voltage_2  Voltage_3  Identity  \n",
       "117870   0.003245  -0.192752  -0.000360   0.080689         2  \n",
       "133560   0.159978  -0.234368  -0.001052   0.000016         3  \n",
       "50135    0.093752  -0.216625  -0.000162  -0.073998         1  \n",
       "127321  -0.198011   0.210672   0.000294   0.075078         0  \n",
       "154834   0.215798  -0.010717  -0.000756  -0.005957         3  \n",
       "...           ...        ...        ...        ...       ...  \n",
       "289487  -0.109687   0.242827  -0.000460  -0.049502         2  \n",
       "289019  -0.045431   0.212728  -0.000389   0.132504         2  \n",
       "151921  -0.017172  -0.186979  -0.001325  -0.032833         3  \n",
       "94760   -0.163618  -0.050720  -0.000380  -0.017843         4  \n",
       "169716   0.145146  -0.210602  -0.000354  -0.110880         4  \n",
       "\n",
       "[319999 rows x 10 columns]>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffling train data\n",
    "test_mix= test_mix.sample(frac=1)\n",
    "test_mix.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 3.937500e-01 -2.830919e+00 -2.493454e+00 ... -1.927520e-01\n",
      "  -3.600000e-04  8.068900e-02]\n",
      " [ 1.786500e-01 -3.424911e+00 -6.606719e+00 ... -2.343680e-01\n",
      "  -1.052000e-03  1.620000e-05]\n",
      " [ 6.750000e-03 -4.193585e+00 -2.394124e+00 ... -2.166250e-01\n",
      "  -1.620000e-04 -7.399800e-02]\n",
      " ...\n",
      " [ 9.720000e-02 -3.206221e+00  1.973911e+00 ... -1.869790e-01\n",
      "  -1.325000e-03 -3.283300e-02]\n",
      " [ 2.380000e-01  7.164350e-01 -6.820740e-01 ... -5.072000e-02\n",
      "  -3.800000e-04 -1.784300e-02]\n",
      " [ 4.866000e-01 -2.542283e+00 -8.044600e+00 ... -2.106020e-01\n",
      "  -3.540000e-04 -1.108800e-01]]\n",
      "[2. 3. 1. ... 3. 4. 4.]\n"
     ]
    }
   ],
   "source": [
    "#Assigning X and Y parameter for testing mix data against 10Hz training\n",
    "\n",
    "dataset_test_mix = test_mix.values\n",
    "X_test_mix = dataset_test_mix[:,0:9]\n",
    "print(X_test_mix)\n",
    "\n",
    "y_test_mix= dataset_test_mix[:,9]\n",
    "print(y_test_mix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.505 degrees.\n"
     ]
    }
   ],
   "source": [
    "#Predicting errors by sampling against test data identification result\n",
    "\n",
    "import numpy as np\n",
    "predictions_mix = rf.predict(X_test_mix)\n",
    "errors_mix = abs(predictions_mix - y_test_mix)\n",
    "print('Mean Absolute Error:', round(np.mean(errors_mix), 3), 'degrees.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 99.495 %.\n"
     ]
    }
   ],
   "source": [
    "#Calculating model accuracy through adjusting hyperparameters\n",
    "\n",
    "accuracy = 100 - np.mean(errors_mix)\n",
    "print('Accuracy:', round(accuracy, 3), '%.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of         X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "0       0.00000    -11.366601      -20.932982       -5.598388 -0.225003   \n",
       "1       0.00005    -12.013575      -21.778201       -8.949557 -0.232821   \n",
       "2       0.00010    -10.241557      -21.849168        0.619594 -0.227753   \n",
       "3       0.00015    -11.740304      -21.493965        7.233590 -0.234780   \n",
       "4       0.00020    -15.460252      -22.320645       13.823692 -0.229820   \n",
       "...         ...           ...             ...             ...       ...   \n",
       "49995  25.09975      1.194383        0.626765      -10.774995  0.127278   \n",
       "49996  25.09980     -0.315305        0.908914      -13.720839  0.129294   \n",
       "49997  25.09985     -0.943348        0.550395       -6.796599  0.123766   \n",
       "49998  25.09990     -1.503535        0.413249       -1.593281  0.125808   \n",
       "49999  25.09995     -3.555093        0.845560       -3.514904  0.117905   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Comment  \n",
       "0       0.042251   0.181706   0.000930   0.130580        1  \n",
       "1       0.047838   0.185286   0.000966   0.060415        1  \n",
       "2       0.047884   0.177572   0.000901   0.054509        1  \n",
       "3       0.054796   0.181011   0.000860   0.269790        1  \n",
       "4       0.055670   0.172341   0.000913   0.118411        1  \n",
       "...          ...        ...        ...        ...      ...  \n",
       "49995  -0.246482   0.117530  -0.000387   0.278794        4  \n",
       "49996  -0.238886   0.108214  -0.000394   0.045415        4  \n",
       "49997  -0.246298   0.121716  -0.000369  -0.199194        4  \n",
       "49998  -0.238988   0.112725  -0.000438   0.003445        4  \n",
       "49999  -0.245591   0.126397  -0.000417   0.070910        4  \n",
       "\n",
       "[50000 rows x 10 columns]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 40Hz testing against 10Hz training\n",
    "test_40= pd.read_csv(r'D:\\Acads\\BTP\\Train\\Train40Hz.csv')\n",
    "test_40.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of         X_Value  Acceleration  Acceleration_0  Acceleration_1   Voltage  \\\n",
       "24176   0.20880     -3.636226        7.277042       -1.990642 -0.133710   \n",
       "47631  10.08155      1.238022       -5.652961        5.024269 -0.067844   \n",
       "40283   0.11415     -2.767365       -4.928066        1.188374 -0.210764   \n",
       "10043   0.00215     -4.119705        5.010761       -5.197595 -0.155520   \n",
       "47918  10.09590     -7.724222        3.539730        2.914073  0.168524   \n",
       "...         ...           ...             ...             ...       ...   \n",
       "17937   0.39685      3.218404       -2.318860       -2.220139  0.101779   \n",
       "36039  25.10195      4.183641        4.493488        9.940134 -0.016434   \n",
       "38647  25.23235      2.558401        0.528295        0.332876 -0.231496   \n",
       "19118   0.45590    -10.707702       -8.730575       -5.674356 -0.231473   \n",
       "8054    0.40270      3.191483       11.271211       -6.769398 -0.167631   \n",
       "\n",
       "       Voltage_0  Voltage_1  Voltage_2  Voltage_3  Comment  \n",
       "24176  -0.117491   0.252149   0.000073  -0.176916        0  \n",
       "47631  -0.143787   0.209629  -0.000604  -0.267603        4  \n",
       "40283   0.114481   0.096838  -0.000675  -0.091847        4  \n",
       "10043  -0.068159   0.224370   0.001216   0.307753        2  \n",
       "47918   0.056692  -0.227513   0.001621  -0.077429        4  \n",
       "...          ...        ...        ...        ...      ...  \n",
       "17937  -0.249407   0.148492  -0.000398   0.234731        2  \n",
       "36039  -0.191604   0.207366  -0.001086   0.141545        3  \n",
       "38647   0.104709   0.125010  -0.000998   0.004286        3  \n",
       "19118   0.150958   0.081198  -0.000352   0.014742        2  \n",
       "8054    0.213618  -0.045521  -0.000226   0.157512        1  \n",
       "\n",
       "[50000 rows x 10 columns]>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shuffling train data\n",
    "test_40= test_40.sample(frac=1)\n",
    "test_40.head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 2.0880000e-01 -3.6362260e+00  7.2770420e+00 ...  2.5214900e-01\n",
      "   7.2700000e-05 -1.7691600e-01]\n",
      " [ 1.0081550e+01  1.2380220e+00 -5.6529610e+00 ...  2.0962900e-01\n",
      "  -6.0400000e-04 -2.6760300e-01]\n",
      " [ 1.1415000e-01 -2.7673650e+00 -4.9280660e+00 ...  9.6838000e-02\n",
      "  -6.7500000e-04 -9.1847000e-02]\n",
      " ...\n",
      " [ 2.5232350e+01  2.5584010e+00  5.2829500e-01 ...  1.2501000e-01\n",
      "  -9.9800000e-04  4.2860000e-03]\n",
      " [ 4.5590000e-01 -1.0707702e+01 -8.7305750e+00 ...  8.1198000e-02\n",
      "  -3.5200000e-04  1.4742000e-02]\n",
      " [ 4.0270000e-01  3.1914830e+00  1.1271211e+01 ... -4.5521000e-02\n",
      "  -2.2600000e-04  1.5751200e-01]]\n",
      "[0. 4. 4. ... 3. 2. 1.]\n"
     ]
    }
   ],
   "source": [
    "#Assigning X and Y parameter for testing 30Hz against 10Hz training\n",
    "\n",
    "dataset_test_40 = test_40.values\n",
    "X_test_40 = dataset_test_40[:,0:9]\n",
    "print(X_test_40)\n",
    "\n",
    "y_test_40= dataset_test_40[:,9]\n",
    "print(y_test_40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.794 degrees.\n"
     ]
    }
   ],
   "source": [
    "#Predicting errors by sampling against test data identification result\n",
    "\n",
    "import numpy as np\n",
    "predictions_40 = rf.predict(X_test_40)\n",
    "errors_40 = abs(predictions_40 - y_test_40)\n",
    "print('Mean Absolute Error:', round(np.mean(errors_40), 3), 'degrees.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 99.206 %.\n"
     ]
    }
   ],
   "source": [
    "#Calculating model accuracy through adjusting hyperparameters\n",
    "\n",
    "accuracy = 100 - np.mean(errors_40)\n",
    "print('Accuracy:', round(accuracy, 3), '%.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Results testing different datasets against 10Hz trained model\n",
    "### 15Hz : 0.59 Mean Absolute error\n",
    "### 20Hz : 0.628 Mean Absolute error\n",
    "### 30Hz : 0.624 Mean Absolute error\n",
    "### Mix speed: 0.505 Mean Absolute error"
   ]
  }
 ],
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