Project - Zomato API.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style> div#notebook {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " line-height: 170%;\n",
       " color: #586e75;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       " padding-top: 25px !important;\n",
       "}\n",
       "body,\n",
       "div.body {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #586e75;\n",
       " background-color: #eee8d5;\n",
       " background: #eee8d5;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "body.notebook_app {\n",
       " padding: 0;\n",
       " background-color: #eee8d5;\n",
       " background: #eee8d5;\n",
       " padding-right: 0px !important;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "a {\n",
       " font-family: sans-serif;\n",
       " color: #586e75;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "a:hover,\n",
       "a:focus {\n",
       " color: #47585e;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "div#maintoolbar {\n",
       " position: absolute;\n",
       " width: 90%;\n",
       " margin-left: -10%;\n",
       " padding-right: 8%;\n",
       " float: left;\n",
       " background: transparent !important;\n",
       "}\n",
       "#maintoolbar {\n",
       " margin-bottom: -3px;\n",
       " margin-top: 0px;\n",
       " border: 0px;\n",
       " min-height: 27px;\n",
       " padding-top: 2px;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       "#maintoolbar .container {\n",
       " width: 75%;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       ".list_header,\n",
       "div#notebook_list_header.row.list_header {\n",
       " font-size: 14pt;\n",
       " color: #47585e;\n",
       " background-color: transparent;\n",
       " height: 35px;\n",
       "}\n",
       "i.fa.fa-folder {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px \"FontAwesome\";\n",
       " font-family: \"FontAwesome\" !important;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " font-size: 18px;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #586e75;\n",
       " padding: 8px 8px;\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a {\n",
       " font-size: 14pt;\n",
       " color: #586e75;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a:focus,\n",
       "#running .panel-group .panel .panel-heading a:hover {\n",
       " font-size: 14pt;\n",
       " color: #586e75;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item {\n",
       " background: #f2eee1;\n",
       " background-color: #f2eee1;\n",
       " padding: 2px;\n",
       " border-bottom: 2px solid #e4dabd;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item:hover {\n",
       " background: #f2eee1;\n",
       " background-color: #f2eee1;\n",
       "}\n",
       "#running .panel-group .panel .panel-body {\n",
       " padding: 2px;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_cluster_list {\n",
       " border: none !important;\n",
       "}\n",
       "div.running_list_info.toolbar_info {\n",
       " font-size: 15px;\n",
       " padding: 4px 0 4px 0;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " line-height: 24px;\n",
       " text-shadow: none;\n",
       "}\n",
       ".list_placeholder {\n",
       " font-weight: normal;\n",
       "}\n",
       "#tree-selector {\n",
       " padding: 0px;\n",
       " border-color: transparent;\n",
       "}\n",
       "#project_name > ul > li > a > i.fa.fa-home {\n",
       " color: #93a1a1;\n",
       " font-size: 17pt;\n",
       " display: inline-block;\n",
       " position: static;\n",
       " padding: 0px 0px;\n",
       " font-weight: normal;\n",
       " text-align: center;\n",
       " vertical-align: text-top;\n",
       "}\n",
       ".fa-folder:before {\n",
       " color: #268bd2;\n",
       "}\n",
       ".fa-arrow-up:before {\n",
       " font-size: 14px;\n",
       "}\n",
       ".fa-arrow-down:before {\n",
       " font-size: 14px;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {\n",
       " color: #51666c;\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: #268bd2;\n",
       "}\n",
       ".notebook_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f02d\";\n",
       " position: relative;\n",
       " color: #859900 !important;\n",
       " top: 0px;\n",
       "}\n",
       ".file_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f15b\";\n",
       " position: relative;\n",
       " top: 0px;\n",
       " color: #657b83 !important;\n",
       "}\n",
       "#project_name a {\n",
       " display: inline-flex;\n",
       " padding-left: 7px;\n",
       " margin-left: -2px;\n",
       " text-align: -webkit-auto;\n",
       " vertical-align: baseline;\n",
       " font-size: 18px;\n",
       "}\n",
       "div#notebook_toolbar div.dynamic-instructions {\n",
       " font-family: sans-serif;\n",
       " font-size: 17px;\n",
       " color: #93a1a1;\n",
       "}\n",
       "span#login_widget > .button,\n",
       "#logout {\n",
       " font-family: \"Proxima Nova\", sans-serif;\n",
       " color: #586e75;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 2px solid #d2d8d8;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " margin-right: 10px;\n",
       " padding: 2px 7px;\n",
       "}\n",
       "span#login_widget > .button:hover,\n",
       "#logout:hover {\n",
       " color: #51666c;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: 2px solid #51666c;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "span#login_widget > .button:focus,\n",
       "#logout:focus,\n",
       "span#login_widget > .button.focus,\n",
       "#logout.focus,\n",
       "span#login_widget > .button:active,\n",
       "#logout:active,\n",
       "span#login_widget > .button.active,\n",
       "#logout.active,\n",
       ".open > .dropdown-togglespan#login_widget > .button,\n",
       ".open > .dropdown-toggle#logout {\n",
       " color: #cb4b16;\n",
       " background-color: #586e75;\n",
       " background: #586e75;\n",
       " border-color: #586e75;\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: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       " position: relative;\n",
       " z-index: 100;\n",
       "}\n",
       ".list_container {\n",
       " font-size: 13pt;\n",
       " color: #586e75;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".list_container > div {\n",
       " border-bottom: 1px solid #eae2ca;\n",
       " font-size: 13pt;\n",
       "}\n",
       ".list_header > div,\n",
       ".list_item > div {\n",
       " padding-top: 6px;\n",
       " padding-bottom: 2px;\n",
       " padding-left: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 22px;\n",
       " font-size: 13pt;\n",
       "}\n",
       ".item_icon {\n",
       " color: #268bd2;\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: #d2d8d8 !important;\n",
       " background: #d2d8d8 !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: #586e75;\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: #47585e;\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: #ebe4ce;\n",
       "}\n",
       ".breadcrumb > li {\n",
       " font-size: 12.0pt;\n",
       " color: #586e75;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".breadcrumb > li + li:before {\n",
       " content: \"/\\00a0\";\n",
       " padding: 0px;\n",
       " color: #586e75;\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: #51666c;\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: #93a1a1;\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: #51666c;\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: #51666c;\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: #eee8d5;\n",
       "}\n",
       "#notebook-container {\n",
       " padding: 13px 2px;\n",
       " background-color: #eee8d5;\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: #eee8d5;\n",
       " border-bottom: 2px solid #eae2ca;\n",
       "}\n",
       "#header,\n",
       ".edit_app #header {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " box-shadow: none;\n",
       " background-color: #eee8d5;\n",
       "}\n",
       "#header .header-bar,\n",
       ".edit_app #header .header-bar {\n",
       " background: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       "}\n",
       "body > #header .header-bar {\n",
       " width: 100%;\n",
       " background: #eee8d5;\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: #eee8d5;\n",
       " padding-top: 0px !important;\n",
       "}\n",
       "#menubar .navbar,\n",
       ".navbar-default {\n",
       " background-color: #eee8d5;\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: #93a1a1;\n",
       "}\n",
       ".navbar-default {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " background-color: #eee8d5;\n",
       " border-color: #efeada;\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: #586e75;\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: #47585e !important;\n",
       " background-color: #eae2ca !important;\n",
       " border-color: #efeada !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: #cb4b16;\n",
       " background-color: #f5f2e7;\n",
       " border-color: #f5f2e7;\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: #586e75 !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: #268bd2;\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: #586e75 !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: #268bd2;\n",
       "}\n",
       ".item_buttons .kernel-name {\n",
       " font-size: 13pt;\n",
       " color: #268bd2;\n",
       "}\n",
       ".running_notebook_icon:before {\n",
       " color: #859900 !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: #859900;\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: #93a1a1 !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: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       " margin-top: 8px !important;\n",
       " margin-left: 0px;\n",
       "}\n",
       "#kernel_indicator {\n",
       " float: right !important;\n",
       " color: #93a1a1;\n",
       " background: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       " border-left: 2px solid #93a1a1;\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: #93a1a1;\n",
       " background: #eee8d5;\n",
       " background-color: #eee8d5;\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: #586e75;\n",
       " background-color: #eee8d5;\n",
       " border-color: #eee8d5;\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: #f5f2e7;\n",
       " background: #f5f2e7;\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: #f5f2e7;\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: #586e75;\n",
       " background-color: #f5f2e7;\n",
       " background: #f5f2e7;\n",
       "}\n",
       ".dropdown-menu > li > a:hover,\n",
       ".dropdown-menu > li > a:focus {\n",
       " color: #47585e;\n",
       " background-color: #efeada;\n",
       " background: #efeada;\n",
       " border-color: #efeada;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu .divider {\n",
       " height: 1px;\n",
       " margin: 0px 0px;\n",
       " overflow: hidden;\n",
       " background-color: #e1d6b4;\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: #93a1a1;\n",
       " padding: none;\n",
       " display: block;\n",
       " clear: both;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".dropdown-submenu > a:after {\n",
       " color: #586e75;\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: #93a1a1;\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: #586e75;\n",
       " background: #d2d8d8;\n",
       " background-color: #d2d8d8;\n",
       " border: 2px solid #d2d8d8;\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: #51666c;\n",
       " border: 2px solid #cdd3d3;\n",
       " background-color: #cdd3d3;\n",
       " background: #cdd3d3;\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: #51666c;\n",
       " border: 2px solid #cdd3d3;\n",
       " background-color: #cdd3d3 !important;\n",
       " background: #cdd3d3 !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: #cb4b16 !important;\n",
       " background-color: #d2d8d8;\n",
       " border-color: #93583e !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: #cb4b16 !important;\n",
       " outline: none !important;\n",
       " outline-width: 0px !important;\n",
       " background: #93583e !important;\n",
       " background-color: #93583e !important;\n",
       " border-color: #93583e !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 #e8e0c7;\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: #e5dcc0;\n",
       " padding-top: 4px !important;\n",
       " background-color: transparent;\n",
       " border: 0px solid transparent;\n",
       " border-bottom: 2px solid #93a1a1;\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 #d2d8d8;\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: #93a1a1 !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: #586e75;\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: #dc322f;\n",
       " opacity: .5;\n",
       " text-shadow: none;\n",
       " font-weight: normal;\n",
       "}\n",
       ".close:hover {\n",
       " color: #dc322f;\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: #93a1a1;\n",
       " background: #cfd6d6;\n",
       " background-color: #cfd6d6;\n",
       " border-color: #cfd6d6;\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: #586e75;\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: #cdd3d3 !important;\n",
       "}\n",
       ".input-group-btn {\n",
       " position: relative;\n",
       " font-size: inherit;\n",
       " white-space: nowrap;\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:hover {\n",
       " background: #e5dcc0;\n",
       " background-color: #e5dcc0;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:first-child > .btn,\n",
       ".input-group-btn:first-child > .btn-group {\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\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: #cdd3d3;\n",
       " background-color: #cdd3d3;\n",
       " border: none;\n",
       " font-size: inherit;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child {\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " border: 1px solid #e7dec3;\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: #e5dcc0;\n",
       " background-color: #e5dcc0;\n",
       " border: 1px solid #e5dcc0;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal > button,\n",
       "div.modal-footer > button {\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " border-color: #e8e0c7;\n",
       "}\n",
       "div.modal > button:hover,\n",
       "div.modal-footer > button:hover {\n",
       " background: #e5dcc0;\n",
       " background-color: #e5dcc0;\n",
       " border-color: #e5dcc0;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".modal-content {\n",
       " font-family: sans-serif;\n",
       " font-size: 12.0pt;\n",
       " position: relative;\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\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: #586e75;\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " border-color: #e4dabd;\n",
       " padding: 12px;\n",
       " min-height: 16.4286px;\n",
       "}\n",
       ".modal-content h4 {\n",
       " font-family: sans-serif;\n",
       " font-size: 16pt;\n",
       " color: #586e75;\n",
       " padding: 5px;\n",
       "}\n",
       ".modal-body {\n",
       " background-color: #ffffff;\n",
       " position: relative;\n",
       " padding: 15px;\n",
       "}\n",
       ".modal-footer {\n",
       " padding: 8px;\n",
       " text-align: right;\n",
       " background-color: #ffffff;\n",
       " border-top: none;\n",
       "}\n",
       ".alert-info {\n",
       " background-color: #fdfdfd;\n",
       " border-color: #e4dabd;\n",
       " color: #586e75;\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: #f2eee1;\n",
       " color: #586e75;\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: #586e75;\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\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: #586e75;\n",
       " background-color: #ffffff;\n",
       " border: 1px solid #efefef !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: #586e75;\n",
       " background-color: #f2eee1;\n",
       " border-color: #e4dabd;\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: #ffffff;\n",
       " font-weight: normal;\n",
       " border: 1px solid #e4dabd;\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: #d2d8d8 !important;\n",
       " background-color: #d2d8d8 !important;\n",
       " border: 2px solid #cfd6d6 !important;\n",
       "}\n",
       ".form-control:focus {\n",
       " border-color: #93a1a1;\n",
       " outline: 2px solid #bbc4c5;\n",
       " -webkit-box-shadow: none;\n",
       "}\n",
       "::-webkit-input-placeholder {\n",
       " color: #93a1a1;\n",
       "}\n",
       "::-moz-placeholder {\n",
       " color: #93a1a1;\n",
       "}\n",
       ":-ms-input-placeholder {\n",
       " color: #93a1a1;\n",
       "}\n",
       ":-moz-placeholder {\n",
       " color: #93a1a1;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control {\n",
       " border: 2px solid #e4dabd !important;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control:focus {\n",
       " border-color: #93a1a1;\n",
       " outline: 2px solid #bbc4c5;\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: #e1d5b6;\n",
       " border-radius: 3px;\n",
       " border: none;\n",
       "}\n",
       "::-webkit-scrollbar-track {\n",
       " background: #e1d5b6;\n",
       " border: none;\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       "}\n",
       "::-webkit-scrollbar-thumb {\n",
       " border-radius: 2px;\n",
       " border: none;\n",
       " background: #93a1a1;\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: #fdf6e3;\n",
       " background: #fdf6e3;\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: #fdf6e3;\n",
       " background-color: #fdf6e3;\n",
       " border: medium solid #eee8d5;\n",
       " border-radius: 4px;\n",
       " top: 0;\n",
       "}\n",
       "div.cell.selected {\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\n",
       " border: medium solid #eee8d5;\n",
       " padding: 0px;\n",
       " border-radius: 5px;\n",
       "}\n",
       ".edit_mode div.cell.selected {\n",
       " padding: 0px;\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\n",
       " border: medium solid #eee8d5;\n",
       " border-radius: 5px;\n",
       "}\n",
       "div.cell.edit_mode {\n",
       " padding: 0px;\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\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: #fdf6e3 !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: #fdf6e3 !important;\n",
       " background-color: #fdf6e3 !important;\n",
       " border-color: #b58900 !important;\n",
       "}\n",
       "div.cell.code_cell .input {\n",
       " border-left: 5px solid #fdf6e3 !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 #93a1a1 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #bbc4c5 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected:before {\n",
       " height: 100%;\n",
       " border-left: 5px solid #bbc4c5 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.jupyter-soft-selected,\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #bbc4c5 !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #bbc4c5 !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #bbc4c5 !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .input {\n",
       " border-left: 5px solid #fdf6e3 !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #93a1a1;\n",
       " border-color: #eee8d5;\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: #fdf6e3 !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: rgba(181,137,0,.4) !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 26px !important;\n",
       " border-right-color: rgba(181,137,0,.4) !important;\n",
       " border-right-width: 0px !important;\n",
       " background: rgba(181,137,0,.4) !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: #bbc4c5 !important;\n",
       "}\n",
       "div.prompt,\n",
       ".prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " font-weight: normal;\n",
       " color: #93a1a1;\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: #fdf6e3;\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 #bbc4c5;\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: #fcf0d0;\n",
       " background: #fcf0d0;\n",
       " color: #93a1a1 !important;\n",
       "}\n",
       "div.cell.code_cell.rendered.unselected .run_this_cell:hover {\n",
       " background-color: #fcf0d0;\n",
       " background: #fcf0d0;\n",
       " color: #93a1a1 !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: #bbc4c5 !important;\n",
       " background: #bbc4c5 !important;\n",
       " color: #bbc4c5 !important;\n",
       "}\n",
       "div.output_wrapper {\n",
       " background-color: #eee8d5;\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: #eee8d5;\n",
       " color: #586e75;\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: #586e75;\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: #353535;\n",
       " background-color: #eee8d5;\n",
       " background: #eee8d5;\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: #e1d6b5;\n",
       " background-color: #e1d6b5;\n",
       " border-color: #e1d6b5;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed:hover {\n",
       " background: #ded2ae;\n",
       " background-color: #ded2ae;\n",
       " border-color: #ded2ae;\n",
       "}\n",
       "div.prompt.output_prompt {\n",
       " font-family: monospace, monospace;\n",
       " font-weight: bold !important;\n",
       " background-color: #eee8d5;\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: #eee8d5;\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: #e8e0c7;\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 #e8e0c7 !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 rgba(181,137,0,.4);\n",
       " border-right: 2px solid #eee8d5;\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 rgba(181,137,0,.4);\n",
       " border-right: 2px solid #eee8d5;\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: #586e75;\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\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: #fdf6e3;\n",
       " background: #fdf6e3;\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: #fdf6e3;\n",
       " background-color: #fdf6e3;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.unrendered.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.selected {\n",
       " font-family: sans-serif;\n",
       " line-height: 170% !important;\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\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: #fdf6e3;\n",
       " background-color: #fdf6e3;\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: #fdf6e3;\n",
       " background-color: #fdf6e3;\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: #93a1a1 !important;\n",
       " text-align: right !important;\n",
       " min-width: 14.5ex !important;\n",
       " width: 14.5ex !important;\n",
       " background-color: #fdf6e3;\n",
       " border-right: 2px solid rgba(181,137,0,.4);\n",
       " border-left: 4px solid #fdf6e3;\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: #93a1a1 !important;\n",
       " text-align: right !important;\n",
       " min-width: 14.5ex !important;\n",
       " width: 14.5ex !important;\n",
       " border-right: 2px solid rgba(181,137,0,.4);\n",
       " border-left: 4px solid #fdf6e3;\n",
       " background-color: #fdf6e3;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " border-right: 2px solid rgba(181,137,0,.4);\n",
       "}\n",
       "div.cell.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " border-left: 4px solid #b58900;\n",
       " border-right: 2px solid rgba(181,137,0,.4);\n",
       "}\n",
       "div.text_cell.unrendered.selected .prompt,\n",
       "div.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " background: #fdf6e3;\n",
       " border-left: 4px solid rgba(181,137,0,.4);\n",
       " border-right: 2px solid rgba(181,137,0,.4);\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: #586e75;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\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: #586e75;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       " border-color: #efefef;\n",
       "}\n",
       "kbd {\n",
       " padding: 1px;\n",
       " font-size: 11pt;\n",
       " font-weight: 800;\n",
       " color: #586e75;\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: #586e75;\n",
       " background-color: #efefef;\n",
       " border: 1px solid #e7e7e7;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.rendered_html {\n",
       " color: #586e75;\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: #586e75 !important;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: 3px solid #efefef;\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: #586e75;\n",
       " background: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: none;\n",
       "}\n",
       "div.text_cell_render pre {\n",
       " border-left: 3px solid #bbc4c5 !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: #cb4b16 !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: #cb4b16 !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: #cb4b16 !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: #cb4b16 !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: #cb4b16 !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 #cb4b16;\n",
       "}\n",
       ".rendered_html hr {\n",
       " color: #cb4b16;\n",
       " background-color: #cb4b16;\n",
       " margin-right: 2em;\n",
       "}\n",
       "#complete > select > option:hover {\n",
       " background: #efeada;\n",
       " background-color: #efeada;\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: #353535;\n",
       " table-layout: fixed;\n",
       "}\n",
       ".rendered_html thead {\n",
       " font-family: sans-serif !important;\n",
       " font-size: 10.3pt !important;\n",
       " background: #eee8d5;\n",
       " color: #353535;\n",
       " border-bottom: 1px solid #eee8d5;\n",
       " vertical-align: bottom;\n",
       "}\n",
       ".rendered_html tbody tr:nth-child(odd) {\n",
       " background: #eee8d5;\n",
       "}\n",
       ".rendered_html tbody tr {\n",
       " background: #eae2ca;\n",
       "}\n",
       ".rendered_html tbody tr:hover:nth-child(odd) {\n",
       " background: #ede6d1;\n",
       "}\n",
       ".rendered_html tbody tr:hover {\n",
       " background: #e8e0c6;\n",
       "}\n",
       ".rendered_html * + table {\n",
       " margin-top: .05em;\n",
       "}\n",
       "div.widget-area {\n",
       " background-color: #eee8d5;\n",
       " background: #eee8d5;\n",
       " color: #586e75;\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: #586e75;\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: #47585e;\n",
       " background: #eae2ca;\n",
       " background-color: #eae2ca;\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: #e7dec3;\n",
       " background-color: #e7dec3;\n",
       " border: 2px solid #e7dec3 !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: #586e75 !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: #d6d6d6 !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: #dc322f !important;\n",
       "}\n",
       ".progress-bar-info {\n",
       " background-color: #268bd2 !important;\n",
       "}\n",
       ".progress-bar-warning {\n",
       " background-color: #b58900 !important;\n",
       "}\n",
       ".progress-bar-success {\n",
       " background-color: #859900 !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: #93a1a1;\n",
       " text-decoration: underline;\n",
       "}\n",
       ".rendered_html :visited,\n",
       ".rendered_html :visited:active,\n",
       ".rendered_html :visited:focus {\n",
       " color: #a2a6a6;\n",
       "}\n",
       ".rendered_html :visited:hover,\n",
       ".rendered_html :link:hover {\n",
       " font-family: sans-serif;\n",
       " font-size: 100%;\n",
       " color: #6ba0a0;\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: #de6d25;\n",
       "}\n",
       ".navbar-text {\n",
       " margin-top: 4px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#clusters > a {\n",
       " color: #859900;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#clusters > a:hover {\n",
       " color: #268bd2;\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: #eae2ca !important;\n",
       " background: #eae2ca !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: #cb4b16;\n",
       " background-color: #eae2ca !important;\n",
       " background: #eae2ca !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: #586e75;\n",
       " background-color: #fdf6e3;\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: #e1d6b4;\n",
       "}\n",
       ".nbext-showhide-incompat {\n",
       " padding-bottom: 0.5em;\n",
       " color: #93a1a1;\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: #47585e !important;\n",
       " background-color: #efeada !important;\n",
       " background: #efeada !important;\n",
       " border-color: #efeada !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: #586e75;\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: #f2eee1;\n",
       " border-color: #f2eee1;\n",
       " color: #586e75;\n",
       "}\n",
       ".notification_widget.danger {\n",
       " color: #ffffff;\n",
       " background-color: #dc322f;\n",
       " border-color: #dc322f;\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: #fdf6e3;\n",
       " color: #586e75;\n",
       " padding: .15em;\n",
       "}\n",
       "a.text-warning,\n",
       "a.text-warning:hover {\n",
       " color: #93a1a1;\n",
       "}\n",
       "a.text-warning.bg-warning {\n",
       " background-color: #eee8d5;\n",
       "}\n",
       "span.bg-success.text-success {\n",
       " background-color: transparent;\n",
       " color: #859900;\n",
       "}\n",
       "span.bg-danger.text-danger {\n",
       " background-color: #eee8d5;\n",
       " color: #dc322f;\n",
       "}\n",
       ".has-success .input-group-addon {\n",
       " color: #859900;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(83,180,115,.10);\n",
       "}\n",
       ".has-success .form-control {\n",
       " border-color: #859900;\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: #dc322f;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(192,57,67,.10);\n",
       "}\n",
       ".has-error .form-control {\n",
       " border-color: #dc322f;\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: #586e75;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: monospace, monospace;\n",
       " color: #586e75;\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: #cfd6d6;\n",
       " background-color: #cfd6d6;\n",
       " color: #51666c;\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: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " border-color: #e8e0c7;\n",
       " border: 2px solid #e8e0c7;\n",
       "}\n",
       ".input-group .nbext-list-btn-add:hover,\n",
       ".input-group-btn:last-child > .btn-group > .btn:hover {\n",
       " background: #e5dcc0;\n",
       " background-color: #e5dcc0;\n",
       " border-color: #e5dcc0;\n",
       " border: 2px solid #e5dcc0;\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: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " border-color: #e8e0c7;\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: #e5dcc0;\n",
       " background-color: #e5dcc0;\n",
       " border-color: #e5dcc0;\n",
       "}\n",
       ".ui-widget-content {\n",
       " background: #d2d8d8;\n",
       " background-color: #d2d8d8;\n",
       " border: 2px solid #d2d8d8;\n",
       " color: #586e75;\n",
       "}\n",
       "div.collapsible_headings_toggle {\n",
       " color: #e1d6b4 !important;\n",
       "}\n",
       "div.collapsible_headings_toggle:hover {\n",
       " color: #93a1a1 !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: #e1d6b4 !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: #eee8d5 !important;\n",
       "}\n",
       "#toc-wrapper.ui-draggable.ui-resizable.sidebar-wrapper {\n",
       " border-color: #eae2ca !important;\n",
       "}\n",
       "#toc a,\n",
       "#navigate_menu a,\n",
       ".toc {\n",
       " color: #586e75 !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "#toc li > span:hover {\n",
       " background-color: #efeada !important;\n",
       "}\n",
       "#toc a:hover,\n",
       "#navigate_menu a:hover,\n",
       ".toc {\n",
       " color: #cb4b16 !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "#toc-wrapper .toc-item-num {\n",
       " color: #93a1a1 !important;\n",
       " font-size: 11pt !important;\n",
       "}\n",
       "input.raw_input {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt !important;\n",
       " color: #586e75;\n",
       " background-color: #efefef;\n",
       " border-color: #ececec;\n",
       " background: #ececec;\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: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       "}\n",
       ".typeahead-field input:last-child,\n",
       ".typeahead-hint {\n",
       " background: #e8e0c7;\n",
       " background-color: #e8e0c7;\n",
       " z-index: 1;\n",
       "}\n",
       ".typeahead-field input {\n",
       " font-family: sans-serif;\n",
       " color: #586e75;\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: #e8e0c7;\n",
       "}\n",
       "body > div.modal.cmd-palette.typeahead-field {\n",
       " display: table;\n",
       " border-collapse: separate;\n",
       " background-color: #f2eee1;\n",
       "}\n",
       ".typeahead-container button {\n",
       " font-family: sans-serif;\n",
       " font-size: 28pt;\n",
       " background-color: #e8e0c7;\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: #47585e;\n",
       " background-color: #e5dcc0;\n",
       " border-color: #cdd3d3;\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: #586e75;\n",
       " text-decoration: none;\n",
       "}\n",
       ".typeahead-dropdown,\n",
       ".typeahead-list {\n",
       " font-family: sans-serif;\n",
       " font-size: 13pt;\n",
       " color: #586e75;\n",
       " background-color: #ffffff;\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: #47585e;\n",
       " background-color: #f2eee1;\n",
       " border-color: #f2eee1;\n",
       "}\n",
       ".command-shortcut:before {\n",
       " content: \"(command)\";\n",
       " padding-right: 3px;\n",
       " color: #93a1a1;\n",
       "}\n",
       ".edit-shortcut:before {\n",
       " content: \"(edit)\";\n",
       " padding-right: 3px;\n",
       " color: #93a1a1;\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: #93a1a1 !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 #ffffff;\n",
       " border-bottom-color: #e1d6b4;\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: #93a1a1;\n",
       "}\n",
       "#find-and-replace #replace-preview .match,\n",
       "#find-and-replace #replace-preview .insert {\n",
       " color: #ffffff;\n",
       " background-color: #93a1a1;\n",
       " border-color: #93a1a1;\n",
       " border-style: solid;\n",
       " border-width: 1px;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .match {\n",
       " background-color: #dc322f;\n",
       " border-color: #dc322f;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .insert {\n",
       " background-color: #859900;\n",
       " border-color: #859900;\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: #93a1a1 !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 #eae2ca;\n",
       "}\n",
       ".jupyter-keybindings i {\n",
       " background: #efefef;\n",
       " font-size: small;\n",
       " padding: 5px;\n",
       " margin-left: 7px;\n",
       "}\n",
       "div#short-key-bindings-intro.well,\n",
       ".well {\n",
       " background-color: #e8e0c7;\n",
       " border: 1px solid #e8e0c7;\n",
       " color: #586e75;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "#texteditor-backdrop {\n",
       " background: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n",
       " background: #dfe3e3;\n",
       " background-color: #dfe3e3;\n",
       " color: #657b83;\n",
       "}\n",
       ".edit_app #menubar .navbar {\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container {\n",
       " padding: 0px;\n",
       " background-color: #fdf6e3;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal-app {\n",
       " background: #eee8d5;\n",
       "}\n",
       ".terminal-app > #header {\n",
       " background: #eee8d5;\n",
       "}\n",
       ".terminal-app .terminal {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " color: #586e75;\n",
       " background: #fdf6e3;\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: #fdf6e3;\n",
       " color: #586e75;\n",
       " overflow-y: auto;\n",
       "}\n",
       ".terminal .xterm-color-0 {\n",
       " color: #93a1a1;\n",
       "}\n",
       ".terminal .xterm-color-1 {\n",
       " color: #d33682;\n",
       "}\n",
       ".terminal .xterm-color-2 {\n",
       " color: #859900;\n",
       "}\n",
       ".terminal .xterm-color-3 {\n",
       " color: #d33682;\n",
       "}\n",
       ".terminal .xterm-color-4 {\n",
       " color: #268bd2;\n",
       "}\n",
       ".terminal .xterm-color-5 {\n",
       " color: #268bd2;\n",
       "}\n",
       ".terminal .xterm-color-6 {\n",
       " color: #268bd2;\n",
       "}\n",
       ".terminal .xterm-color-7 {\n",
       " color: #268bd2;\n",
       "}\n",
       ".terminal .xterm-color-8 {\n",
       " color: #859900;\n",
       "}\n",
       ".terminal .xterm-color-9 {\n",
       " color: #268bd2;\n",
       "}\n",
       ".terminal .xterm-color-10 {\n",
       " color: #d33682;\n",
       "}\n",
       ".terminal .xterm-color-14 {\n",
       " color: #268bd2;\n",
       "}\n",
       ".terminal .xterm-bg-color-15 {\n",
       " background-color: #fdf6e3;\n",
       "}\n",
       ".terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {\n",
       " background-color: #93a1a1;\n",
       " color: #fdf6e3;\n",
       "}\n",
       ".terminal:not(.focus) .terminal-cursor {\n",
       " outline: 1px solid #93a1a1;\n",
       " outline-offset: -1px;\n",
       "}\n",
       ".celltoolbar {\n",
       " font-size: 100%;\n",
       " padding-top: 3px;\n",
       " border-color: transparent;\n",
       " border-bottom: thin solid #e1d6b4;\n",
       " background: transparent;\n",
       "}\n",
       ".cell-tag,\n",
       ".tags-input input,\n",
       ".tags-input button {\n",
       " color: #586e75;\n",
       " background-color: #eee8d5;\n",
       " background-image: none;\n",
       " border: 1px solid #586e75;\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: #586e75;\n",
       " background-color: #eee8d5;\n",
       " background-image: none;\n",
       " border: 1px solid #586e75;\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: #eee8d5 !important;\n",
       " background-color: #eee8d5 !important;\n",
       "}\n",
       "div#pager pre {\n",
       " color: #586e75 !important;\n",
       " background: #fdf6e3 !important;\n",
       " background-color: #fdf6e3 !important;\n",
       " padding: 0.4em;\n",
       "}\n",
       "div#pager .ui-resizable-handle {\n",
       " top: 0px;\n",
       " height: 8px;\n",
       " background: #93a1a1 !important;\n",
       " border-top: 1px solid #93a1a1;\n",
       " border-bottom: 1px solid #93a1a1;\n",
       "}\n",
       "div.CodeMirror,\n",
       "div.CodeMirror pre {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " color: #586e75;\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: #002b36;\n",
       "}\n",
       "span.ansiblue,\n",
       ".ansi-blue-fg,\n",
       ".ansi-blue-intense-fg {\n",
       " color: #268bd2;\n",
       "}\n",
       "span.ansigray,\n",
       ".ansi-gray-fg,\n",
       ".ansi-gray-intense-fg {\n",
       " color: #839496;\n",
       "}\n",
       "span.ansigreen,\n",
       ".ansi-green-fg {\n",
       " color: #859900;\n",
       "}\n",
       ".ansi-green-intense-fg {\n",
       " color: #839496;\n",
       "}\n",
       "span.ansipurple,\n",
       ".ansi-purple-fg,\n",
       ".ansi-purple-intense-fg {\n",
       " color: #6c71c4;\n",
       "}\n",
       "span.ansicyan,\n",
       ".ansi-cyan-fg,\n",
       ".ansi-cyan-intense-fg {\n",
       " color: #6c71c4;\n",
       "}\n",
       "span.ansiyellow,\n",
       ".ansi-yellow-fg,\n",
       ".ansi-yellow-intense-fg {\n",
       " color: #b58900;\n",
       "}\n",
       "span.ansired,\n",
       ".ansi-red-fg,\n",
       ".ansi-red-intense-fg {\n",
       " color: #dc322f;\n",
       "}\n",
       "div.output-stderr {\n",
       " background-color: #cb4b16;\n",
       "}\n",
       "div.output-stderr pre {\n",
       " color: #586e75;\n",
       "}\n",
       "div.js-error {\n",
       " color: #dc322f;\n",
       "}\n",
       ".ipython_tooltip {\n",
       " font-family: monospace, monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 170%;\n",
       " border: 2px solid #e2d8b8;\n",
       " background: #eee8d5;\n",
       " background-color: #eee8d5;\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: #eee8d5;\n",
       " background-color: #eee8d5;\n",
       " color: #586e75;\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: #fdf6e3;\n",
       " color: #586e75;\n",
       " border-radius: 2px;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython div.CodeMirror-selected {\n",
       " background: #dfe3e3;\n",
       "}\n",
       ".CodeMirror-gutters {\n",
       " border: none;\n",
       " border-right: 1px solid #dfe3e3 !important;\n",
       " background-color: #dfe3e3 !important;\n",
       " background: #dfe3e3 !important;\n",
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       "}\n",
       ".cm-s-ipython .CodeMirror-gutters {\n",
       " background: #dfe3e3;\n",
       " border: none;\n",
       " border-radius: 0px;\n",
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       "}\n",
       ".cm-s-ipython .CodeMirror-linenumber {\n",
       " color: #657b83;\n",
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       ".CodeMirror-sizer {\n",
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       ".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",
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       ".CodeMirror-linenumber {\n",
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       ".cm-s-ipython .CodeMirror-cursor {\n",
       " border-left: 2px solid #0095ff !important;\n",
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       ".cm-s-ipython span.cm-comment {\n",
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       "}\n",
       ".cm-s-ipython span.cm-def {\n",
       " color: #268bd2;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-error {\n",
       " background: #fdf6e3;\n",
       "}\n",
       ".cm-s-ipython span.cm-tag {\n",
       " color: #268bd2;\n",
       "}\n",
       ".cm-s-ipython span.cm-link {\n",
       " color: #859900;\n",
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       ".cm-s-ipython span.cm-storage {\n",
       " color: #d33682;\n",
       "}\n",
       ".cm-s-ipython span.cm-entity {\n",
       " color: #268bd2;\n",
       "}\n",
       ".cm-s-ipython span.cm-quote {\n",
       " color: #268bd2;\n",
       "}\n",
       "div.CodeMirror span.CodeMirror-matchingbracket {\n",
       " color: #ffffff;\n",
       " font-weight: bold;\n",
       " background-color: #fdf6e3;\n",
       "}\n",
       "div.CodeMirror span.CodeMirror-nonmatchingbracket {\n",
       " color: #ffffff;\n",
       " font-weight: bold;\n",
       " background: #dc322f !important;\n",
       "}\n",
       ".cm-header-1 {\n",
       " font-size: 215%;\n",
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       ".cm-header-2 {\n",
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       "}\n",
       "div.cell.text_cell .cm-s-default .cm-header {\n",
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       " color: #cb4b16 !important;\n",
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       "}\n",
       "div.cell.text_cell .cm-s-default span.cm-variable-3 {\n",
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       ".cm-s-default span.cm-comment {\n",
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       ".cm-s-default .cm-tag {\n",
       " color: #586e75;\n",
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       ".cm-s-default .cm-builtin {\n",
       " color: #d33682;\n",
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       ".cm-s-default .cm-string {\n",
       " color: #268bd2;\n",
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       ".cm-s-default .cm-keyword {\n",
       " color: #859900;\n",
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       ".cm-s-default .cm-number {\n",
       " color: #268bd2;\n",
       "}\n",
       ".cm-s-default .cm-error {\n",
       " color: #d33682;\n",
       "}\n",
       ".cm-s-default .cm-link {\n",
       " color: #859900;\n",
       "}\n",
       ".cm-s-default .cm-atom {\n",
       " color: #268bd2;\n",
       "}\n",
       ".cm-s-default .cm-def {\n",
       " color: #268bd2;\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: #dfe3e3;\n",
       "}\n",
       ".cm-s-default .cm-selected {\n",
       " background: #dfe3e3;\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 #bbc4c5;\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".completions select {\n",
       " background: #fdf6e3;\n",
       " background-color: #fdf6e3;\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: #586e75;\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": 135,
     "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('Solarizedl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zomato Dataset Details"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Dataset Collection -\n",
    "Due to Zomato API Basic Plan restriction, we cannot collect enough data for analysis. To overcome this problem ‘Zomato.csv’ file is provided to analyse the data deeply and to get useful inference.\n",
    "Data has been collected from the Zomato API in the form of .json files(raw data) using the following url and stored in CSV file -\n",
    "https://developers.zomato.com/api/v2.1/search?entity_id=1&entity_type=city&start=1&count=20\n",
    "\n",
    "Download Link:\n",
    "https://drive.google.com/file/d/1FSa_x3COvCoMODa44qXufO9CQb3ydqKw/view?usp=sharing\n",
    "\n",
    "Details of zomato.csv -\n",
    "\n",
    "Restaurant Id : Unique id of every restaurant across various cities of the world\n",
    "Restaurant Name : Name of the restaurant\n",
    "Country Code : Country in which restaurant is located\n",
    "City : City in which restaurant is located\n",
    "Address : Address of the restaurant\n",
    "Locality : Location in the city\n",
    "Locality Verbose : Detailed description of the locality\n",
    "Longitude : Longitude coordinate of the restaurant's location\n",
    "Latitude : Latitude coordinate of the restaurant's location\n",
    "Cuisines : Cuisines offered by the restaurant\n",
    "Average Cost for two : Cost for two people in different currencies\n",
    "Currency : Currency of the country\n",
    "Has Table booking : yes/no\n",
    "Has Online delivery : yes/ no\n",
    "Is delivering : yes/ no\n",
    "Switch to order menu : yes/no\n",
    "Price range : range of price of food\n",
    "Aggregate Rating : Average rating out of 5\n",
    "Rating color : depending upon the average rating color\n",
    "Rating text : text on the basis of rating of rating\n",
    "Votes : Number of ratings casted by people\n",
    " \n",
    "Country Codes :\n",
    "\n",
    "1  India\n",
    "14  Australia\n",
    "30  Brazil\n",
    "37  Canada\n",
    "94  Indonesia\n",
    "148  New Zealand\n",
    "162  Phillipines\n",
    "166  Qatar\n",
    "184  Singapore\n",
    "189  South Africa\n",
    "191  Sri Lanka\n",
    "208  Turkey\n",
    "214  UAE\n",
    "215  United Kingdom\n",
    "216  United States"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Note: Currently, the official Zomato API documentation is down. As a replacement, to understand the documentation refer to the following link:\n",
    "\n",
    "https://app.swaggerhub.com/apis-docs/Vivek-Raj/zomato-api/1.0.0\n",
    "\n",
    "Since you would not be able to use the official website to generate your own access key, for now use any of the following user keys:\n",
    "\n",
    "627c28c07ad221c65491bbffea6f5d54\n",
    "68a952b60155797d28def1585d888b9f\n",
    "a1460684c45b3ba1a38a6b1473597055\n",
    "399720f6f904f106e162cd2bd0011a6f\n",
    "816c8c7a9e52da5bd2dcc0446558288d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Consider only Indian restaurants in this analysis -"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1."
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "The dataset is highly skewed toward the cities included in Delhi-NCR. So, we will summarise all the other cities in Rest of India while those in New Delhi, Ghaziabad, Noida, Gurgaon, Faridabad to Delhi-NCR. Doing this would make our analysis turn toward Delhi-NCR v Rest of India.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Plot the bar graph of number of restaurants present in Delhi NCR vs Rest of India."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of restaurants present in :-\n",
      "Delhi NCR :  7947\n",
      "Rest of India :  705\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "pd_data = pd.read_csv(\"Files/zomato.csv\", encoding=\"ansi\")\n",
    "df = pd_data.copy()\n",
    "df_ncr = df[ df.City.isin([\"New Delhi\", \"Ghaziabad\", \"Noida\", \"Gurgaon\", \"Faridabad\"]) ]\n",
    "df_ncr.reset_index(inplace=True, drop=True)\n",
    "df_roi = df[df['Country Code'] == 1]\n",
    "df_roi = df_roi[df_roi.City != \"New Delhi\"]\n",
    "df_roi = df_roi[df_roi.City != \"Ghaziabad\"]\n",
    "df_roi = df_roi[df_roi.City != \"Noida\"]\n",
    "df_roi = df_roi[df_roi.City != \"Gurgaon\"]\n",
    "df_roi = df_roi[df_roi.City != \"Faridabad\"]\n",
    "df_roi.reset_index(inplace=True, drop=True)\n",
    "# Dataframes of Delhi NCR & Rest of India are now separated in df_ncr and df_roi.\n",
    "\n",
    "countRoi = 0\n",
    "for row in df_roi['Restaurant ID']:\n",
    "    countRoi += 1\n",
    "countD = 0\n",
    "for i in df_ncr['Restaurant ID']:\n",
    "    countD += 1\n",
    "print(\"No. of restaurants present in :-\")\n",
    "print(\"Delhi NCR : \", countD)\n",
    "print(\"Rest of India : \", countRoi)\n",
    "places = ['Delhi NCR', 'Rest of India']\n",
    "numRes = [countD, countRoi]\n",
    "plt.bar(places, numRes, width=0.7)\n",
    "plt.title(\"Number of restaurants present in Delhi NCR vs Rest of India\")\n",
    "plt.ylabel(\"No. of Restaurants\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Find the cuisines which are not present in restaurant of Delhi NCR but present in rest of India.Check using Zomato API whether this cuisines are actually not served in restaurants of Delhi-NCR or just it due to incomplete dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cuisines which are not present in restaurant of Delhi NCR but present in rest of India :\n",
      "['German', 'Malwani', 'BBQ', 'Cajun']\n"
     ]
    }
   ],
   "source": [
    "cuisine_ncr = []\n",
    "for i in df_ncr['Cuisines']:\n",
    "    row_cuisine = [j for j in i.split(', ')]\n",
    "    for k in row_cuisine:\n",
    "        if k not in cuisine_ncr:\n",
    "            cuisine_ncr.append(k)\n",
    "cuisine_roi = []\n",
    "for i in df_roi['Cuisines']:\n",
    "    row_cuisine = [j for j in i.split(', ')]\n",
    "    for k in row_cuisine:\n",
    "        if k not in cuisine_roi:\n",
    "            cuisine_roi.append(k)\n",
    "ans = []\n",
    "bool = False\n",
    "for i in cuisine_roi:\n",
    "    if i not in cuisine_ncr:\n",
    "        ans.append(i)\n",
    "print(\"Cuisines which are not present in restaurant of Delhi NCR but present in rest of India :\")\n",
    "print(ans)\n",
    "# ['BBQ', 'Cajun', 'German', 'Malwani']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Find the top 10 cuisines served by maximum number of restaurants in Delhi NCR and rest of India."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 cuisines served by maximum number of restaurants in Delhi NCR :-\n",
      "1 .  North Indian - 3597\n",
      "2 .  Chinese - 2448\n",
      "3 .  Fast Food - 1866\n",
      "4 .  Mughlai - 933\n",
      "5 .  Bakery - 697\n",
      "6 .  South Indian - 569\n",
      "7 .  Continental - 547\n",
      "8 .  Desserts - 542\n",
      "9 .  Street Food - 538\n",
      "10 .  Italian - 535\n",
      "\n",
      "Top 10 cuisines served by maximum number of restaurants in Rest of India :-\n",
      "1 .  North Indian - 349\n",
      "2 .  Chinese - 242\n",
      "3 .  Continental - 177\n",
      "4 .  Italian - 147\n",
      "5 .  Cafe - 136\n",
      "6 .  Fast Food - 97\n",
      "7 .  South Indian - 62\n",
      "8 .  Mughlai - 59\n",
      "9 .  Desserts - 55\n",
      "10 .  Mexican - 50\n"
     ]
    }
   ],
   "source": [
    "cuisine_ncr_dict = {}\n",
    "for i in df_ncr['Cuisines']:\n",
    "    row_cuisine = [j for j in i.split(', ')]\n",
    "    for k in row_cuisine:\n",
    "        if k not in cuisine_ncr_dict:\n",
    "            cuisine_ncr_dict[k] = 1\n",
    "        else:\n",
    "            cuisine_ncr_dict[k] += 1\n",
    "cuisine_roi_dict = {}\n",
    "for i in df_roi['Cuisines']:\n",
    "    row_cuisine = [j for j in i.split(', ')]\n",
    "    for k in row_cuisine:\n",
    "        if k not in cuisine_roi_dict:\n",
    "            cuisine_roi_dict[k] = 1\n",
    "        else:\n",
    "            cuisine_roi_dict[k] += 1\n",
    "print(\"Top 10 cuisines served by maximum number of restaurants in Delhi NCR :-\")\n",
    "count = 1\n",
    "top_cuisine_ncr = {}\n",
    "for i in sorted(cuisine_ncr_dict.items(), key=lambda x: x[1], reverse=True):\n",
    "    print(count, \". \", i[0], \"-\", i[1])\n",
    "    count += 1\n",
    "    top_cuisine_ncr[i[0]] = i[1]\n",
    "    if count == 11:\n",
    "        break\n",
    "print(\"\\nTop 10 cuisines served by maximum number of restaurants in Rest of India :-\")\n",
    "count = 1\n",
    "top_cuisine_roi = {}\n",
    "for i in sorted(cuisine_roi_dict.items(), key=lambda x: x[1], reverse=True):\n",
    "    print(count, \". \", i[0], \"-\", i[1])\n",
    "    count += 1\n",
    "    top_cuisine_roi[i[0]] = i[1]\n",
    "    if count == 11:\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Write a short detailed analysis of how cuisine served is different from Delhi NCR to Rest of India. Plot the suitable graph to explain your inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The Cuisine serving distribution ratio is similar in both regional categories, just the cuisines differ :\n",
      "-> 'North Indian' and 'Chinese' cuisines have higher popularity in both regions.\n",
      "-> 'South Indian' and 'Deserts' also share similarity in both regions, i.e. almost at bottom of top 10 list,\n",
      "-> 'Continental' and 'Italian' have higher servings in Rest of India, but not in Delhi NCR region.\n",
      "-> 'Fast food' and 'Mughlai' have higher servings in Delhi NCR region, but not in Rest of India.\n",
      "-> 'Bakery' is served in Delhi NCR but not quite often in Rest of India.\n",
      "-> 'Mexican' is served in Rest of India but not quite often in Delhi NCR.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "cuisines_ncr = list(top_cuisine_ncr.keys())\n",
    "freq_ncr = list(top_cuisine_ncr.values())\n",
    "plt.figure(figsize = (14, 5))\n",
    "plt.bar(cuisines_ncr, freq_ncr, color='orange', width=0.4)\n",
    "plt.xlabel(\"Cuisines\")\n",
    "plt.ylabel(\"No. of Restaurants\")\n",
    "plt.title(\"Top 10 cuisines served by maximum number of restaurants in Delhi NCR :-\")\n",
    "plt.show()\n",
    "\n",
    "cuisines_roi = list(top_cuisine_roi.keys())\n",
    "freq_roi = list(top_cuisine_roi.values())\n",
    "plt.figure(figsize = (14, 5))\n",
    "plt.bar(cuisines_roi, freq_roi, color='green', width=0.4)\n",
    "plt.xlabel(\"Cuisines\")\n",
    "plt.ylabel(\"No. of Restaurants\")\n",
    "plt.title(\"Top 10 cuisines served by maximum number of restaurants in Rest of India :-\")\n",
    "plt.show()\n",
    "\n",
    "print(\"\"\"\n",
    "The Cuisine serving distribution ratio is similar in both regional categories, just the cuisines differ :\n",
    "-> 'North Indian' and 'Chinese' cuisines have higher popularity in both regions.\n",
    "-> 'South Indian' and 'Deserts' also share similarity in both regions, i.e. almost at bottom of top 10 list,\n",
    "-> 'Continental' and 'Italian' have higher servings in Rest of India, but not in Delhi NCR region.\n",
    "-> 'Fast food' and 'Mughlai' have higher servings in Delhi NCR region, but not in Rest of India.\n",
    "-> 'Bakery' is served in Delhi NCR but not quite often in Rest of India.\n",
    "-> 'Mexican' is served in Rest of India but not quite often in Delhi NCR.\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2."
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "User Rating of a restaurant plays a crucial role in selecting a restaurant or ordering the food from the restaurant. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Write a short detail analysis of how the rating is affected by restaurant due following features: Plot a suitable graph to explain your inference.\n",
    "--  1. Number of Votes given Restaurant\n",
    "--  2. Restaurant serving more number of cuisines.\n",
    "--  3. Average Cost of Restaurant\n",
    "--  4. Restaurant serving some specific cuisines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0. get 'Aggregate rating' column.\n",
    "\n",
    "# 1. get 'Votes' column\n",
    "# 2. count no. from 'Cuisines' column.\n",
    "# 3. get 'Average Cost' column.\n",
    "# 4. let's see.\n",
    "#Sort the table according to ascending order of Restaurant's rating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9551\n"
     ]
    },
    {
     "data": {
      "image/png": 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XHKEG1IQoIiKppAAmIiKppAAmIiKppAAmIiKppAAmIiKppAAmIiKppAAmIiKppAAmItJJrCY8qnxjK+N1FgpgIiKdxIXAQ7R8QmdnpgAmItJJvJP13tkpgImISCopgImISCopgImISCopgImISCopgImISCopgImISCopgImISCopgImISCopgImISCopgImISCopgImISCopgImISCpVLICZ2e/MbJmZPZNIG2Rm95vZ8/F968R3F5rZAjObb2ZHJ9LHmtnT8btrzMxieg8z+2NMf8zMRlaqLCIi0vFUsgY2ARiflXYB8IC7jwIeiJ8xsz2BE4C94jTXmVmXOM2vgDOAUfGVmefpwAp33xX4OfDjipVEREQ6nIoFMHd/GPhPVvKxwMQ4PBE4LpE+yd3XuvtLwALgQDMbBvR396nu7sBNWdNk5vVn4IhM7UxERDq/rlVe3lB3bwJw9yYzGxLThwPTEuMtimnvxuHs9Mw0r8Z5rTezVcA2wOvZCzWzMwi1OIYOHUpjY2NJmW9ubi552jSr13JD/ZZd5U6nptGjYdgw5s+fT2NTU9HTpbXc1Q5g+eSqOXmB9ELTbJnofj1wPcC4ceO8oaGhhCxCY2MjpU6bZvVabqjfsqvc6XRzfB89ejQNo0cXPV1ay13tXoivxWZB4vuymL4I2CEx3ghgSUwfkSO9xTRm1hUYwJZNliIi0klVO4DdDZwSh08B7kqknxB7Fu5M6KwxPTY3rjazg+P1rZOzpsnM61PAg/E6mYiI1IGKNSGa2a1AA7CtmS0Cvg9cAUw2s9OBV4DjAdx9jplNBuYC64Gz3H1DnNWZhB6NvYB74wvgRuD3ZraAUPM6oVJlERGRjqdiAczdP5vnqyPyjH85cHmO9BnA3jnS3yEGQBGRevI3wv+GHqp1Rmqso3TiEBGRIn2k1hnoIHQrKRERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSSUFMBERSaWaBDAz+4aZzTGzZ8zsVjPraWaDzOx+M3s+vm+dGP9CM1tgZvPN7OhE+lgzezp+d42ZWS3KIyIi1Vf1AGZmw4GzgXHuvjfQBTgBuAB4wN1HAQ/Ez5jZnvH7vYDxwHVm1iXO7lfAGcCo+BpfxaKIiEgN1aoJsSvQy8y6Ar2BJcCxwMT4/UTguDh8LDDJ3de6+0vAAuBAMxsG9Hf3qe7uwE2JaUREpJPrWu0FuvtiM/sp8AqwBviHu//DzIa6e1Mcp8nMhsRJhgPTErNYFNPejcPZ6VswszMINTWGDh1KY2NjSXlvbm4uedo0q9dyQ/2WXeUu3Ubgxb592bW5uSx5yqmhAWCLvDaNHg3DhjF//nwam5qKnl1a13fVA1i8tnUssDOwEviTmZ1YaJIcaV4gfctE9+uB6wHGjRvnDXHlt1VjYyOlTptm9VpuqN+yq9ylOwe4BpgL7FGGPBWSndeb4/vo0aNpGD266PmkdX3XognxSOAld1/u7u8CtwPvA16LzYLE92Vx/EXADonpRxCaHBfF4ex0EZGamRffX61pLupDLQLYK8DBZtY79ho8grDO7wZOieOcAtwVh+8GTjCzHma2M6GzxvTY3LjazA6O8zk5MY2IiHRytbgG9piZ/Rl4ElgPzCQ07/UFJpvZ6YQgd3wcf46ZTSbUyNcDZ7n7hji7M4EJQC/g3vgSEZE6UPUABuDu3we+n5W8llAbyzX+5cDlOdJnAHuXPYMiItLh6U4cIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSgpgIiKSSq0GMDPrY2ZbxeHdzOwYM+tW+ayJiIjkV0wN7GGgp5kNBx4AvkB4hImIiFTQSYTH10tuxTxOxdz97ficrl+4+/+a2cxKZ0xEpN7dXOsMdHDF1MDMzA4BPg/8NabV5DliIiIiGcUEsHOBC4E74tOR3wNMqWiuREREWtFqTcrdHwIeMrM+8fOLwNmVzpiIiEghxfRCPMTM5gLz4ud9zey6iudMRESkgGKaEK8CjgbeAHD32cB/VTBPIiIirSrqj8zu/mpW0oYK5EVERKRoxfQmfNXM3ge4mXUnXP+aV9lsiYiIFFZMDewrwFnAcGARsB/w1QrmSUREpFXF1MBGu/vnkwlmdijwaGWyJCIi0rpiamC/KDJNRESkavLWwOLdN94HDDaz8xJf9Qe6VDpjIiIihRRqQuwO9I3j9Eukvwl8qpKZEhERaU3eAJa4A8cEd3/ZzPqFZG9u70LNbCBwA7A34MBpwHzgj8BIYCHwaXdfEce/EDid0H3/bHe/L6aPJdwZvxfwN+Acd/f25k9ERDq+Yq6B9Yt3n38GmGNmT5jZ3u1c7tXA3919d2BfQrf8C4AH3H0U4bEtFwCY2Z7ACcBewHjgOjPLNGH+CjgDGBVf49uZLxERSYliAtj1wHnuvpO77wR8M6aVxMz6E+7kcSOAu69z95WEx95MjKNNBI6Lw8cCk9x9rbu/BCwADjSzYUB/d58aa103JaYREZFOrphu9H3cfdPd5929MXNj3xK9B1gO/J+Z7Qs8AZwDDHX3priMJjMbEscfDkxLTL8opr0bh7PTt2BmZxBqagwdOpTGxsaSMt7c3FzytGlWr+WG+i27yl26FWPGwKBBzJ49m+4rVrQvQw0NAFvmKU960+jRMGwY8+fPp7GpaVP6RuCIhgaunjmTMatWbbGY1K5vdy/4Au4ALiJcmxoJfA+4s7XpCsxvHLAeOCh+vhq4FFiZNd6K+P5L4MRE+o3AJ4H3Av9MpB8G/KW15Y8dO9ZLNWXKlJKnTbN6Lbd7/ZZd5S7dUR4ONve1e06bD1zFpp8e03+blT4zpu+bZznFlBuY4a0cX6v9ytuEaGZD4+BpwGDg9hjMtgW+0I6YuQhY5O6Pxc9/Bg4AXovNgsT3ZYnxd0hMPwJYEtNH5EgXEZE6UOga2Gwzux/4OHCRux/g7vu7+7keeweWwt2XEu6vODomHQHMBe4GTolppwB3xeG7gRPMrIeZ7UzorDHdQ3PjajM72MwMODkxjYiIdHKFroENB44k9AD8HzObBtwK3O3ua9q53K8Dt8SbA79IqNFtBUw2s9OBV4DjATw8BXoyIcitB85y98zd8M9kczf6e+NLRETqQKH/gW0A7gPui4HmvwnB7Goze8Cz7o/YFu4+i3AtLNsReca/HLg8R/oMwn/JRERSy4APEv4/JMUr9nlg6wg1oHmEO3HsWclMiYjUmwdrnYEUKhjAzGxHM/u2mT0J3EO4B+Kx7r5/VXInIiKSR6Gb+f6bcB3sT8AZsblORESkQyjUieNC4OHY/19ERKRDyduE6O4PKXiJSL17HVhZ60xITsXcSkpEpG4Nju86m+94Ct2J45z4fmj1siMikg5PANfUOhN1rlAvxMzton5RjYyIiKTJOMJdyKV2CjUhzjOzhcBgM3sqkW6EB1uOqWjORERECih0J47Pmtl2hLtxHFO9LImIVJ8BJ40cSUOtMyJFK/hHZndf6u77Ak1Av/ha4u4vVyNzIiLV9PuRI2udBWmDVnshmtnhhKcdLyScpOxgZqe4+8MVzpuIiEhexXSjvxL4kLvPBzCz3Qh3pR9byYyJiIgUUszNfLtlgheAuz8HdKtclkREinMZ6JpVHSumBjbDzG4Efh8/f57wFwgRkZq6qNYZkJoqJoCdCZwFnE24BvYwcF0lMyUiItKaVgOYu68lXAe7svLZERERKU5RD7QUERHpaBTAREQklRTAREQklUoKYGZ2RrkzIiIi0hal1sCsrLkQEQE+AjxT60xIapT0QEt3/025MyIi9W0p8DdgHvBijfMi6dBqDczMRpjZHWa23MxeM7PbzGxENTInIvVjfXxfV9NcVM4yQtPVXbXOSCdSTBPi/wF3A8OA4cBfYpqIiBRpWny/saa56FyKCWCD3f3/3H19fE0ABlc4XyIiIgUVE8BeN7MTzaxLfJ0IvFHpjImIiBRSTAA7Dfg04RprE/CpmNYuMRjONLN74udBZna/mT0f37dOjHuhmS0ws/lmdnQifayZPR2/u8bM1DtSRKROtBrA3P0Vdz/G3Qe7+xB3P65MT2Q+h9DhKOMC4AF3HwU8ED9jZnsCJwB7AeOB68ysS5zmV8AZwKj4Gl+GfImISArk7UZvZhcXmM7d/dJSFxp7MX4EuBw4LyYfy+ZH+0wEGoHvxPRJ8abCL5nZAuBAM1sI9Hf3qXGeNwHHAfeWmi8REUmPQjWwt3K8AE4nBJb2uAo4H9iYSBvq7k0A8X1ITB8OvJoYb1FMGx6Hs9NFRKQO5K2BufvPMsNm1o/Q5PcFYBLws3zTtcbMPgosc/cnzKyhmElyZa9Aeq5lnkFoamTo0KE0NjYWlddszc3NJU+bZvVabqjfstei3Mt79IBDDmHt2rU0Tp1a3EQNDQDlyWu+ebUxfcWYMTBoELNnz6b7ihWb0p/eZhvYZx/eeP11Gp/Jut9ImZbdNHo0DBvG/PnzaWxq2pS+oG9fGDcurNcZM8iW2u3c3fO+gEGEp3a/BFwCbF1o/GJewI8ItaWFhI4hbwM3A/OBYXGcYcD8OHwhcGFi+vuAQ+I4zybSPwv8prXljx071ks1ZcqUkqdNs3ott3v9lr0W5X7Vw046vA3TZHbscsg3r7amHxXT78tKvyumf6yCyz49pv82K31mTN83xzTuxa1vYIa3cnyt9itvE6KZ/QR4HFgN7OPul7j7inzjtyFgXujuI9x9JKFzxoPufiLhz9KnxNFOYfMf1u8GTjCzHma2M6GzxnQPzYyrzezg2PvwZPQndxGRulHoXojfBNYC3wP+X6KHuhE6cfQvc16uACab2enAK8DxhAXNMbPJwFzC3WbOcvcNcZozgQlAL0LnDXXgEBGpE4WugVX8WWHu3kjobYi7vwEckWe8ywk9FrPTZwB7Vy6HIiLSUemBliIikkoKYCIikkoKYCIiVZC5XtNZHxdTCwpgIiJVMDS+L61pLjoXBTARqRvrgX0J/w2qtr7xfXENlt1ZKYCJSN2YADwFXFTBZcyP7+/k+f71Ci673iiAiUjdWJf1XgmvxHfVtCpPAUxERFJJAUxEpMo2tj6KFEEBTESkypbXOgOdhAKYiEiZ5HyeUw66PlYeCmAiImWyrMjxllQ0F/VDAUxEpExeKnI81cDKQwFMRKRMFMCqSwFMRKRMig1gakIsDwUwEZEyUQ2suhTARETKRAGsuhTARKTTWQKcW4PlFhPABqAmxHJRABORTufjwNUUXyMqhw1svg9iIcOBN8h/s18pngKYiHQ6mcelrKniMhcRHtfSmuHxXbWw9lMAExEpg2Jre9vHdwWw9lMAE+kEngJm1zoTda7YAJapgakjR/spgInUyBvA18s0r32B/co0L8mttfscLqS4A6oCWPkogInUyMnAtcCTtc6IFKW1DhovsTk4FTIQ6ImaEMtBAUykRjIdDZprmgspVmsnGi8BOxcxHyMEOtXA2k8BTESkgL3j+8xWxis2gEEIYKqBtZ8CmIhIAb3je6Ea2FpCQCo2gG2PamDloAAmIlKEQgHsZUInj7bUwBZT/AMwJbeqBzAz28HMppjZPDObY2bnxPRBZna/mT0f37dOTHOhmS0ws/lmdnQifayZPR2/u8bMrNrlEZH60AQszfNdpgt9W2pg7wAr25mneleLGth64JvuvgdwMHCWme0JXAA84O6jgAfiZ+J3JwB7AeOB68ysS5zXr4AzgFHxNb6aBRGR+tArvue7DtbWAKau9OVR9QDm7k3u/mQcXg3MI6zPY4GJcbSJwHFx+FhgkruvdfeXgAXAgWY2DOjv7lPd3YGbEtOIiJTNfvG9UADrzua7bLRGAaw8utZy4WY2EtgfeAwY6u5NEIKcmQ2Jow0HpiUmWxTT3o3D2em5lnMGoabG0KFDaWxsLCm/zc3NJU+bZvVabqhs2Vfttx8MHMjMmTPZuGpV+2bW0ABQtrzWYp0v79EDDjmEtWvX0jh1anET5Sn32+99L/Tpw/Tp01n29tub0p/bfnvYbTcWL15M4/PPFzWvNw84gP7vvsv2vXtzX3Mz75szZ4vxH9tzT4b07cvD06dvSn/uuedoXLK5r+ErvXrBQQcxd+5c/M034eCDefDZZ+mxdGn+9dfG9KbRo2HYMObPn09jU9Om9AV9+8K4cWG9zphBttTu4+5ekxfQF3gC+ET8vDLr+xXx/ZfAiYn0G4FPAu8F/plIPwz4S2vLHTt2rJdqypQpJU+bZvVabvfKlv0wDxvlQ2WYV2YDL5darPNXPZRheBumyVfuPWL6nKz0X8b0M9swrwPdfby7H+/uO+cZf5y7fygr/bqs+Twb0//g7mvi8KWtLLut6afH9N9mpc+M6fvmmMa9uPUNzPACx9ZavGrSC9HMugG3Abe4++0x+bXYLEh8XxbTFwE7JCYfQeixuigOZ6eLiJTd/oSmwhU5vmvLf8Ag3IljG9SE2F616IVohFrUPHe/MvHV3cApcfgU4K5E+glm1sPMdiZ01pjuoblxtZkdHOd5cmIaEZGyOiC+z8pKX024r2VbAhiE62U6426fWlwDOxQ4CXjazGbFtO8CVwCTzex0wm3Hjgdw9zlmNhmYS+jBeJa7b4jTnQlMIHQSuje+RETKbv/4/iTwgUR6W3sgZuh2Uu1X9QDm7o8QbgeWyxF5prkcuDxH+gw23+lFRKRihhCCTnZPxEwAG9nG+Q2n+o/AWVnl5VWa7sQhIh3eW4TbNdXaAWx5R45Sa2DbA69R3FOc22tefH+5CsuqJgUwEakqJzSntOU2Sn0JHR9qbX9gPiGgZrwE9AG2beO8hgMbyX93j3Ka1vooqaQAJiJVdSXwPeB3tc5ICQ4gBJ2nEmmZHohtvY9d5k/P1ejIMb0Ky6gFBTARqarlWe9pkumJmGxGbGsX+oxq3o3jsSosoxYUwESkIuYBZ9c6E2U2gvD/rWRHjo4ewNbQee96rwAmIhVxOPALwgG0szC27MjxFqUFsMGEbuCVbkJM5nXfCi+r2hTARKQiMncg3FBwrPTZH3gmK62UALYVMIzK18A6a/MhKICJiLTJAYQ7iSeVEsCgOn9m7qwdOEABTESkTQ7IkVZqAKvG7aQeA3at8DJqRQFMpINZR7jW8lJrI1bZ7sBltc5EB7AL0C/xeZusz21R6RrYMmAhcFAFl1FLCmAiHUzmjtQX1DQXW5oPXFTrTHQAW7H5AZdQeu0LQgB7s125KSzTfKgAJiJV4Vnv0vEkmxHbE8CKfYJzqaYDXcjd7NkZKICJiLTR/onhke2YT85HyJfRY4S7nfep8HJqRQFMRKSNOmoNLNM70gm3vJoOHFjmZXQkCmAiIm20e2K42ACWudb1aiKt3DWwm+L7PGAB4fEpnfX6FyiAiYi0WbfEcLEBLPNAw0cSaf0ovQdjtuSjUt5h8x+YVQMTEcljY3zVq52KGOcFNvcuzVauZsTzsz5PJzyGZs8yzb8jUgATkU3eIPwH7fbhxTdudYmvelXMc8q+VeC7cjQjPgRMzkp7DBhH5143CmAissn8+P7gkCE1zUelZK4/VeMRJhkPAneS/1pUMoA9XsL8NwDnADuyubfhWmAWnbv5EBTARFLlVTrX3d2ryYEr4vCsKi1zA/ANQlf78/KMk2xCvLiEZdwAzAZ+AvSOabMIPRI7cwcOUAATSY1ngd2An5ZhXvcRmgqrWROptV/XYJk3EJ7e/BPyNzUma2B/Bx5tw/xXAP+P8Oia4xPpmUeoqAYmIjW3HjiZ0LusHLcemhjfHyrDvNLgBeDbVV7mSuB7wH8BnywwXjKADaVtt+v6ASGIXUU4IUnanvAAzs5MAUykwvqz5cGlra6gtOsjEnpIfoHQmeGIIsZfWKblXkroFHMVhdd/sgnxu8AUwnWzYlwLfImW92bM6OzNhxAeCCqSOhuBZkJtZHXi9Wae4dWEs9FzCE/CrabV7Zx+FuFM+wTg7jZOu4rw/6Ax7cxDml0N/AuYADQWMf57gTuA97dzuWuA02l526lckjWwMwjNjRcBHyhiGf0IgTKXzt58CApgUkXvkj+4tCUQvUl4jHsxurL5z6KLCGfDZxO6NQ9qf5FauA8YSHnPfNcCJwHbEs622xrAdiHUAur1xsDPAhcCxxCaYBuLmGYQ8EHCNbPT2rn8y1sfhe0Swz0J17TOJGxPGe8hrMtd43vGJeQ/IVMNTOqaEw6gK7p14wWKDy75vnunyOX2IDS79Uu8hhJ23n45vuufZ7gf4YCQab55lrDD/wj4JaFX2LnAgBx5eJRwBv7Trbemoch8j4/v5QwWlxAeX/9XwnOnsj0D3Jj4/BYtb9z6Rhnz0pHdBRzF5l54GV8i/B6/ofhm3GnAZwi1pzmEnoSlOIKw3bamW9bn04AfE2phg4HlwMGE63iTgf8kxv1qgfmOLTqn6aUA1sk44SBWSq0m1+f1AIce2upy+7BlENmRtgWbzOfsHbpcdgcmEc5wv08IDlcTLrSfR2iWfJRwP7kb4jQTRo7km1nzOZzQbPNfFcpnxr+B24AvAh9OpL8JXE8IXNNp+XuNIjx08hTS+wfWxcDTwD45vltAOKlaF98zjgN6AR+Kw6/H9P8Af6RlLSfbK8A/E5+3Bv5G2CaujGmHtCH/Ywg9D89pwzRJ3Qnd6U8j7FeHAH9IfL8y5hEK7yv9S1x+mqQ+gJnZeMJxqAtwg7tf0cokHc4GWgaP9tRyVlNcDcDIHVC2Y8uAsvT55xk7alTeQNSXdB0s9wFuJ3Q1/jrwTaAJ+DPhAn6yBvPMgAHsR1hHG4C3CdeUDqfl75zsGXgp4TrKWApfb2uO7zcRakqZ33VeTF9MuE3RzxLTvE0IXgB7EQ6wJwKZvx3vRKg5XJ01XRok7wk4hlDr+DLw6UT6qDzT/pPwZ+E7aXnLpsOzps94BTgrTvdcju+7AtcQfuOvAFNby3xCptbVow3TZDuJ0FLwfI7vBrZjvp1NqgOYmXUhtAYdRbjE8biZ3e3ucyu97HW0r5aTHH67yGV2ZcuAM4hw0GprTac3xTepNC5eTMOofIeO9DoA+ByhpnMlocnnUsIZ/JWEWhqE3zdzu6R1bL5p6icJAW8hLZt1vs/m4Ja8T96/CN1+M6+ZMf1GWjYDJk0g95n0NMJF+ux1+G9CM9MFhJ2iWBsJNZpMh5PlPXrwIqG8mVdy2S8TgkDyBrKLaFm+zHXKhYSm3PWEk4BZMf1CwiPvexG2x/Ux/SzCdZ7rCb0Hz00s4yZCYOge3zM10yPi6xrC75ppPsvu4JA84E0kBLivEH6rXDW+L8fvq60rYTs6scTpx5UxLx1ZqgMYYR9e4O4vApjZJOBYoOwBbBfgxYYGehF2wnWtjJ/Rky2DyDDCH1Lb0qzWj7DDtrc7trT0WUKN60O07M58PnAdcOO//sVHDjtsU/o6Np9ZzyPcYeGg+P6dmL6SULubEV+Zg3y+JsefAw1sPqm5ks3dqBvyTJPvAr0Rrt8cC/yCzTd47UnL4JIJVJ8nNDeubzkblvXs2aKzQFKyOW1gYniHPOPnCgwZNxACXfJmwFMIHVbOJdy5/Xrg5vjdSQXmBaH8BxB6/s1kyxvljovL3JfQ/No9e3p3sPbtZb2z3jMyJyK5rrnClrX1Ewi1sFx3q9+RcAKRbSzhz9Cfz0rP/A7vy7PstDL39PZPMrNPAePd/Yvx80nAQe7+tazxziD0UGXo0KFjJ02a1OZl3TZ8ONeOGsUxixfTe8OG8Fq/ftNwr/Xr6ZM13GvDBrqm+PfNaG5upm/fvrXORk3kKvvsAQPYpbmZvhtaXt5/bNAg+q5fz15vtvyr8UODB3PLjjvy5RdewM3YCLgZr/TuzXW77sqDjY0tTkw2AEc2NHDr1Klst3Zti3l9Z599OGbJEg59o2X3jN+NHAnAaQsXtki/dYcduH6XXfjsK69sWu5GQg3roSFD+PiiRfTesIFuGzfSzZ2uGzfyq1135b8XLmTMmjWb0rq58//22Yc9V63ixJdfZru1axnyzjv02bCBySNGcNfw4Xwuaxlz+/fn/u224zvPPksXd7Zyp4s7Dly5227c+eijdCHUVtebsXarrfifPfbgKy+8wI5rWt4w68ejR7P76tUcu2RJi/R7t9uOOf37863nWjYENvXsyW/e8x4umdvyXPZdMz538MH87vHH6be+Zdj+9pgxfHz+fN6X9Zv/bbvt6LNhA4cvX94ifdqgQfx72205L2vZq7p142e77cYP58wh21WjRvHlF1+kV9a283aXLnTfuHGL48XKbt3YaMagdeu2GP+1nj3Z+a2W/XE3AncOH84nFm95j5W1W21F940bc54EF7OPf+ADH3jC3TtU5S7tAex44OisAHagu3893zTjxo3zGTNmlLS8xsZGGhoaSpo2zeq13FC/ZVe560sx5TazDhfA0n4njkW0bLkYASzJM66IiHQiaQ9gjwOjzGxnM+tOaTcrEBGRFEp1Jw53X29mXyP8ab0L8Dt337LhWUREOp1UBzAAd/8b4X+HIiJSR9LehCgiInVKAUxERFJJAUxERFJJAUxERFIp1X9kLoWZLaflLdzaYls23+i6ntRruaF+y65y15diyr2Tu1f7ebAF1V0Aaw8zm9HR/oleDfVabqjfsqvc9SWt5VYTooiIpJICmIiIpJICWNtc3/oonVK9lhvqt+wqd31JZbl1DUxERFJJNTAREUklBTAREUklBbAimdl4M5tvZgvM7IJa56cazOx3ZrbMzJ6pdV6qycx2MLMpZjbPzOaY2Tm1zlM1mFlPM5tuZrNjuX9Q6zxVk5l1MbOZZnZPrfNSLWa20MyeNrNZZlbak35rSNfAimBmXYDngKMID9F8HPisu88tOGHKmdl/Ac3ATe6+d63zUy1mNgwY5u5Pmlk/4AnguDpY3wb0cfdmM+sGPAKc4+7Tapy1qjCz84BxQH93/2it81MNZrYQGOfuqfzztmpgxTkQWODuL7r7OmAScGyN81Rx7v4w8J9a56Pa3L3J3Z+Mw6uBecDw2uaq8jxojh+7xVddnOGa2QjgI8ANtc6LFE8BrDjDgVcTnxdRBwc0ATMbCewPPFbjrFRFbEabBSwD7nf3uig3cBVwPrCxxvmoNgf+YWZPmNkZtc5MWymAFcdypNXFmWk9M7O+wG3Aue7+Zq3zUw3uvsHd9wNGAAeaWadvOjazjwLL3P2JWuelBg519wOA/wbOipcNUkMBrDiLgB0Sn0cAS2qUF6mCeA3oNuAWd7+91vmpNndfCTQC42ubk6o4FDgmXg+aBHzQzG6ubZaqw92XxPdlwB2EyyWpoQBWnMeBUWa2s5l1B04A7q5xnqRCYmeGG4F57n5lrfNTLWY22MwGxuFewJHAszXNVBW4+4XuPsLdRxL27Qfd/cQaZ6vizKxP7KSEmfUBPgSkqsexAlgR3H098DXgPsIF/cnuPqe2uao8M7sVmAqMNrNFZnZ6rfNUJYcCJxHOxGfF14drnakqGAZMMbOnCCdt97t73XQpr0NDgUfMbDYwHfiru/+9xnlqE3WjFxGRVFINTEREUkkBTEREUkkBTEREUkkBTEREUkkBTEREUkkBTFLPzDbEru7PmNlfMv9lKjD+fslu8WZ2TKWfMGBmu8c8zjSzXbK+y9wR/Ckze8jMdiph/iPN7HPly3HbdYQ8SH1RAJPOYI277xfvmP8f4KxWxt8P2BTA3P1ud7+igvkDOA64y933d/cXcnz/AXcfQ7j7xfdKmP9IoGzBIz6BoaZ5EGmNAph0NlOJN1o2swPN7N+x1vNvMxsd76TyQ+AzsUb0GTM71cyujdNMMLNr4vgvmtmnYvpWZnZdfE7WPWb2t8x3SbF2Ny3Wpu4ws61jbe9c4ItmNqUN+R9sZreZ2ePxdWhMPzzxB+uZ8W4KVwCHxbRvxNrQv8zsyfh6X5y2Ifm8KzO71sxOjcMLzexiM3sEON7MvhSXOzvmo3eh3yg7D21dcSJt5u566ZXqF9Ac37sAfwLGx8/9ga5x+Ejgtjh8KnBtYvpNn4EJcR5bAXsSHqMD8CngbzF9O2AF8KkceXkKODwO/xC4Kg5fAnwrT/4XAtvG4auAM+LwH4D3x+EdCbe2AvgL4SasAH2BrkADcE9inr2BnnF4FDAjDmePdy1waiIf5ye+2yYxfBnw9VZ+oxbz1kuvSr+6Fg5vIqnQKz4CZCTh4ZP3x/QBwEQzG0V4ekC3Iud3p7tvBOaa2dCY9n7gTzF9aa6alJkNAAa6+0MxaSLhQF+MKXFZy9jchHgksGe4NSMA/WNt61HgSjO7Bbjd3RclxsnoBlxrZvsBG4DdiszHHxPDe5vZZcBAQqC8L/Fdrt9IpKrUhCidwRoPjwDZCejO5mtglwJTPFwb+xjQs8j5rU0MW9Z7pXyAkP85hJobhP3zEA/X9/Zz9+HuvtrD9bovAr2AaWa2e475fQN4DdiX8JTh7jF9PS33++zf5K3E8ATga+6+D/CDrHFz/UYiVaUAJp2Gu68Czga+FR+HMgBYHL8+NTHqaqBfG2f/CPDJeC1sKKG5LNfyV5jZYTHpJOCh7PEK5H8N4VrZyWY2CPgH4SbSQLi+Ft93cfen3f3HwAxg9xxlGgA0xVrSSYTmVYCXCbW6HrHGeESBLPUDmuJv+fkiilDK7ypSMgUw6VTcfSYwm/BYjP8FfmRmj7L5AA4whXAQn2Vmnyly1rcRngv3DPAbwhOaV+UY7xTgJ/GO7vuxuTZVbP6bgFsJtcizgXGxQ8hc4CtxtHPjXwZmA2uAewnX3tbHDhffAK4DTjGzaYTmw7fi/F8FJsfxbwFmFsjORbGc91PcY1Wy8yBSUbobvUiRzKyvuzeb2TaEx08c6u5La50vkXqlThwixbvHwp+kuwOXKniJ1JZqYCIikkq6BiYiIqmkACYiIqmkACYiIqmkACYiIqmkACYiIqn0/wES5RREBMxDEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "As no. of votes given to a restaurant increases, it's rating also increases, as seen in plot.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When no. of cuisines served are maximum i.e. about 7 to 9, rating is average, i.e. about 3 to 4.\n",
      "And when rating of restaurants get at it's peak, no. of cuisines are mostly around 3 to 6.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When Average cost is neither too large nor too small, the ratings are good.\n",
      "Otherwise, when cost is at extremes, the ratings of restaurants are bad.\n",
      "\n",
      "\n",
      "As different cuisines are served in different regions, so people from different regions will rate a same \n",
      "cuisine differntly. So just by knowing cuisines served by a restaurant, you can't predict it's rating.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "pd_data = pd.read_csv(\"Files/zomato.csv\", encoding=\"ansi\")\n",
    "df = pd_data.sort_values(by=['Aggregate rating'] , ascending=True)\n",
    "\n",
    "\n",
    "cuisine_dict = {}\n",
    "row_cuisine = []\n",
    "for i in df['Cuisines']:\n",
    "    row = [j for j in str(i).split(', ')]\n",
    "    row_cuisine.append(len(row))\n",
    "    for k in row:\n",
    "        if k not in cuisine_dict:\n",
    "            cuisine_dict[k] = 1\n",
    "        else:\n",
    "            cuisine_dict[k] += 1\n",
    "print(len(row_cuisine))\n",
    "plt.plot(df['Aggregate rating'], df['Votes'], color='cyan')\n",
    "plt.ylabel(\"No. of Votes\")    #Y-axis name\n",
    "plt.xlabel(\"Rating of Restaurant\")    #X-axis name\n",
    "plt.grid()\n",
    "plt.title(\"Rating of Restaurant    VS    Number of Votes given to Restaurant\")\n",
    "plt.show()\n",
    "print(\"As no. of votes given to a restaurant increases, it's rating also increases, as seen in plot.\")\n",
    "\n",
    "\n",
    "plt.plot(df['Aggregate rating'], row_cuisine, color='orange')\n",
    "plt.ylabel(\"No. of cuisines served\")    #Y-axis name\n",
    "plt.xlabel(\"Rating of Restaurant\")    #X-axis name\n",
    "plt.grid()\n",
    "plt.title(\"Rating of Restaurant    VS    No. of cuisines served in a Restaurant\")\n",
    "plt.show()\n",
    "print(\"\"\"When no. of cuisines served are maximum i.e. about 7 to 9, rating is average, i.e. about 3 to 4.\n",
    "And when rating of restaurants get at it's peak, no. of cuisines are mostly around 3 to 6.\n",
    "\"\"\")\n",
    "\n",
    "\n",
    "currency = []\n",
    "for i in df['Currency']:\n",
    "    if i not in currency:\n",
    "        currency.append(i)\n",
    "# Printed the list currency & got the list of different currencies present in the data.\n",
    "# currency = ['Indian Rupees(Rs.)', 'Dollar($)', 'Pounds(Œ£)', 'Brazilian Real(R$)', 'NewZealand($)', \n",
    "       #      'Sri Lankan Rupee(LKR)','Emirati Diram(AED)', 'Qatari Rial(QR)', 'Turkish Lira(TL)', \n",
    "       #      'Rand(R)', 'Indonesian Rupiah(IDR)', 'Botswana Pula(P)']\n",
    "# Now convert all of them to 'Indian Rupees(Rs.)' , to make a relative comparison possible.\n",
    "# Conversion rates on --> 10/08/2021\n",
    "cost = []\n",
    "for i in range(9551):\n",
    "    if df['Currency'][i] == \"Dollar($)\":\n",
    "        rcost = df['Average Cost for two'][i] * 74.41\n",
    "    elif df['Currency'][i] == \"Pounds(Œ£)\":\n",
    "        rcost = df['Average Cost for two'][i] * 103.02\n",
    "    elif df['Currency'][i] == \"Brazilian Real(R$)\":\n",
    "        rcost = df['Average Cost for two'][i] * 14.22\n",
    "    elif df['Currency'][i] == \"NewZealand($)\":\n",
    "        rcost = df['Average Cost for two'][i] * 52.12\n",
    "    elif df['Currency'][i] == \"Sri Lankan Rupee(LKR)\":\n",
    "        rcost = df['Average Cost for two'][i] * 0.37\n",
    "    elif df['Currency'][i] == \"Emirati Diram(AED)\":\n",
    "        rcost = df['Average Cost for two'][i] * 20.27\n",
    "    elif df['Currency'][i] == \"Qatari Rial(QR)\":\n",
    "        rcost = df['Average Cost for two'][i] * 20.44\n",
    "    elif df['Currency'][i] == \"Turkish Lira(TL)\":\n",
    "        rcost = df['Average Cost for two'][i] * 8.60\n",
    "    elif df['Currency'][i] == \"Rand(R)\":\n",
    "        rcost = df['Average Cost for two'][i] * 5.03\n",
    "    elif df['Currency'][i] == \"Indonesian Rupiah(IDR)\":\n",
    "        rcost = df['Average Cost for two'][i] * 0.0052\n",
    "    elif df['Currency'][i] == \"Botswana Pula(P)\":\n",
    "        rcost = df['Average Cost for two'][i] * 6.71\n",
    "    else:\n",
    "        rcost = 0\n",
    "    cost.append(rcost)\n",
    "plt.plot(df['Aggregate rating'], cost, color='green')\n",
    "plt.ylabel(\"Average cost (for two)\")    #Y-axis name\n",
    "plt.xlabel(\"Rating of Restaurant\")    #X-axis name\n",
    "plt.grid()\n",
    "plt.title(\"Rating of Restaurant    VS    Average Cost of Restaurant\")\n",
    "plt.show()\n",
    "print(\"\"\"When Average cost is neither too large nor too small, the ratings are good.\n",
    "Otherwise, when cost is at extremes, the ratings of restaurants are bad.\n",
    "\"\"\")\n",
    "\n",
    "\n",
    "print(\"\"\"\n",
    "As different cuisines are served in different regions, so people from different regions will rate a same \n",
    "cuisine differntly. So just by knowing cuisines served by a restaurant, you can't predict it's rating.\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Find the weighted restaurant rating of each locality and find out the top 10 localities with more weighted restaurant rating?\n",
    "--  1. Weighted Restaurant Rating=Σ (number of votes * rating) / Σ (number of votes) ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 localities with more weighted restaurant rating :-\n",
      "1 .  Connaught Place  -  0.3291606084162694\n",
      "2 .  Cyber Hub, DLF Cyber City  -  0.09305559355284274\n",
      "3 .  Hauz Khas Village  -  0.08553740211991501\n",
      "4 .  Khan Market  -  0.07649016278037828\n",
      "5 .  Rajouri Garden  -  0.06772137497539445\n",
      "6 .  Indiranagar  -  0.060105094935758635\n",
      "7 .  Sector 29  -  0.0563167394546407\n",
      "8 .  Park Street Area  -  0.05270861344748089\n",
      "9 .  Sector 18  -  0.05226474582039108\n",
      "10 .  Delhi University-GTB Nagar  -  0.05139489338702628\n"
     ]
    }
   ],
   "source": [
    "total_votes = 0\n",
    "for i in df['Votes']:\n",
    "    total_votes += i\n",
    "weighted_rate = []\n",
    "for i in range(9551):\n",
    "    rans = (df['Votes'][i] * df['Aggregate rating'][i]) / total_votes\n",
    "    weighted_rate.append(rans)\n",
    "locality_rating_sum = {}\n",
    "locality_rating_count = {}\n",
    "for i in range(9551):\n",
    "    if df['Locality'][i] in locality_rating_sum:\n",
    "        locality_rating_sum[df['Locality'][i]] += weighted_rate[i]\n",
    "        locality_rating_count[df['Locality'][i]] += 1\n",
    "    else:\n",
    "        locality_rating_sum[df['Locality'][i]] = weighted_rate[i]\n",
    "        locality_rating_count[df['Locality'][i]] = 1\n",
    "locality_weighted_rating = {}\n",
    "j = 0\n",
    "for i in locality_rating_sum:\n",
    "    locality_weighted_rating[i] = locality_rating_sum[i]\n",
    "    locality_weighted_rating[i] /= locality_rating_count[i]\n",
    "\n",
    "# locality_weighted_rating  -->  has weighted restaurant rating of each locality.\n",
    "\n",
    "print(\"Top 10 localities with more weighted restaurant rating :-\")\n",
    "count = 1\n",
    "for i in sorted(locality_rating_sum.items(), key=lambda x: x[1], reverse=True):\n",
    "    print(count, \". \", i[0], \" - \", i[1])\n",
    "    count += 1\n",
    "    if count >= 11:\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Plot the bar graph top 15 restaurants have a maximum number of outlets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outlets = {}\n",
    "for i in df['Restaurant Name']:\n",
    "    if i in outlets:\n",
    "        outlets[i] += 1\n",
    "    else:\n",
    "        outlets[i] = 1\n",
    "top_outlets = {}\n",
    "count = 1\n",
    "for i in sorted(outlets.items() , key=lambda x: x[1] , reverse = True):\n",
    "    top_outlets[i[0]] = i[1]\n",
    "    count += 1\n",
    "    if count >= 16:\n",
    "        break\n",
    "x_outlets = []\n",
    "y_outlets = []\n",
    "for i in top_outlets:\n",
    "    x_outlets.append(i)\n",
    "    y_outlets.append(top_outlets[i])\n",
    "plt.figure(figsize = (14,5))\n",
    "plt.bar(x_outlets, y_outlets, color='cyan', width=0.4)\n",
    "plt.grid()\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"Restaurants\")\n",
    "plt.ylabel(\"No. of outlets\")\n",
    "plt.title(\"Top 15 Restaurants having maximum number of Outlets\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Plot the histogram of aggregate rating of restaurant( drop the unrated restaurant)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "df_rating = df['Aggregate rating'][df['Rating text'] != 'Not rated']\n",
    "bin_num = np.arange(0,5,0.1)\n",
    "plt.figure(figsize=(13,5))\n",
    "plt.hist(df_rating, bins=bin_num, color='cyan', edgecolor='black', alpha=0.5)\n",
    "#plt.grid()\n",
    "xt = np.arange(0, 5.5, 0.2)\n",
    "plt.xticks(xt)\n",
    "plt.xlabel(\"Aggregate Rating\")\n",
    "plt.ylabel(\"No. of Restaurants\")\n",
    "plt.title(\"Histogram of aggregate rating of restaurant :-\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Plot the bar graph top 10 restaurants in the data with the highest number of votes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd_data = pd.read_csv(\"Files/zomato.csv\", encoding=\"ansi\")\n",
    "df = pd_data.sort_values(by=['Votes'] , ascending=True)\n",
    "top_names = []\n",
    "top_votes = []\n",
    "for i in range(10):\n",
    "    top_names.append(df['Restaurant Name'][i])\n",
    "    top_votes.append(df['Votes'][i])\n",
    "plt.figure(figsize = (15,5))\n",
    "plt.bar(top_names, top_votes, color='orange', width=0.5)\n",
    "plt.xticks(rotation=-45)\n",
    "plt.ylabel(\"No. of Votes\")\n",
    "plt.xlabel(\"Name of Restaurants\")\n",
    "plt.title(\"Top 10 Restaurants in the data with the highest number of Votes\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Plot the pie graph of top 10 cuisines present in restaurants in the USA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_usa = df[df['Country Code'] == 216]\n",
    "cuisine_usa_dict = {}\n",
    "for i in df_usa['Cuisines']:\n",
    "    row_cuisine = [j for j in str(i).split(', ')]\n",
    "    for k in row_cuisine:\n",
    "        if k not in cuisine_usa_dict:\n",
    "            cuisine_usa_dict[k] = 1\n",
    "        else:\n",
    "            cuisine_usa_dict[k] += 1\n",
    "count = 1\n",
    "top_cuisine_name = []\n",
    "top_cuisine_count = []\n",
    "for i in sorted(cuisine_usa_dict.items(), key=lambda x: x[1], reverse=True):\n",
    "    count += 1\n",
    "    top_cuisine_name.append(i[0])\n",
    "    top_cuisine_count.append(i[1])\n",
    "    if count == 11:\n",
    "        break\n",
    "plt.pie(top_cuisine_count, labels=top_cuisine_name, autopct=\"%.1f%%\")\n",
    "plt.axis(\"equal\")\n",
    "plt.title(\"Top 10 cuisines present in restaurants in USA :-\\n\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5. )--->"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Plot the bubble graph of a number of Restaurants present in the city of India and keeping the weighted restaurant rating of the city in a bubble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SSls29nrGGGOMMb8JunZt/DE33TT15TCGht8jsVNKqWP8f0pK6cGU0mpTcN3LgKdyzssAKwO9gROB7jnnpYDu8Z2U0nLArsDywFbA1Sml5lNwbWOMMcaYmZNLLmn4bARo+dNllzWdPGaWpqFPbTo15zw8pbQesCVwK1ry1GhSSrMBGwA3AeScx+WchwLbxXmJv9vH/9sBd+ecx+ac+wF9gTUn59rGGGOMMTM1/fs3/piBA6HKt7OaqU9DE4mJ8Xcb4Jqc8yNAq8m85hLopu1bUkrvpZRuTCm1B+bLOQ8AiL/zxv4LAd9WHN8/tv2KlNKBKaUeKaUegwYNmkzxjDHGGGNmUOq4t7XOYybnOGPqoaGJxHcppeuAnYEnUkqtG3FsdVoAq6GEZFVgJLGMqRZSDdtq7A055+tzzl1yzl06deo0meIZY4wxxsygzDNP44+Zc05o7lXhZurT0GRgZ+BpYKtYhjQXcNxkXrM/0D/n/FZ8vx8lFj+klBYAiL8/Vuy/cMXxnYHvJ/PaxhhjjDEzLwcfDG3aNHz/1q3hwAObTh4zS9PQROK6nPODOec+8P9Lj/acnAvmnAcC36aUfh+bNgU+AR4F9o5tewOPxP+PArumlFqnlBYHlgLenpxrG2OMMcbM1DQ2KUgJDjmkaWQxszx1vpCuguUrv8RTk1afguseBtyRUmoFfAnsi5Kae1NK+wPfADsB5Jw/Tindi5KNCcAhOeeJNZ/WGGOMMeY3zHzzwUUX6e3V9T29qV07OPNM6Nx52shmZjnqe7P1ScDJQNuU0rBiMzAOuH5yL5pzfh+o6cUWm9ay/znAOZN7PWOMMcaY3wwHH6w3Vh9/vJ7GNG7cpL+3bKl7Ik4/HY49dvrIaGYJ6nsh3X9yzh2BC3POs8WnY8557pzzSdNIRmOMMcYYU8lhh0Hv3nD44dCxI7RooU/79ko0evVSomFME5JqeGl1zTumtBCwKBWzGDnnl5tIrimmS5cuuUePHtNbDGOMMcaYpiVnGDlS/7dvr/sijJlKpJR65pxrWknUsHskUkrnobdLf0L5TokMzLCJhDHGGGPMLEFK0KHD9JbCzII09GbrvwC/zzmPbUphjDHGGGOMMTMHDX3865dAy6YUxBhjjDHGGDPz0NAZiVHA+yml7sD/z0rknA9vEqmMMcYYY4wxMzQNTSQejY8xxhhjjDHGNCyRyDnf2tSCGGOMMcYYY2YeGvrUpqWA/wDLAW2K7TnnJZpILmOMMcYYY8wMTENvtr4FuAaYAGwMdAVuayqhjDHGGGOMMTM2DU0k2uacu6MX2H2dcz4D2KTpxDLGGGOMMcbMyDT0ZusxKaVmQJ+U0qHAd8C8TSeWMcYYY4wxZkamoTMSRwLtgMOB1YE9gL2bSCZjjDHGGGPMDE69MxIppebAzjnn44ARwL5NLpUxxhhjjDFmhqbeGYmc80Rg9ZRSmgbyGGOMMcYYY2YCGnqPxHvAIyml+4CRxcac84NNIpUxxhhjjDFmhqahicRcwE9M+qSmDDiRMMYYY4wxZhakoW+29n0RxhhjjDHGmP+noW+2vgXNQExCznm/qS6RMcYYY4wxZoanoUubulX83wb4C/D91BfHGGOMMcYYMzPQ0KVND1R+TyndBTzXJBIZY4wxxhhjZnga+kK66iwFLDI1BTHGGGOMMcbMPDT0Honh6B6JFH8HAic0oVzGGGOMMcaYGZiGLm3q2NSCGGOMMcYYY2YeGnqzNSmlOdGSpjbFtpzzy00hlDHGGGOMMWbGpqFLm/4OHAF0Bt4H1gLeYNIX1BljjDHGGGNmERp6s/URwBrA1znnjYFVgUFNJpUxxhhjjDFmhqahicSYnPMYgJRS65zzp8Dvm04sY4wxxhhjzIxMQ++R6J9SmgN4GHg2pTQEv5DOGGOMMcaYWZaGPrXpL/HvGSmlF4DZgSebTCpjjDHGGGPMDE2DljallG4r/s85v5RzfhS4ucmkMsYYY4wxxszQNPQeieUrv6SUmgOrT31xjDHGGGOMMTMDdSYSKaWT4q3WK6WUhsVnOPAj8Mg0kdAYY4wxxhgzw1FnIpFz/k+81frCnPNs8emYc54753zSNJLRGGOMMcYYM4PR0KVN3VJK7QFSSnuklC5OKS3ahHIZY4wxxhhjZmAamkhcA4xKKa0MHA98DXRtMqmMMcYYY4wxMzQNTSQm5JwzsB1wWc75MqBj04lljDHGGGOMmZFp6AvphqeUTgL2BNaPpza1bDqxjDHGGGOMMTMyDZ2R2AUYC+yXcx4ILARc2GRSGWOMMcYYY2ZoGpRIRPLwANA6Ng0GHmoqoYwxxhhjjDEzNg19s/UBwP3AdbFpIeDhJpLJGGOMMcYYM4PT0KVNhwDrAsMAcs59gHmbSihjjDHGGGPMjE1Db7Yem3Mel1ICIKXUAshNJpUxxhhjjDFTkx9/hBtvhNdfh6oqWGUVOOggWGSR6S3ZTEtDZyReSimdDLRNKW0O3Ac81nRiGWOMMcYYMxWYOBEOPxwWXRTOOgsefxyefBIuugh+/3vYdVcYM6buc7z7Luy+OyywAMw3H2yzDbzwAuRZe1w95QZUQEqpGbA/sAWQgKdzzjc0sWxTRJcuXXKPHj2mtxjGGGOMMWZ6kTPsuSc89BCMGlXzPm3bwpprwnPPQYsaFuuceipcfLGSjaoqbUsJ2rWD7baD226DZg0dm5/5SCn1zDl3qem3hj61qSrnfEPOeaec81+Br1NKz06hUM1TSu+llLrF97lSSs+mlPrE3zkr9j0ppdQ3pfRZSmnLKbmuMcYYY4yZRXjuOXj44dqTCIDRo+Gdd6Br11//dvvtSiJGjSqTCFCCMnKkzn366VNb6pmGOhOJlNImKaXPU0ojUkq3p5SWSyn1AP4DXDOF1z4C6F3x/USge855KaB7fCeltBywK7A8sBVwdbwQzxhjjDHGmNq54AIF/PUxahScd96kS5Vy1mxEXUnIqFFw6aX1L436jVLfjMRFwIHA3Ojxr28Ct+WcV885Pzi5F00pdQa2AW6s2LwdcGv8fyuwfcX2u3POY3PO/YC+wJqTe21jjDHGGDMLUFWl+xgayrffwoAB5ffevWHQoPqPa9ZMMx+zIPUlEjnn/GIE8Q8Dg3LOl02F614KHA9UzBExX855QFx0AOXjZRcCvq3Yr39s+xUppQNTSj1SSj0GNaThjTHGGGPMb5PGzhK0bAnDh5fff/655nsmqlNVBUOGNO5avxHqq505Uko7VHxPld8nZ1YipfQn4Mecc8+U0kYNOaSGbTXeIZ5zvh64HnSzdWNlM8YYY4wxvxHatoXmzfXUpoYwdizMNVf5fcEFYdy4+o9LSU9zmgWpL5F4CfhzLd8zMDnLm9YFtk0pbQ20AWZLKd0O/JBSWiDnPCCltADwY+zfH1i44vjOwPeTcV1jjDHGGDOrkBJsvz3cf/+kN0rXxiqrQKdO5fclloCll4YPPqj7uFatYOONp0TSmZY6E4mc875T+4I555OAkwBiRuLYnPMeKaULgb2B8+LvI3HIo8CdKaWLgQWBpYC3p7ZcxhhjjDHmN8Zxx0G3bnXfMA3Qvj2ceOKvt194oR7xOnp0zce1awfnnKOZj1mQGemht+cBm6eU+gCbx3dyzh8D9wKfAE8Bh+ScGzhHZYwxxhhjZlm6dIETTlDAXxvt2sFOO2n2ojqbbw7XX69lUm3blttbtYI2beCkk+Af/5jqYs8sNOiFdDMjfiGdMcYYY4wB4Npr4eSTYcKE8obqDh3099hj4bTTtBSqNgYPhhtv1Fuxq6pgvfXgkENgkUWaXvbpTF0vpKszkUgp7ZRzvi+ltHg8enWmwYmEMcYYY4z5fyZM0DKnd9/VDdjLLQc77qiZBVMrU5JIvJtzXq3422QSNgFOJIwxxhhjjJky6kok6ntq008ppReAxVNKj1b/Mee87dQQ0BhjjDHGGDNzUV8isQ2wGnAbesu1McYYY4wxxtT7+NdxwJsppXVyzoNSSh21OY+YNuIZY4wxxhhjZkQa+vjX+VJK7wG9gE9SSj1TSis0oVzGGGOMMcaYGZiGJhLXA0fnnBfNOS8CHBPbjDHGGGOMMbMgDU0k2uecXyi+5JxfBNo3iUTGGGOMMcaYGZ76brYu+DKldCq66RpgD2Cmeq+EMcYYY4wxZurR0BmJ/YBOwIPxmQfYt6mEMsYYY4wxxszYNGhGIuc8BDi8iWUxxhhjjDHGzCQ0dEbCGGOMMcYYY/4fJxLGGGOMMcaYRtPQm62NMcYYY4yZOnz6KXz3HVRVwQILwPLLQ0rTWyrTSCY7kUgp/Snn3G1qCmOMMcYYY5qAYcPg3nvhiy8gZ1hiCdh5Z5hjjmknw+jRcM89cP758M030LKltk+YAPPMA8cfD3vuCR07TjuZzBSRcs6Td2BKZ+acT5/K8kw1unTpknv06DG9xTDGGGOMmX4MHgzHHQd33w3Nm8PIkdrerp1mA3bYAS66COafv2nl+Ppr2HBDyVPIUJ327fV58UVYdtmmlcc0mJRSz5xzlxp/m9xEYkbHiYQxxhhjZmn694e11oIff4Tx42vep0ULmGsueOMNzVI0BQMHwsorw08/wcSJde+bEsw2G/TsCUsu2TTymEZRVyLRoJutU0qzp5QuSSn1iM9FKaXZp66YxhhjjDFmqjBunGYABg6sPYkALSsaPFj7jhrVNLL87W/w88/1JxGgZVfDh8P22zeNLGaq0tCnNt0MDAN2js8w4JamEsoYY4wxxkwBDzygmYiGBO9VVTBkCNx119SX48svNdsxYULDj6mq0nFeWTLD09BEYsmc8+k55y/jcybQRPNfxhhjjDFmijj/fBgxouH7jxwJ552nGYGpyRVXNCyZqc6YMbp3w8zQNDSRGJ1SWq/4klJaFxjdNCIZY4wxxpjJ5pdf4JNPGn9c//4wYMDUleXJJ+teWlUbVVXw3HNTVxYz1Wno41//Cdwa90Uk4Gdgn6YSyhhjjDHGTCZDh0KrVo0P4Fu2VBKy4IJTT5bhwyf/2Ka6Z8NMNRqUSOSc3wdWTinNFt+HNaVQxhhjjDFmMmnfvnH3JBRMnKjHwk5N2rad/GPbtJl6cpgmoc5EIqW0Vy3bAcg5d20CmYwxxhhjzOQy99x6wdt33zXuuHbtoHPnqStLly7Qr5+WKjWWlVaaurKYqU5990isUcNnTeAs9CQnY4wxxhgzI5ESHHNM42YX2raFww/XS+umJkcfPXmzEh076kV6ZoamwS+kS5qG2B04AfgEOCfn/GETyjZF+IV0xhhjjJllGToUFltM9zw0hI4doU8fmG++qStHznpL9WefNe64+ebTjMrUTmxMo5miF9KllFqklP6OkofNgL/mnHeZkZMIY4wxxphZmjnm0BOT2revf9927eCRR6Z+EgGaHbnjjsbPjtx5p5OImYA6E4mU0iEogVgd2CrnvE/OuZEppTHGGGOMmeasvTa88gosvbQSimYVYV9K2rb44tC9O2y8cdPJsfrq0K0bdOhQd3LQrJkSjrvugk02aTp5zFSjzqVNKaUq4EdgEFC5YwJyznmGvQvGS5uMMcYYY9Dyorffhiuv1BKjnOF3v4NDD4V11lFSMS3o2xfOPRfuvlsJxejRkqVtWz1larvt4JRTYMUVp408pkHUtbSpvkRi0bpOnHP+egplazKcSBhjjDHGzIAMGwYPPwzff6+nOc0/v5KIueee3pKZGqgrkajvPRLf5Hruxk4ppfr2McYYY4wxBoDZZoO9anzDgJnJqO9m6xdSSoellBap3JhSapVS2iSldCuwd9OJZ4wxxhhjjJkRqW9GYitgP+CulNLiwFCgDdAceAa4JN56bYwxxhhjjJmFqDORyDmPAa4Grk4ptQTmAUbnnIdOA9mMMcYYY4wxMyj1zUj8Pznn8cCAJpTFGGOMMcYYM5NQ7wvpjDHGGGOMMaY6TiSMMcYYY4wxjcaJhDHGGGOMMabRNPgeCWOMMcaYX5EzfP459OwJ332ntyQvvDB06QJLLDHt3ppsjJnmOJEwxhhjTOMZMwauuQYuugiGDoVmzWD0aCUObdrAxIkw77xwwgmw//7QsuX0ltiYmhk4EAYN0lu2554bFlrICXADSb/Vl1J36dIl9+jRY3qLYYwxxsy8vPMO3HMPfPutEoVFF4Xdd4exY+Gvf1XwNWpU3edo1w4WWQTuvx+WX37ayG1MfYwZI5087zzo2xdatVLyMG4czDcfHH887LkndOw4vSWd7qSUeuacu9T4mxMJY4wxxvw/OcPtt8M550D//koUiliheXNo0ULBVmPih5SgfXt4+mlYZ52mkduYhvL44/C3v2kGYsSImvdp316/X345/P3v01a+GYy6EgkvbTLGGGOMmDAB9t4bHnkERo789e8TJ+rTWHJWwLbVVvDRR5rZMGZ60LUrHHSQluHVRaH/RxwBAwbAqac27PzDh8Odd2o2b+JEWGEF2Gsv6NRpyuSeQfGMhDHGGGMU7O+7L9x3X/3LlSaXFi1gzTXh1Ve9Bn1WoVhC9PzzGuFfbz3YbTeN+E9rXngBttmm/iSiOu3awbXXaqlTbUycCCeeCFddpWWARSLStq3KveOOcMMNOteU8sUXmil57jldt0sXOOooWH31KT93DXhpkzHGGGPq5umnFezUNBMxNWnfHh57DDbeuGmvY6Y/3brpnprKJUQdOuh7fYF5U7DcctC79+QdO+ec8OOPSoarUyQKzzxTexLepg0suyy89pqSi8khZzjtNPjvf5VAjB+v7c2a6fx//KNmQ1q1mrzz10JdiYTfI2GMMcYYuOCCpk8iQNe48MKmv87kMHEi3HUXbLEFbLmlbjSvqpreUs2cdO8OO+8Mw4ZNeh/CiBEKtg86SLNf04qePeHrryf/+AkTlADXxA03wLPP1j2TN2aMkpgTT5x8GS6+WJ8xY8okAqSjo0bBE0/AfvtN/vkng2k+I5FSWhjoCswPVAHX55wvSynNBdwDLAZ8Beyccx4Sx5wE7A9MBA7POT9d33U8I2GMMWaWZOBAuPVWPW51//1h9tnrP+brr2GZZRSgTAvatlVCMSMtb8pZT6J6+ukyoWrfHv70JyUXM5KsMzo5S58+/7zu/eadV/cfNJsG49q77w533z1lieGaa8Jbb026LWe9L+Wrrxp2jvbtNbPR2CVOo0ervmq7ObygTRv4+GPJNJWY0WYkJgDH5JyXBdYCDkkpLQecCHTPOS8FdI/vxG+7AssDWwFXp5SaTwe5jTHGmBmbIUNg5ZV1Y+jJJ8Maa+hRrfXRvbueyDStSAn69Zt212sIr78+aRIB+r9bN3j77ekn18zIe+/p5YT1MXq01vlPC4p7NKaEd9/99bb33tNjkBtKs2a1z2zUxcMPN2y/iRO1bGwaMc0TiZzzgJzzu/H/cKA3sBCwHXBr7HYrsH38vx1wd855bM65H9AXWHOaCm2MMcbMDLzwgoKz8eOVQAwcqECnPoYM0SNdpxUtW8LgwdPueg2he/eal6aMGaPfTMP5/POGzTKMH1//rMXUor6R/IaQ869v1O7fv3FJ+JgxDUuyqtOnT8OWHo4fryejTSOm6z0SKaXFgFWBt4D5cs4DQMkGMG/sthDwbcVh/WNbTec7MKXUI6XUY1BjskNjjDHmt0CnTpOOuk6Y0LDHTrZqNW2WlxTkXPNNq9OTuebSspDqtG6t30zDad26YUvBipuEpwVT483qVVW/vpG5oWUtaN588m6GbtOm4QnL1HgyVAOZbolESqkD8ABwZM55WF271rCtxhs7cs7X55y75Jy7dPqNPq/XGGOMqZX11tPNli1aKHA6/XRYcsn6j1tkkan+pJc6GT26YXJNS3bZpeaAMCXYaadpL8/MzIYbNmyGq6oKNt+86eUB3V8wpXTo8OtgftVVG3dvUfPmsNZajb/2Zps1rI926AB/+Uvjzz+ZTJdEIqXUEiURd+ScH4zNP6SUFojfFwB+jO39gYUrDu8MfD+tZDXGGGNmGlLS8+WHDoVffoETTmjYcX/847S9mbhTp4bdBD4t6dRJL+KbYw6YbTbo2FGP/HzsMZh77ukt3czFXHPBDjvUHfi2aKHEd1q9nPAf/5iykfqWLWt+XO288+oJXw3tPwsvrPc+NJbVVlPyXd91mjXTQwOmEdM8kUgpJeAmoHfO+eKKnx4F9o7/9wYeqdi+a0qpdUppcWApwHc9GWOMMbXRvn3jnlXfqpUexzktZiXatNHTpGZENtsMfvgBHn1UN1n/8IPfdzG5XH01LL64lv5Up1UrmH9+uP32aSfPvvtO2c3WLVroLdc1cdZZDetvbdvCRRdNvgz33qskt7Zkol077TOtlosxfWYk1gX2BDZJKb0fn62B84DNU0p9gM3jOznnj4F7gU+Ap4BDcs4Tp4PcxhhjzG+Xww+vOeib2jRrpqRlRqVVKy3N2WCDqbOuflZl9tnhnXcUfM82m5bcdOyovwceCO+/D/PNN+3kmWMOLVGbHB1v0UIzAksvXfPvK60EDz2kBL6me3+aNVOQf/nlsPXWjb9+wTLL6AliG2ygZKFjR33atYMVVoCnntLsyDTEb7Y2xhhjjHjpJQU6db1Ya0po3x7OOAOOPbZpzm9mTMaNgy+/1E32iy8+TUfMJ2HYMCUEX3+tBxE0hJS0tO2DD2DBBevet29fzTh07arkISU9RWnbbbXMcLXVprwMBf366Z0WEyfCiisqmWki6nqPhBMJY4wxxpS88YaSiQkTps4jMwvattVNps8+O23fWWFMJQMHwkYbKZmo7ybpli11v8dLL8Hvf9/wa4wercfCVlUp+ejYcYpEnt7MaC+kM8YYY8yMytpr623DV18Nyy+v0ePZZtOndWs9pWbppTW70FDat9dyjMcfdxJhpi/zzw89emgpX3FTfXU6dNByof32gw8/bFwSAUqal1pKx83kSUR9eEbCGGOMMbXz3Xd6eVyzZnqy0fzza6T10kvhlFO0vbYXZRXJxqWX6gbraflkKGPqY9w4ePBBuPVW3VhfVaVlTLvuCn/7W+OS5d8wXtpkjDHGmKnPL79oPfgdd0CvXuVbfzt00JrtvfeG3XZzQGbMTIwTCWOMMcY0LTnD2LGadWjVyrMPxvxGqCuRmMHeT2+MMcaYmZKUpt/TeIwx0wXfbG2MMcYYY4xpNE4kjDHGGGOMMY3GiYQxxhhjjDGm0TiRMMYYY4wxxjQaJxLGGGOMMcaYRuNEwhhjjDHGGNNo/PhXY4wxxhgzdRg4UJ+qKphvPlhooekt0YxLnz7w/feqq06dYPnlZ7r3rziRMMYYY4wxk8/48fDII3DBBfDhh9C6tbaPGwdLLQUnnAB//Wu5fUoZNgy++04vQVxgAZhzzqlz3mnB6NFw771w/vnw9dfQsqW2T5gAc8wBxxwD++6r/2cC/GZrY4wxxpjfEqNHwwMPwMcf6/syyyiQb99+6l/riy9gk01gyBAYPrzmfTp2hLZtoXt3WGGFyb/Wm2/ChRfC44/r7emgZGXDDeH44yXHjDyi37s3bLwxjBwJI0bUvE+7dtC8OTz6KGy00TQVrzbqerO1EwljjDHGiLFj4csvFYwtuWQ5WmpmDiZMgFNOgauu0vciWO3QQaP3BxygkfAiCJ9S+vWD1VeHX37R8py6SElyvP5645OJqio44gi4+WYlSTXFru3bw9Zbw+23T3n5coYXXoDXXoOJE2HVVWGbbaBFtYU8vXrBpZfCK69IxlVXhaOOgrXW+nVC89lnsOaaSrYaEnu3awfduinx+PpryVJVBausMmXJ2GTgRMIYY4wxtTNiBJx2GtxwgwKgnBU0HX44nHzy1FuSYpqOCRMU7L76KowaVfM+7dop8O/efcqTxKoq+N3vFOTWl0QUpKR7Ab75pnE6ddRRcP31tZeroG1b1cG99+paQ4fC888rGdhgA92zUR+vvQa77aYZlpEj1Rc6dlR93XQTbL+9znfggXDXXZoRmThRxzZrJhnWXltLvdq10/aJE3WvyI8/NiyJKGjeHFZbDT76qExiqqq0XOyWW5S4TAPqSiT81KZZmZ9/1vRgjx6NU2xjjDG/HUaMgD/8Aa6+Wv8PH66/Q4dqGckmmyhYKhgyREnH0kvDssvCeefVvkyjMeTcdL5o0CCtPV94YVhkES2D+emnpr/u1GbCBLjjDthiC9h8c+jaVfcnAJx1Vt1JBOi3Hj3gxBOnXJann1a9NjSJANXzqFFadlUbAwZA//7l948+gmuvrT+JAM1WPPEEPPOM7stYYAHdb/D3v8Oii+r/Sl2uzptvqm6//VY6XejF8OGKmf72N3jwQTj0ULj7bl2vSCJAdTFypNph2211/MiRSt5++KHxejZxIrzzDowZI3lGjFA9fPABrL8+9OzZuPM1BTnn3+Rn9dVXz6YOrrwy5zZtcp5ttpzbt895pZVyHjRoektljDFNz9ixOR90UM5zzpnzvPPmfP75OVdVNfz4b77J+YILcr700pyHDCm3DxuW86hRU13cJufII3Nu3boIp3/9adtW5c05559/znnRRSfdv23bnJdfPueRIyfv+iNH5rznnjm3bKnzHnhgzmPG1LzvHXfkvPrqOa+xRs7339+w8w8alPOCC+bcqlUpc6tWOS+0UM5/+5v+b9065wMOqP26MwITJuS8+eby2UU52rfPecMNcx4xIufZZ6+9Dat/2rcv2+unn3K+4oqcL7ss5x9+KK/3zTc5f/VVee2jjlLM0KGD6mqDDRp+veqflVb6dfl+/DHndddVW7Rpk/PKK+f89tvqp409f7t2+tSky3vvXXsdL7NM/eeefXbJ15A6fvnlnLffPueUJr+u6vosu+xUUa36AHrkWuLt6RboN/XHiUQd9OqlzlSpjC1b5vyXv9S8/4QJOT/ySM59+0667eGHc/788/qv16NHzoMH17/fyJE5T5zYsDJMTYYPV3mmN6NH53zddTm/9FLd+/3wgwz6ddc1LvhpDB99JIf1z39O6lg/+WTWTjiHDs35X//K+dpr66/7V17J+bPPyu9PP60ArEuXnL/+umnku+oqOeF55sn5jTea5hpTm759c95ySwV0v/wyba75979PagPbt9fgSk28+mrOSy6poObzzxVYzTGHbGabNmrTYcNyPv10bWvVKueuXXXsqFE5n3FGzhdfXLeNeecdBeJduuT8xRdTubD1MHq0AsP6Apb555d9PuWUmpOOdu1qr8P62HPPSQOztm1zPvzwX+93xx2TBoft2skP9eypAHD55WW7qnPccZMmEcWnWbOcW7SY9LqHHDJ5ZZgW3HffpElEpf4eeWTOHTs2PADt0EF6OmRIzp07q/7btFFi/cMPOZ90UrntkENyPuGESeu+TRvV3+QGwG3a5Pztt5OWb/PN1YeKfZo3/3WsMjU+rVvn/P33v67fHj1qTj6qf1q2nFRvavuklPNmm9WdpE/pp107yd3EOJEwk3L66TV3ghYtag7kzztPnbljR43k5ZzzOedoW4cOckS1cc896kSdO9ct06efymjUlsw0FZ99putuvfW0vW5NHHecjGvbtjn361f7fn/6k2Ru1y7n555rGlmKUZk2bTRSlXPOL7ygtuzUqekSmBmdffeVE2nXLufHH699v0cfVTu2a6cR3JzL0cJmzXL+61+nvmwjR04aLK2wwtS/RlOwzjpyuK1aqQ9MC2oKFlZcseZ9O3cug4JNN1Vi0Lx5eVyHDkrqK+u+XTsde9JJ2t62bc7/+1/t8iy1VHmNLbaY+uWti169GhaAtm6tEeNC1po+f/hD469fVVVzkD/bbL/ed801f73fJpsogSi+d+ny6+MWW6zhgVmHDo0vw7Rihx1ql3vppRsW3FZ+Tj1VelmZnLRpoxm6yjZp00Z2f2oGwLPNpgSwYMSISZOIpvx07JjznXf+un6vv75hiURjPnPN1TTJUPFp2zbna65pctWrK5HwPRKzIi1a1Px4tGbNat5e3BBVeVzbtuW2ZnWoUZs2WjNY7F8bLVvqKQuzzVa//FOT4rodOkzb69ZEmzZlXVZ/MkQlrVuX+zXVDZAtW6qtUypvyGvdWqarTZumuebMQEPrvqir5s1/3abNmk29J6ZUUrRXQV06NCPRunUpe1PUS03UZLNqs2OF/hfyNW/+aztZ/abV5s31t9CXlOrWl+L4ptKNumjoozJz1r512fvJ1bmaZCjqsJKart28+aT2qqb6q0vmhlx3RqGucjSmjAUp/bq8Kf26HQtbNrWplHlaP7K1pvpqKhmasmzV7f70oLYMY2b/eEaiDj7//NcZcqtWWlpQE1VVWqZRORVYVaUlON99V//1+vbV8qH6mF6j3NNjOVVNjB+vqev33qt7v6FDcz733IavD54cvvhC+nDqqZKr4LvvNHI0qzJyZM6XXKJ2qo+PPpq0f7z2mpbHbLFFzgMHNo18d9yR89xz57zEEjl/8EHTXGNq079/zrvvrqUsk7vGvrEcffSvl8jUNmPw3nsa5d54Y60ZHzBAyz/atdNI7rLLagnTZZeVs1UPP6xjx43TcrOuXeu2bx9/nPN662mJV//+U724dTJ2bMPW1i+8sMpw9tk1j7C2b5/zDTdMngwHHTTpOdu102xOdR555Nft9uyzOffunfPaa+e8/vqTLsEtOPXUmpeXNG8+6Sh4u3bTblZscnj00dqXNp1wQuOXNt19t+z5Ukvpe/v2OS+yiJY7XXhhuVTv1FPV7pV137btlC9tqr68aPvtJ50JadGicWVq6KeYXavOhx82bPagVauGzZ40a6YVBE25tKltW8ndxOClTeZX3H67jMZss0kRN9xw2q1PNsaY6cmECVrrv9hiCqJuvLFxxw8apGO6dp00+ZkwYeZc9lesh68tWGnXrlziOGyYkqfqAf1aa03+jcpjx+q+rznm0FKQk0+edACjkscfVzK+1VZKIhrC0KG6z6X6fRhLL617C+acU9c98cTarzsjMHFizjvt9OubrbfdVnU/11wND0A7dizba8QIxQRdu04aB/zyS/kwgSKJXGihnBdYQHW11VaTHwCvscavyzd0qMrSsqU+G2+s+/IWXLDx55999pqXKbVrl/Ohh9ZexyuvXP+555qr4Tdbv/VWznvsMWVJV22flHJeddWppFx1U1ci4fdIzMqMGgXvv6/nKi+55PSWxhhjzPRgzBi9QffDD/U4y0ratdNbgx97rFzeMnKkXgx2++1aBrPPPrDXXjP2uyaGDdNL2u68U9/32gv++c8ZY1lrY8gZnnpKj4CdOBF2310vYWvWDC64AM48s/7HpLZrp0fh/vvfUybL88/Ddts1/tG/HTvqHQg77ljz7yNHakl0x476/vnnsPLK0tOG0L69Hm3/9tsqY7GMafx4OOQQPa64tqVaH34I665be5nattX7Ibp3hyuuqL2u27aFrbbSY27HjYMtt4SXXmqY/A0hJdXPm2/qEcxNjF9IZ4wxxpjaGTsWLrpIb+kt3rzbqZPet3DwwTP2vQNGVFXpRWrdutX9QrpNN4WHHpryNs1Zb1j+/HO936IhNGumF7N98UXjXoh35plKlBqSJO2+O1x3nYLtMWMUbE+cqLdKF8lJXXzwgc7Rr5/qNGclzPPMowR6k0207YQTlEzkrP4D2q9lS71DomvX8p6dqioN2H7zTePeu9GqldrrhRfKRH3sWL3w7tpr9S6XaYATCWOMMcbUT1WV3r7brJkSiel9I6dpHFVVSgjPP18j4WPHKtBt00ZB7jHH6GV0Uysx/P57vXn5p5/qTyaaNYPZZ9cL1hq7CiLnMpkYP/7X12reXIH2XnvBlVdOnfK99x68/rrqdJVVYL31ft0fvv1WL3J88UUlK1266G3wyyzz6/N9843qaujQSV9iVxvt22vWZ801Vb/vvKPjVlpJL1achjiRMMYYY4yZVZg4UUugPv1U35daSkugmuJpbgMG6C3bX39d+5Kgjh01ot+9Oyy++ORf69NPNWt2220K8FPS3x13VJK02mqTf+5pwddfw8Ybw+DBmvmriQ4dNBPx9NNKTGYAnEgYY4wxxpimIWeNyl94ITz3XLmkZ9w4jeQffzxsscXkPaa2JsaPh59/VhIx99zT/rHJU8LEifDEE5o16tGjXLI0bpxmak44AXbaaYZ61LoTCWOMMcYY0/SMHKmlOFVVmoWY2W5on5YMGgQDB5Z1tdBC01uiGqkrkZhJ3lhkjDHGGGNmeNq318fUT6dO+szE+M3WxhhjjDHGmEbjRMIYY4wxxhjTaJxIGGOMMcYYYxqNEwljjDHGGGNMo3EiYYwxxhhjjGk0TiSMMcYYY4wxjcaJhDHGGGOMMabROJEwxhhjjDHGNBonEsYYY4wxxphG40TCGGOMMcYY02icSBhjjDHGGGMajRMJY4wxxhhjTKNxImGMMcYYY4xpNE4kjDHGGGOMMY1mpkkkUkpbpZQ+Syn1TSmdOL3lMcYYY4wxZlZmpkgkUkrNgauAPwLLAbullJabvlIZY4wxxhgz6zJTJBLAmkDfnPOXOedxwN3AdtNZJmOMMcYYY2ZZWkxvARrIQsC3Fd/7A3+ovlNK6UDgwPg6NqXUq9ou8wCDvc3bvM3bvM3bvM3bvM3bfqPbpjaL1vpLznmG/wA7ATdWfN8TuKKeY3p4m7d5m7d5m7d5m7d5m7fNStum5WdmWdrUH1i44ntn4PvpJIsxxhhjjDGzPDNLIvEOsFRKafGUUitgV+DR6SyTMcYYY4wxsywtprcADSHnPCGldCjwNNAcuDnn/HE9h13vbd7mbd7mbd7mbd7mbd42i22bZqRYX2WMMcYYY4wxDWZmWdpkjDHGGGOMmYFwImGMMcYYY4xpNE4kpgIppZbTW4YpJaVkXZiBSCk1+f1LM2ubT4u6qbhWmlbXMtOflNIqbnMzKxAPrvnNMD36rW2FmCkDiaYgpbRlSmmDyThuRWDvlNL8U1GWVPm3nn1XSCktWW1bo9o1pbQ8sE1KqX2jBG0kKaX1Ukob1fH7fCmlTZtShulJSqlzSmmDlFLz+F608+IppXYV+y0H/KWxRiqltGxKae4G7Ld6SqlFzrmqkUVoMirLmoJa9psbODOltNTknLum7/UwXyP2bbQsU2vfaXmuxlwrpdR2Cs6zYmPaeSpxADDv5BxY0Z+XSSltWPTz6Ul0pdVTSjtXbqvvmOr/p5QWTSkt1MhrL5xS2iOl1K6hPiml1Kyp6m1GDPpSSgvXv1etx/6qnRpx7KrAEZMzmBTJdrNq2ya7blNKs6WUFoj/l0gptZnMUy0yuTJMAXNB3eVv6oRtMtq+6NNL1rdvQ3EiUTIa+LZICCpHPetpqMWBPwJbppT+P+hoiDGs6bwppZTLO+DnrgzuawmIjgDOK5QiOuEqKaWNU0r7RaJT3/U3A3YHNqoMaGvav64gr7qMlUFESmkF4Czgh1qOawH8Cfh7SmnLWvaZLaXUKf5fNKXUuuK35rXUZ7OK/+tzoDunlF6uZ58ajXcDO/PmwEXA+ilmsaJ9XweeSCm1ivMsBLwALJYakBjEeZoD+8b/rav9Vl22c4GHaquzeq5T0Kzy3BEANCgBrun3nHNOKW2SUtqk+B77bpNSWrli185AG+DQlNISsc9sdV2r4lzbp5Ta5AY8YSLKOA9wX9EHa+p/1XWgrjqoJstfUkrr13H9FYFL65OzAeXYKaU0X9Tvr2SrbLdajm+0flSUcW9gr1TNFqYGBC9hO3YGlo/vLavJXT0Zn70hNqAuuQFyzocAv0spdWvIcZXXiDpuDlwIHAusXdlPgqWSEv4O1Y7fMqW0dE0yNUKGX/VL5ONbAi8X/aVSF2o6R0X7pdh3HuBk1JYL1nH95VNKi1ZsWgQ4AzgJqNGvVGvTOYGNgf2T/FeHmo6pVt66dHf5lNL8KaVOKaXZgaVi+0pxrV/JMCVU6GL1Nqht/5WAnimlB1NKBzVWjmibtVNKnWtq09psUFJg2xvoCiyfKhLEms5RQ5ufh3T8//ep0JlOKaWO9cleUVctgDWBHVJKl1SetwHnWDrJpj+Q5ANuTYoRGjIAu2QNfbCx/W0B4KaU0mIV5V8lKUkr9lkFuDDVkoQ3UNZlknzjCiml/1T/vcJ37tjQc6eUtgBeSSntV9/1G8JM8fjXpiY6wsuhGN+nlP4NLJxS+iHnfHI0VLPKEdzie8750SSnvxPQPqV0N7ANsHJK6Tvg2Zxzr4rjmuecJ1Z83xDYFHgI+CznPCq2HwzsEvIMyTkfXBiLQh6kQweklF4Abk8p9QCuQg54r7hEjbMsoWQJyMCdKHjdDcgppe4557E17N8q5zw2adRgSWAC8E7OeURFPRYd6lBgzZTSj8AtwJFAz5xz78p9k4K0UfGI33uB2YBdU0qjc84vV1y/FfAHYLmkUZwFkMNJIffAnPPzse/awESgd855eNGhKmTbDegIfJNzfqqiLtojw75B5bUr66DiHHsAE0L+h4BxwK/qofJ7zvmWJEd7PAoSuwP7oeRqIeCfwFU552dTStuj5O7TlNLFOechNbVjxfknppROALoAB6aUTs85f1+xz/rAOuhFjgsArwFV0QZbAiuioOOSnPP4Gq7RIuc8Ib4uAWwSDmO9lNLjwA85527xeztgZG3yVtThbMCYnPO4+GkhpLs9gGEppY2BQ1E/KMr5QUrpAeAyYKWU0v1Ai5TS1dXlrtZe/wJ2AD4A+tXw+yT9MrYPDoO7WUpptpzzHbHv6qi9e8VviwAtcs7XheP9PXpM9Se1lHtd4EBkM2qjD3B26PLHOedhNZWrOjX8th5wUEpp6+i7CVg9KeD9BBibcx5X2LNqdVIERBsB8wDtcs631iFzZRnXQAMsfwf+kRQ0tQJOABZKGrB5Gxha08xYznl0SmkYcAjwMLI1G6SU1kR+q11K6Qvg8ZTS4ijQvSjn/ErYhw1Rf+yVc+5bm7xF36+UIef8WtKAzO3RzzswqZ7WVO6qqK+1gV+Aseh9R2NTSr8Ag5CdPwb4CRifUjo759wzZFgX2bavoj0q26El0DznPKaOcrSJ33O014JJgy6/Ax4H5gAuTSk9mXO+rNKXVCtHcc1/Ij35FtnKLlGm3VJKd+ecvyvqL861PHA1sGdsbx71+Apqw19SSpdW2JDKYxPwe2THd0IzQmOA1QmbWkN5OwGD4/g/A4sCd+acf67Y7TRkh5YCrok6WSautXmlDPH/ckDfqIda27oWeYqyLABsG3Z+gZTSz0An9C6sn4DHc86/RJk/Ak5BPrs9cGf0w6HV7VEd/BUlvtvH9ZcC2iKbMTFkWx74Kec8ENn5ddDjQgcBNwHfpJTOQj60qIsVgGFxrlNTSk/knO+Max6LfMw8cd7imMNR7PNt+IYPgUE55189mjRk3QyYH3gDOB3p6j/q0vOirlFyfHyUYSSKG7ZCg6LLA+fXdFxcdzlkL/qmlC5EscK4og/XZI9qEwX57jZx/nuAjYABKaUPkf59CSwG/DOldE3Rbyrlif93jDL0A97NOQ+LcrYA/gaMAl4COtVi/9uheOiFij7QDJiYUpo95/xLsWPUwQhgALBaUsw6phHl/jV5Or5We0b5hEIUj8I9GSnW96gjfQy0jN+a1XDsIcBjqGN+iDpmb9TB70YKvUXs27ziuJOBG5DhuhqNQO+JjM6fgHeB5VDQ9jpwRy2ynxNyDgIGA08hAzUauDKU6f/LV8PxBwPvAZ/G59W4/mFo5OGWkGlO4DY0wvQOMBQZxiuADaqdc/uQeb0ox03A7VFPK1bsty0aFbkZOdmtgftQIHkPsFXRPvF3n7jmcGQoi/N0BdaqaI/XgQvQG9E7VZPtUGS4dkDB4H6oszaL+u4Vn3fq0JdDgVeQMxpbUcZ/VOpUDcdtDtwLPBOy7YCSkN3j78TQnf9GHT8PfBt6Mmdtulvxfwfk9B9GIzsLxPZ1gc+AR4Bv4pyfowB9s9CXNYEhaNaoWbVrzI9mOzoCWwADkc59hgK8V+Ich6OlId2Q7h1T7Tyro2AU5IxeRrr/l9i2EHAjmnXYFngQ+GcN5Twhrv1LfJarrX/G9kuQvr6GdG2DaufbJ/RlB6Trlb8lYDtgfPx+GPAmcv4foD6/ZbTnpVGu91B/fBzYrZosW0X7n9QAW9QM9YUBSOfaVZPtAOBf8duc1c6zQ7RXK+BUFNA3QzOYb1TI+CKwWPX6Q4n/5ch5fRR18D1wZANs6YpRN3eFTvRFScME1Le+AK4DnkSBx/+XC9m7neP/dtHOt4TufAi8BfyM9HQkcDGyFT2Q/boc9aHhUf/DgS51yNuh4v/CBs0Z3x8E3qeantZynmbAqkAVsnMPoz7WC9mjblHu05Cd/in22yDaaJ24xjxRh83ivIchm/EcsFMt1549zr0KmgX4AngW6fzzUffXoT58P3BIPXbqMOSP1kb+bxiwR8h4LUqGFqrYf33kG/ZkUv39I9L1T6LNDiT6f7XrHRV1NS7acFyU94Ba9l8Y2YlNkO38Lur0K6S3LWK/zqEbV8X+DyF7sX8Nfe2QqLc7gIOAuerS81r0fi5kG/sgm/1j/P89sj3vVFy7GUruXkD9MMe+r1H2x5raJlX7Pg/ywYujvvQRSpo+RgnU4VEvtyCbvCiyccsgu94e+ebLKP3F4Ujvv0e+7R3UB06O67VE+rxthRx/j33mR+/7Go908Dbg2uryAysjn1kV7bwr0v8TUcx0dPzfopa6ng0lDD1QkP2/+O1cZGfuI+Kuasduh3TrwZDzaeBW9ILjBRvY1gvH344oEXwR+ZghSJc/Q33mdtQfd412uYdq8Uic55jQg+ORbf5rhY40Q/3u42jX4chu7lztHPNFfS6F4q52Fed+PeplO2SjZgMWRPb5tdCdZtQSIzaoTib3wJn9U9mgyBgdgoz6S8hxD0OGpwp1xF8lE8hQvQ+sFN//ipzmVdHh5kfTuudX6wTXRge7HBn7Y0KhH0AzCbsAZ1Uc0yzk2rhaZ1wXZcT/Qp37NhTQjERGqSsKbBaJ63asVJi4zjsoqHgTLbs5Kv7/FAVINyBjsiIysj8iB31dyHwOClo3iHOuHeXYBwWG9yHnf0Mo+unAsrFfTzQ6/mx0js/it9VRwHMDsGGcdy0UAL+FnE5hLBJy2htFJ3kWjRAciTp4ZXsth2YB5kDt/RYKrJ8FlkSBy04o8OoGvFqD3syJOmBr5OB/QnpwOzK8p1S2dcX/CyKH/of4figyvC8jo/tg1O8oyqC1bbTtjyi5mLuaLJXnP4zQmSjffSiw3QAlh7ciY9QtyvwcMi4Xo0Bg/aiPzjWUeUOUhByBZq/uQc5mEOonC0ebfRef9ZBTew44p+I89yCDuR4KaDZEAeFXwIGxz9koAV8+jr8JmD1+2xQ4M8qxWujBwKjX39VSL39C+vww6hNfIIdaJJ7/RMZ0G6Rf/waWj9/aA0vE/3+Mtvk02uXsaKe+yEC/HvXxU8j3EErm+wKHVcgzT5TvfmC+OuxTc6SLLyGdHYIc+YLx+1EoSNwu9rkdOZNmKKH8KervuPgcjvr7a1GPfZHt+TLqcLGK6x4e11wQBYBfov78GuFE69DDYnZvH5RgvhxtfgjqH8OjTY+P77chR9sGzTjuF9e5Bg1IPIZsVHcUOF6Dgoznoy0+AlaLaxeB4kvIdowN2SttQOX/iyO97hx18x5lYLEfsAayp2+gIPk5Khw4NQd6l6MBgaWRzvSL8r4asryOgp9lkR0dHW23MOqzXSvOtRPS3WWRb+kH/K0WfTkSBdM3h068jezaj/G5Luptn6ing2ppvzlQH2uPdKwvsnc/IL/2bdT9MZS6uDbymVfF9w3QINQryIdcgBKKN5Butaq43gYoiDsiZP8YeCLq+kMUoLavdkznkO2qqNdHkU4/GnVwVXyfEw3w7R91vBbqt/8Gtq84387IJ3dGo7/F0rQGJxOUOv9xtNPdyCZ/GHX/duhSu/jMjgZlRqI+8S2KNUZG+ZvXca2N0exNYZtuQIHsS8ifboOS6W2QfV8ydOh6pIsdkS0+F83+tI82vhjFQo+gUfSvox3OpNTfV5B+7Yz6yhwoEd4J2bbboiy7I3t7FfA/4OoK+TcJ+TZDdnBctPOyqJ9/HeX7EuheYZeaxz5/i3reFcUs10Ud3orszZ4oPuhWrd5mRwOtK8b3a0LW01Gy2xNYoYb6blG0R9TvLSH3F9EW1yEfth3wD6Tn/4v27o3s3y6hC1cA81fGocBt8f8xKA4qyvkPpLMPxPVejG2vID98dpRhsYrju6F+9HXIdheKKQ+NthyKbOqNSMf7RZu1bKiu1/SZJe+RSCktBpySUto8pXQk6lzbIEPeAXX6R5Ej2xUlBH1jSqlyCrw/6pSPpZTmzTnfjwzvvigQHISCw21Sef/EFsiBbYiUayLlSE6b2LYSsHNM3xLX/BRNUxXTc9sDf0GB27xxzmVCnmKUuB1yhtuhzvc/YM04vhkytOegoDgBJ+acLwHmRsZlYWQM3ow6eggFvOujoP1PKFidF9gpaSlKG+TAN0XZ8YtxjvXRaMj8SLG3j/rZLOr8vyj4GZhz7ok6xBzAcTHttxEyFs/G+W+La9wSx+0YcryAjMu2aEajKqW0W0qpdc75E2Sg1kOG7+por82ijM+jAGeZ2G9oSunFor2T7h+pQobvqqiflePaK6LRiX1SSidHu2VKfkSGsWVKaU9kfIejgPgNZCCK0efmUR9/zzmfgwz22sD2qWLddnH+lNIB0b7Xxk+/AHtH/Z0a9b4W5Yh8FdK/w2LffYD/oCClf0pp/xRrJ0PfXkLt3gU5i6FIx9uFvHeHfK8i/Vsh5/w4CtJXTCktG/LugpKY64FX4ry3IoP7r6jrH5FxXTDaYGE0Zbtz1MkQ5OSuR0FZv5DrwZRS26RlR8V9TsujwGK3aN+WyEmvAJyRUtoFjfZsHXX0XfzdN6V0AdKtN2I5zYtIr+ZFurdhfBZETnl9FOjPiYLD+ZFzmR04OqV0S0rpL0hP9kIjkEellOYNWRdK5f0/h6BBgP/GZ7O4/qEh21ooONgKLdMYjfrApShBGoECyw+jfnZHQeSqsc+Fao48R9R9FfBq0nLF1shZXooCrh9RP70WOD7n/G1K6a8p7mWpNj2/ExrNXSXq+qeQrzXS797I1m2GRuYPQ7p+bdTtFSgY2gDZjOVR0LFqnGdr5CC3RDaqL7IxByQtz7sGOcvVom7eQaNv56eUDk8pzZMnnb4fg5KHy0OuP+Sct0Q2e1sU6F+IdPx11Of/nlLas3JZTkrpT3H+9WKffqgv/wnZsR2RnZgL6d4VKDC/HNndnULePqiP/y3kmwt4KufcO3zLflGWZYoCpLhXJOd8Kepv+6D+MDrasQ0KTlO0y4IoiNgxpXRgtfZbMec8FI1OLxp1cAnq27OjZOYsZK9/DxybUlot6vBgdJ/gv6K9l41jjkXBzM8o+LkELY9qHstwDkR2agnKQai5o23miHo5HTi8sH3hd++IKvgDCvK6o0G74VFPj8U+v0N2eWvkLy6K+tg46T6Mf0Q7zJtz7p+1fOd1lJQfmirupahOLD2p7AMfIn18KeSaB9mfLeL/F6P8R6KA9nSkK+8jG/o9CloXR8uCa1t63gr5zzNSSmcgnV8LBeG7oL51YJS/C/I7fZGNn4B8+b+ing9Fvn5/pB8nxvVXQoMS41E/fQ4F2s1QYrEp6mcLZC0DeyB+Wwb5hXmRX1sHDdzMl3QPBKit74q/y6JE87I45yBkT09G+ktKqTuytZvEftsh+/JPlKxvg2b+doiypZB1jZTSsUkPcVk16mYpYNHoN78gndwb+fQXUCy3clHRsd92wO8j5roAzYgPQLboURSbNKfse+chP/szGky9Ied8D9LvJYHLUkoLpJR+h/SjKqX0SLTpTtF21yC/dQ+KEXdE9nDzqKP+yC6uBhwWy5NeQUsB/xPHdUN24Hdx7QWR3ekQcu4e5/4DWpZf5/1ydTIlWcjM+EEK3gIZl/9GhZ9NmS1+jLK/d+L3ZdBUWz9iOjcaZGMULByOgpSP4tx/Rw7zzPj+JxRQzBHH/h4p78Xx93HkdH5GxqQbGt09No7bFnXk94DF4xyroY64CTJIryNH/Q4KskejBOJ0pOi3hHxdUSC3Qsi+d1zjG+QIlqEcRfkIGd/rURByPwoAfkFZ/GPI8OyLRubvQEajSIYuRYZ9A2SknkdByRGos++LRkJ/ANaOcr2GkrjW8f1INJL8GDJKI6Nu10DK/0CUNyMj/BLlcpd54hy7I6OyXYUO7IoCyo8r6u9zZICHIaNyPjJIr6BRgtVR4rZ+lLcKBbTzRtv0QkHvXWhZx9xxfDvK2ayLoj1eQUsFPkHGqBjleR/N/vyCDPgdUV/nxv/z16DPLZHe/CXa9DA0+nZhHPMDSkT6xbn/jQKCMVH/PeK3zeN8K6P237ziGhvHuV6idIZjUCL2MOUywKuQPq1QcezdxAh/xbYboh13RkauDdKHH1A/GI8M7NIo8O6Ogqz/oT4zDAUML8exd0U9do1950P9723keG6Kuj8GOYLXUV/ZFAVrfwCeC9nWjXN/jhzsO8hoXxXt8CoyvkdH+36A9OVgpPM3hVxvI324GOnt4GibL1Ei2wkNXFyF+t0dqJ/sHu10NErY+iNnuwbS1Z+iDAuivvUKsmebU84yHIVsxBNx7MbRbm/FtYolQqsi/SqW7vSOc60ev7+D+mAV6rtvR131QgMS1UfEX0GJ6/tRzndi3yrk4DZHtmEY0v0tKZeFTeTX0/WbI137COlVMZL2bpR9H6Qz45GjbY9s1hhkAzsih9wnyrxIETNXXGNBNGMznNIOLRlt+Q6y7W1iextkOx6Nc6eo654oWLoT6du10bYZ6cbguP41qG8Pjjr/HvgzskOnoyUe46K8raNM9zDpktjriNm3ohzID/wN9f+n0MzZTkin7kF28gEUlK+AdGJDJl2edDjqywsiXb4r2qg1Sg7vQzpyZ7Tz2Sjxfgr18UvRYMN41PeaoWCwmE0ah/rPw8RSM9QPLo59vkP69V5c6200eNYn6mulivIeiALnTkjXRkR9vor0/n6kvw/Heasq5FgC6fiRyJ58g2zPV8DBFfWxCxpkq3FWgkl1aAWkMwdEPYxEtvJLysGqHVBQeTXSzwlRxkI/eiFfPzrkfYJyeUpR7tXQrHqn+D531P+gOM87SM+KJUqHIP94aHzfFwW4T6A4pDPqT6cj3WkXbTccJYxvo37ZLdr470iHr4gyv4tigdNQX10Q+cbjo0xPUi7VW5xyBmvPkPsKpEdvIl0bj5K6rZAeLIr6wFjK2d5vURyyDeWA71i0mmFonOPduM5aIcfpSD9WRvbuXhRYt0Ax0AAUIy2E9O1+lKzNifr8VnH+L+L/oj32Rn5nTLTxA9HuT0a53o76PoRYQokSmRHIP3eNax6B/PDHyHf/FOUYgWLQYnlaRvo6Mq55dLTHoiie7R6/PYj6+H3I3vRDOnUV8jE3oWT7qfh9CHDxlMTVRYXMEsSI363xeQAZkwNRhxyJgsJ7kKIOQwr2Pmrsw3LOP6aUjkLOahmk3Nsiw7sLGoEZgBx9F2Ssf0GK8gcUwP2MMu3X43onIqM3HnWOA4nZgTjnKiig6ptzPialdCxShvlRkPXnOKYlyjQ7I8U4GI3eH4uCne9yzq+nlI6hXFbQDBnaL0LeeVHHHxLn+hdy1KeGDHcjhT8ZJQZdUIcrkowiiFsQGaqHkSPqhYKWLsgBn4Mc1d2oExRB4EXIEE5AHep85LQeR85yi9h3vqizDeKae6Ap0B1iVPAh5NjnRAa8CPjmzTmvmXQDa7fYPgElKXfnnO9KerrCs7F9jawbVP8Vdf4tMogT0fTvJsiY/hmNUhSjfmfknAellLZBIz6fIwPTk/K+h85RT1sgo7MypSGcHRnSJdGI6gRgk5zzZ9VGEItR0f2ivX+kdMo7h3yPoEBtq2jbYkS2HzI4K0adr4MMcmfg3Jzzo3GN3yOD9SIKVtZDfWN0nKcq5Dwj2usSFIzvE21+WLTBEqELz4UevIAc1vMogewex+4XevBHNLr+edKTL65Doz4rxm9nI0fxWchwc7TDP5HO70w5ErcG6nftkT79GfXrfXLO3yU9cvjcnPMfYmT7fOR0N432+QIFCc/F9QeHvGOiPhZHCckolBDuhQK5YonFEsgW7Byy7Bx6NVeU+Tg0qvUn1D9eQwHpMkgXR6L+sgwKJjbLOX+ZUtoc2CbnfGRKad+Q42GUML2NEoI1or06IZ2/H+nawVH/41BwvBFaAtkx9m0e9XoxCgDXRv3qD8TSvwo9XBU4Oee8U0rpIhR4gvrgyijIGIYc94/IIc6JEoOVUTAwR7Tn7lHfKyEHui+yF/vF9mLE9pc4ZzPknNujwLMNCky2R0HB7FF/u+Wce1X2n4IYhfsvsnF3hryjkG1rg+zNDjnnkUlPRGuZcx6R9KCFIileONq5CtnO9qhftIptN6F+djqyH19GHfeN9m6bc748pXQ06i8P5pwvTnoAxUg0C7Y46otbZo3KEzpwHQpWnkL6tGXI82TUU9to6+ZIL1ZB9+gMi3PsgOzXH5F+n48GH05DQc1I1GcOQrb2yairE+OY51HguQKyCwnZ0/1jFHphZHvWiPacA9nuPyP7uR7lvRzzo34wBvnDZaI8h2Q9kOMQlLzdh3T3BtSnF0V+ZmTIPAT1gyNCxtniU4X60huoL32D9LozCvJvzjlfE/XSIceDRGoj/PG2SEfmQvqzBYopHkb9/40o+0dR5qIPDESJQUL2aULI3wKtk+9VcZ1t0Ejz/eh+tquQX7ko6mIB5GuaRZl+Qfp3I9KNZ1FweSnqvy8iGzMu5ByG7NoiIefYqK/F4jyvoj55LLLpN1AOpoyP395E9uMHpEetgaNzzg8mrVZYAj384K2U0lOorTtH2eeinNE5HOnAkygGao50YERc40TUf45CfXXdKM8Aypmg/UOWM1AfPiPnfHPYqh6Uq0V2QHalFbLpnZAtGBTl7Eq5XK4LirU+RjHkVigeaYV8+XVRjlWRzz0D6cFBKGnqEW23K/JXR0fbNYtj9kF2cVS03xjkpy5E/e4PUc8tkN04BOiR9UCZJZFeD0Z9652opzORPn6O7MzzwGNZN3PPiWK+G+J6f83VHrLTYKYkC5nZPijj3hF1nB0plXgQMp4vR+NdiZT5DSJ4iOP3RwFhW2R0Mgr45kMd7kmUIHQKheiJnGArFOh3R0Hx3cg5P4qM5/fxWQ11pAtDnvniurMhR34K5brooSH3e8gwvYyCxr2Qog9ACtscTbU9hYzyusjx9Y1jR4ZcI2LbsCjbvXGeF5BiP4k67weoA19BOeL4OnKcN0eZH6Mc0XoEGe8L0OzGQchg7I6M30Vx3q/it0Wi7BejzvhtlKkZSi5eQAHCj2hEae+4/lhiHSbq8AfEuR9BnTuhwLkXcnp7RVmviPN2BZaN42eP+rgLBSTXUq7L/QU5vy2Qc1gDGfhroz4LXdkCGYHVoiw/ICP0AXLq30T9vowcyv1Rnp9DxmYoeOgGrF/EbBW6vCMa2VkllyPpqyHd2y/a+Gykoz/H/m+EHMX1r426nBs5mcWBpeN8zZHe3hnluAAZowuQU+kb13gMOe7ulDNJ/4k6fRwFF0cjZ393tN89KGi8BSUCd6Jg+hZk+B6L43dFBruY/bsu6v45ZBSfQ7p1CJoG7hplfgXpUTEjsytKPN+NOv6Rcj13c+Twbkd69GHUxWJRvldQf++PHP1VIe+TyAmsGb/9EHW5Ghqk+JhyNOh15MAfRgEj0UYLMukNn5cgnfwi5O2CgqxiFHsUk96D87uov9dRAHcXsHf89qcof4767ots29dI//dF/fM2FNx+SLmO932kl3fH71+i/rQO5WhyIfPqUYb5UJD0YtRRRjaqa9TH88hB34X67LqoXzwC/DHOdSbqQ9uHnPeFrCOizV5DuvsK5f1ap8X/r8Rvb6Dg6UfUj46khptXUYB5MdKHdsg5n4ns8Otx/d1i35ujPdpX8yctUZsXfagv5cDEs6hPD6ScZXgW2eHbUNKzCwrmnqFM2h6K318ETojrnIVGah+nfLBAQjb3ftS/nkM6dTgKoh+NNngc9aH14/xvUt4DVNzQfVz8VgwcfRIy7YH8w2so4Ngg2vJ/sW1+FGQWs+yfRHufj/zktSiYW5lyFvgkpGPPIZvxSZT9h6ifg1Bgfm+048eUNnWOqLf3kB49G3IviwZPJsb3g+K4RdFykG+iHa5HCVLRZoegPnku6rdrof66fx0xRJuK/5dH/rtd1Mt/KWcf1oxzbYf0cBVkm0Yj3/wa6ufvx98xSM8fqGifoo+tENfpjJKFD6J+/41s8f3IRr2B+uqdyM6+gRKVvyAd3IHyYSMXoTjnKKSbhV8uEq0+yL+fRpkEn4/67uA4x0lRt58gv/AUWhnxCOV9R+8ju1HMKL+M/PB6SC+fiOPPjHoYFDL3jN/6I9t+C+qDj6P45KI41wKUA3Bvxn4vIVvwEkpo3ka2v7gJf+W4zgNxrcvjHH1QjDRb7NcWDSIfiZKg7ZAd+yeKS85BvuNkZDdGR139gGz546iP7oz8S7EKYoU4/65R9i2Qvzk62nQY5YxFj2jL9SkHsUZHO99PaQ9mRwPEo+MaO6N+0Q/ZkpGovzwU7bEGWjpNnP8roONkx9bTO7ifRglEpQNZBY2+PI5GWHsjR3QRmjF4Djmh1VFQ1qLi2K2Q8TwiGnGJUOCPKYP+y0I5OqGkoDDkZ6KO/FI05p1oxGQfZPCuRg6kFQoQrmLS+xfmCGW/FY0KvED51JyeqMMORk744FC0OyoU7dw45qVQ9hMpE5ExKJgo1vd9F9e+ChmTjaPOvkUGZTgKLJohI7UQ6oyDUYd5Bxm4h+L81yMjX9xQexLqLHci59cMGa+rkAFqjYx8b2RcfkLGqSsKMq9GowUvR11siYLMMyhvzF0KGYpXKYOftSiTlsOR4XsfBb4XoY64NApCv0KBUZ84zz+Q7uwTMvSg7IiLI11oXxFg7IOM1DZRB/ug4KQ/SnqKuhlLOc1djPhn5Ei/oOIm4go9PBQZzf2RgTg8jn8bOanv0axZKxTwZmQAn0XJwPcoQbmHak8PonRexdKNT5CeFUHlciHb6yh42zTa7UIqljChwKxVyPFEbDuDcjTuDmRAC7nvivr4ARn6z1ECNA4F0G+hwHsApdPdIdr3a9QvL0P97eFog5uQ834wtj2H9GtfpKv7AouGbMXSjquRPm8R9XQo0v1+qM+8i5zrO0g3nkJ6+HHU8ctoxO9G1A8XRYHgYEobsVeUtUgCD6J8gsbOUc/3IcczD7JFN8R+5yPdL5Y3HBftswPStRfi+mtEXXwQbbV8tMVPqN/fgmYRi2T7UKR766Ig9M2ouw2JpRLVgs9myEm+iBzi30Lm4ubI96Od/xffb4tz9kKB+amx/cyoq03i+zmxz/D4+0DINwrZkUcpn/z0blzjlTj2UsqHTVxEDU/8if2OiLZaHNmYnsj2b4SCq0dRUHgtsGoccz3l0qgNkDOeH+nY9agvfYb0tgrpy+PILj1CmQx9hOzrrZS614VyEGb2im33MumN+jU9wehKZJs+QPb5g2j/YinPh8BDFft3rPi/CJjWRbr3IupbfZB+boTs++g414nRhmvF73ciO3FVlO9LNEJ8JeVM+BdoIGzF+H4T0r0PUX+9htIH/Yz8Sts4zw2E/6qws8NQ4LZa1PkYZI/XQknG+0jHX0Q2+kjkv/oie/kB6ovFEwGXQsHb8fF9HeIm5hrqeoWQvVhatjrwVvx/AfKhfYELY9s2yN68hAYBP0F98eWQYQzS68Fx3DLI5i6KZlGWQf1sMcrlaO+hkekL43wnI997dZR7m7j2HMjndEP9dHtkI4olnJvENXtEe32DbMnTKKa5CNm0k9EM232oz4yLsvSK+t8S2cB5KBPhG4A/x3X+THmvxhFI/99A/eMylOCtgWxAkXD/J+Q+Gtnga+IcxyP9e4IyGRyE/EfhR4+M6/4x6qV4AltfpB+bxvffof54cZTrD6g/LxfnPybqfidkmz9HPmWXaMOfQt51Yvs3KIH/BQ2qnBfH9ECDyinq6i5kozdF9rywD+8i3T8j5BmG+srnca0P4vyjke3oixKzk1D/fxP1g1+iHi5DSWLvaMd7kJ16ItpuDPI1i8a5N5uiGHt6B/lN/eHX62EPjr97IUM/MBTxdBRsH4ec0avIoCU0NdYqzjE7CmqOQcbrOuT07qQMFM6nvJ/h76EUj6Kg7npkSD4J5TkMBc6d41zXoABsSbQUB8pMuhPqPD8h41SssRwYyvUqCsQ+RiMHF4RSFyPFhZN+FjmJE0P2AXHO9ZGBOQU58LWQM700rrVLKO/oUOqd4rxroo70z6i/HpT3d5wa1700lPwQZCwOiWt/EOdojozF06H0/ZBzuxwZgPHIsT4VddALdchfUKC3a9Tx5ciJ/Q0Zh1tRkLhstNGAaL/3kdHYKM53ETLOZyCHVdxjsXmU9Stg5di2HzJ0t6EAuzuTPgWsCLbmibb4PK7xFkoGR6Fgo2+03UTk+N4LObtF2y1Vgz6vFvvOFnX4KTKit6CRsWFRrx9FXTxEGbwPR0bmMRQ07oISv79X9hXkdN5AgeRl0bZfxvFHh3xFUnQNGq28EenNKtXkXQI5wgOibedCxm0CcqBfIGO8PUrUu6J+0QMFZochnR6BZlVWQAHTy9Gu56LA/7iQ+Qg0mvpPFJwdj3R5EJoRWqSiDQcj/fg70rVNor4uQX24CPwGR3nnQaNSn6Bg8AcUtN6DjP7QKFt35CS6ouB9sajLj1GA+i7qa73iuHfRjOODqP23Q/3s7aizg4G9KoKTq6I+j0PJz8EVbbcq5RKsC5DjeJ5Sd89EfekZlEi0CPm/R329cORPoeDkQuKpdNXatQimdkGDKt9F+XLU2xhkX8dEmRdDgeJH0a7bV5zrxGiHY5BjfzTqsg3ql1Wo3w5Ednsw0oHfR7tWAafFue5BunpftFf1x2V2jGt0Qfr8aLTToKi3jZDj74j0/HkUgN2LAqq/IdvxfNTPmXGtMZSPLh2K+uSQkHmx+O0TNAP6DKVNL9ZOLxC/F8llW+STPiNmoSrauBPyS2sgm3YXssGHIZs0MNrhCBSMVqEbPivP8XcUwFyF7M69aJb4VaTTo+Lcy0b5X0D6/imyZ5fEdZ9H/XB4tG8xGHIW0oe+yGZtgWbJTo967UU5S3MXst/D0QM/iPIVT8pZCvnslZHufolGqS9HtmlCtOmLyCb9RPnEnMFRroWRTn+B+tYVlAM/a0c5ZmtAPHFrXHcxNLD0AOo3ByNf8Hpc41A00HIF5TK815HejkX+rTey/WOjXueN9nov2uZ2Sn1IUc+XIP3rE2XfBdmWm6K+76qQdZWoq3ORf90e+CR++xfS/UuQnn4KHBC/vYT626Uo4StmxvaO8rdD/fALysefno5m5eaJMh+D/O8pSP/ORbrZASUugynt22eoDx1COYNX6N4WUdYrkY85MepuHOVyrBWRD/gZ2Z65kL48guz4AShY/jLq+m9RniWR7pwd35eN/faiYhYT2ePrkK7+C/mW15HNPAcNPt4a27qgvvVcHPtIlG95ZGtnQ3Z5KAr+R6O44MQ4plu061dIN4Yhvf0w2vdqZG9/h+zfSXH+l6Jsd1Lei7cnsoeDY5+/oOTiNSoezU4jH3VcY7+Y3oH+tPqg4PIh1Hl7I+d9XTTeaNR5z6W8qa941OpRyMG/jkZu/oWM1H3R4I8gJ1BM4c9bcc35iUeYosBoIHLMNyIH/yMVTgIFSr3jmMLRXBRK8jAyNDsiY/ok6oTDCeOBOuI7oegpPr9HHf0oZIjPRUb8STRScwwKHB5FBnXuOMcYFIStEfL0Qk7mAhSgXYOM14Fx/r4h6xHI0D2IOs/nlKMT+yIndWxc6zM0Epgop86/jQ7wflyvOxqpGxB1eBhy+qcjo3RvXL8lCnoHIEPzuzjvusggH4kC1udQh1wvZGqHAsj1UBBxHjKYeyJD2Dmu+16c40/IWS4d8t5A+UjXrZGTuQ4ZqS2Rjpwa2wagpOciZPTGosTl7ij3XfH/O5SJaE2PmJwfGYWXUbDWEwUODyKn9UHUwbOU9yL0i3beJvY7Pc61O+VUa0KGuy/SzbEogC9GPL+PbWOQA/qJcgR6iZD9BJQIL00YKJRQFtPxi6Nk5P049/vIwa0RddacMtF4Ful9sZyhH3IKX6H+1hslg8dRrhmdB40wPhJ1e0Fc+2PUdwcC64RcZ1MulSkC9cWRI7yc8rGQFyI9uwD1j8tCluuQwb4RGffLifXsca6DUF8pRgm3IO6piO9bRT2fHN+7oj5SLBP6Mq6zG+W7UYo2uiDq7l+oj3WIujsNOfgn43NilL8P0t2+qO8+QOnYvop63jDKPxAFtZ2jbEtV07+1o952RTo/BPg8fnsz2q4v0tPuKCh9DCUUayOHnSgfQrBYXPN71Pc2oLzx9g2kcxPj+3nIqfZFTvQKpCe/UCY3C1EuIaup/3RADv/bqOOFUX/sg/SmWEp4IAp+Vo22fjQ+/0QByl2UA0SPo347ImS5D+nMBBQc/BMFBV9SBsjHoESkuKn2iDjfMvF9n2jfypuit0a68B/Kx3l+hXxSD0o9fwv1ux2R/VmKMonYBQXx66JAYxCyTUOijfrE9+fjOptE2Q6Isj0XbbQZ8mOXouDrgThud5QE/h6NaPdAiXh3pAdjKB+C8V3I3ynk+gaNoBeyHob0+1Nkb7oh3SwS32FxzR+Qf++L7NXDlE9w+jxkewMNjq0X7Ve8o+bPIVeH6rpSYReLwaG/oP70OdLHHsgff4/66vCov5/jeqOj7D0pZ6K/RQM/z0a9fhXnWTXab9u41s1R53Ogvn1KlPeUuP7XURd9kV2/GenPBci374j60YVo5HkByvsnRiE7ciLSybOiva9FurNW7Pdo1O15aH3+3aiPvIf85ftIB++MOj80ynBGnHdVlIiOQqP7m0dZd0b299Oo+2KG4cOom+JdDYugQL4f8mVfIp1ZHPXjb0Puv6P++BjlI+MXQEl7H0of/WnU126UN4EvHfV7C5O+C2q2iv8vi7aciPrfcSiu+IpyMK+w8xdX/H8SavsXQ77jos1OQv7r+yjD/Ki//kS5KuQV1L/2Qv3pAmS3To12WCLk/oqICav58W6oz10Ybfodsh9FAt2CKXh3xCR9ZHoH+E3xqV45ochPR+UORRlZD2RA70ROoG8o8dfIAZyPgslnUSc8BhnQF5DheRUZi9WQkd4bBRILVly3mJZcLs5dGNLPUQa7EXL6+8T+O6Mg83UUZJwaynsu6oifhzIMoszIXwtF3AgZ914oYUio0x6DjMeblE8LejIU72v0NliQQfkEGbaPo3z9kSFfL5T+K+QE7ohrHYiM1w2oQzyAgqGVUZC7D+rkvSjvP7gQBb1fUE75bRH1fT3waOx3BeVNykOQIemOgpCnoo0Oi+MfR9PWi0Y5uyLD2j7q8UHkOM9DQUY/4IsadKQDShaKZUOjkCN6ExmBEVHfX8f2liiAPAUlHR/Ffl1RQPkQMsLDkK4MRoFjMeIzAgUaa4ac7yKjtAIVa+dDvtUJYxjfD0CjiddRPtFiTHzmoZyO/ZnyaTrt47yLIB1rw6RL99oh4/hy1FkxEvwSCvZvizK+hAzjq1EHzVEgMD8y3keg/vVhXPddFOSPpnzXxH9QwDM8ZHkMOaRLKW8K+zGu+STSuYFI19ZD/WpOFKh8Fuf8nnJt7fiQ8yzKe3gOQ/38c2IqF+l9t2jHc+OYD+PalyKdvCZ+uxT1z3dQX9kIOaSPUf/YAgWGDxMj7pTJxPZEcFtR35vFcb/EsUsiJ13Myg1Bzvvk2HY7clL7hzyFs/p31PEFyGmOIR5RHL8fG+UegIKbgWhUdg40ojaccjnjY6i/3h/HVpd53qjHAVHP+yEd+zba5pGoswmon5yIArtnoh1bMOm7HIqR9feRMy5GPzug/jI0ztOb8hGid8b2EZTvTukTZViYiuV5FdfZI2TdJq65ZLTTB1Ef56Og4jCkT1cgHV6C8mlIt6J+/RFKyt6I7z9E3b8Y9d4X2arXKJfhbUf58IvZUdD8bez7fHxfLq7/LdK1L4AlQ/45kT3/CCXrfaJeno7rFzObn6D+fXfU0xcoeWtFOTP9D2S7V4g2XCv2K2zF4lGPfZEtuAoNKi0ebXsh0rc+SDdfQoHRCshuDI0ypShvFdLxNZBNHIL0pz8KDO8mnqrHpANxa0ddFMnRG5QPE/gJ+ZuvUf8qBr96R31/j4LZFNccT7nspQNKZLpGm71JtZnUWuKKf0R9nxHleRbp7XeU71h4Jz5bonhhVOzbN8oxBvWN/pS6/Smy72eigK9ILD+IfZ5BAzed4xxXoaDz5Gjzh1CsUSzNeQvp4SCk9/dSztgVqxDuQaPbj0Rb3oDs+WhkY5ZCPu2PyAZfh+zFrlH3pyL/sUPI/7uQ52hk84rlcX9GNuPwOO7KaPvzUfB/ffz+HOX9msWM2wIopjoC2abxKAapQn2xJYoxvoxzbxn7XRfyN4/yjkQ2rXhq1NZR/ztVtG0L5AeKJW8tkc4fgGxBr5D3VaRfH1E+BevbqMMr4tiLUf89DenHJ8hf7YuSlV7x/Qk0c7IA6t+tUD/si3TyP6gfXUZp05qhfngGstXt4/jRxEt6oyyJcmZ1AxSjvI/ijBpf3DpFMff0Dvqb+hMV+tdQ+LejEY+P/x8Opf53RSA1NzKiV6IOWqx37ByKNByN0j1C+UjXo1FnK0Yt1kKBQfG42FVRoHI+MnDfUM5E/AF1uNtRgLsU5dTYB2gmYfXYpxjxGoMCpmJZUF9kEN9AznKx2P5xKE8r5NS+j/M+Hcp+R5TlGNTpPkKdbrOQ+SnkpF5DCdPaKGh5AhmyIZQ3Y12DDOveaHr25yjnoqgjDkOJUjsUUDwXHWD9uO71qBN9hQzi0ZQvUPkEGcYn0bTlSyFz8Zi709HTIUDLxHZDRvLfcexmUfbuqCOuEXX9AdKP3VDwuAlyBrMhQ1CM+pyKnPceqBP/Axn2FpTO+B40wrJAbOuFnEgfyjeP7oIM/wA0Gnh4yFUY5oepdqNd/H94nOd5ylGHNZBO/Uh5g2gxa/AyCnQGRBs/Rrn8oTWaCn6ZWI9doaNzRVmuQc5xU2SkRyEduw4lY4PQU2WKYw9E+tQCGelH4jp7hdwnRdk/ifocTXkj6+JRlj7R1hNDhgti30Fx3OfI8S8f7XkM6qOFA9kz2vzFaIdDUaCxMNKnXSnXB5+HgtY9UFCxTOzbH+njRcjZ3x91+kmc9/6Q7UMU/NyNgvprkZO7Nc5/QMhSJBNHIudfLGNZh3JJyYnRrkV970s5e7RWlO1V1D93Rv1xANK/+5Dut4/rfYv6xmNxvg9Q0JeQM34SOb49o36LoPzaaJNDor72RCORbZg06P9DlPkqSju0TtRdjjotEp2fkT53RLbjyyhnUQfNokzLo37632jrkZRvOu+JHO9pca2xKIFaOq7zcpzzzKjLsylne5ZC9nsZ1PbFDMZHSDcOizp6McryA+Uo6B+jXYoHD+wT578f6eHrKMFoi2zc+Ng2W8j7C+orCyM7MgzN9myGAqPn43yPR/3sHe23f5xzbdTuxQzLsnHtvZFvGEj5iNufkP2dDdnfMWjUvC3qV/shX/cE8nvzIHvXO65xP+rvPyCbfivyD21R0PFG1NctaFblC6QHQ+O4HVDfvQMFPEug5OHt+L4k6sePxz4fUD5d6QTkb09GOtsF6XMxkLIx0ptNKV9w+b84/7WoDywaZfwU6WGxDO1llAhegvrToSHzvhX6PAfxpMIGxBDNQ/7dkD4vg/RxPAren4/r3Ey5ZPMHZJ+/Q4HhN8iHj4u22hnZy2KQbSWkd1ehPn8Osv29ke/6M4oztkd99e9RD5+i2YcWlEH4TXGOrZGPH4Ls8bwoIb0KJX3XI50+HtmRIqG4Fvn/XdESqctQMrc08nV9okwvoAB8z7ju6pRvq94f2aPPUDx0ZdTXj8iGDaacHb6QMjHenXJFxW5R5sIv7YZs1g8onmqB/NZNaCZ3Kcr7rtaMc18b1zuWMpnekmr3wiA7U6kfs1MOBIxA8UEn5N/GIXv7NvL5CyAbcBuadbgC2YCTiEerIh3aD/mZ30VZ14x6OhH1q4MpBwDXjjq/jfJe2UUoH2P7INKRrUOWUcT9ULFvS2SDzog2L+LCqTILMUndTe9AvwkSh3WQ0Tg9lDkh5/wtMiSXUD53+iHUCX8MBa0M3joj4/AhclDPxPZiZL4w8vuigP1jZMA3R0bkmVDg7UOBBiJH+Q0yzu8S69RQoLMycfNdbNsNdax+lNNxT4eS/S++v4E68cfI6P6O8vFuCyHHcBUyBq9QJgbDkVNqgzrUFZQvURlOOVq7GuXo+WWUQe7+qGPfFL/9O87xr+gAj0b5vwpFXpbyZSk7Rln/hTrhm8jwv40cyAlRR4OQQekVZXoh2vAeFOy9jzrIOahjvoaMUWHQ9qN8s+4PyOl+GDKvH23VPeq0WKO4EDJK10U9FGs5q4Cto+x/D5mWpRwlWAY5ygdRYPxW1HtfyoDqwihrn9h+GTJK66Pgf0Bcv/ps2trIcBZJ68vAw/H/mpRPfLoVOfvHUSAzLn77EBnxw1Cy+iBysH+pkH8zpFc3RF0XoyxtkB5OjHLcRvm87OfRaMohKDhbDgUN9yE9K5bm7U75tIqlkb5+jvre4Sg5OADp+hVRR99GmU5HfWkU6tNPx/n/SPm25weQ8e2AdG1RyvcOVMpxBPCf+P865CDuRMHJwmiw4euQ86sod+HsiiD5FeQUH4p6LPTuoSjTEPSYSihHsnZGQXPRfsdE/fdBOn0M0uG3Uf/4AulX8e6C7dGjC0HB83co4Jo72ulqlHR3Qv31W6Qjy6KAoFgG+CfkKJ+N/TYO+YqRyjfi2ufG9YvZjkqb+DvUP4dQBvbPISf3eFxrRPz+FAoqN6FcVnUPcrbFiGsH1B9HoQDzeaS736DE4rCQZQAKQP4dcr6D+s2+se/PxDKVan3nUtT3LiHu84i6+zzqYXsUACyE7F8fSmfbDNmRDZD+zols16tIT4ZHHQxHOjEO6W6L2H8M6i/7IPvTl/Lm5pWi3p6pkHVXpJeHUt4gmlCfeZtyKcZjyCZvEnU+LuRZKdrhqKj/tVHg+RYKBHeL86+Pko5TkV8ZGbIOQv35X9EGP6I+ti2aAXw3yvUAsrvdkQ3+NurwOpTUnBl1t2PUywch56FIv25A9n4I0uVT4zwroCDwDhR8LR1yDkTJa6fY733UJ8+kfJjGF6jf3ozsw+/iGp8i3Sj87MZRtm3jcwW1jM5SDgqmirY4O647R3y/D9nG7kg3H4trfBP1mqP89yC9/RTp3XHIbtR08/yKKEB+l1IX/xHtc1q031tI186IOi5Grg9CCeoLIePzyK5thfT0E+QnLkF243ZkZz+K9j4LBcl/QD6+mBHuEDI9h+zDjlGm+ygfCnAECuRvRvawHxo8Gh5tvXPI8i9ku/ZD9vzyaIe343q3o77/e0rb/UycYyhKjhdAejQM9fFtkO+7B+nNRZRP0nuLcrDhcmSXW9fS5vvFtVZA/XizkPEnpEfvUc5qPITsXzfKpUJ/jW2nUS7fXCVkKGKqRZG9OzPK8CDy0UtGHR2BYofxlE/hWraiLvaKNupFOQNzbbTB85SPCi+WT56MdGedpoy7m/EbIqW0FVKoVqhhdqLMymenXDLxNRrt+x4px41orXdOKW0Zb+uciNbCL4lGFJ+JN7d2RI3/UDwz/WikAG/Gec5GzuMqFOhdiTrlMcjI34uc7RnAfimlM5HSfphz/jqltFVKqUvO+S4UOMyDRkdboiRlcaTElyIlXQmt734BKd242GePKOeKyJB8GOf6Mc41F1L6KuRIOiODOBA4KJ5PflnIfQAa6ekWdfxe1EEnlDQcjALCh5ESj0edeQ7kQFPOeX1kHI9EQdI5ce5W0Q7tow63QAFsQgbm56jfN9AI5VrR3H9DjmhFZDB2R530WOC4nPPNyPEtjWZBlsw5r4Qy+rPR86w3RQ68KzIaOeplc5TZHxptMA6YJ6W0AHLOu+ScewNLpZQWyjl/iox4u5Dr8miXeZFhWgYZmQ+iLceg4OUa5Fz+ip4N/10uvJZYBBmCBYEF4hn4G6C3hL5BGezMjxzYEpRv3m5G+WSsA6Pu/o0Mz74554fiOn9Cjqgz5ftRlow6fQONXA9BQcoywO455x0p19VuhhzGj3HdO6IOn0gpHRTneBD1v3WRHi6EnNMioSvnUD584G1knFdGAeSbKBE/Fo1ez4WSvpXQCHtV1N8GKIC+FCUGR6N1+xPi7aRfAYunlB4Imc9GffEXlCCMpHy88c7IuSYUBBWj70ugJGC1uP78sW3V0Jk3gD+nlHbIOd+AAtYdibXcKaXOsd/6qJ/MiZzqvMi5fIT0fUTUC9EOe6eUbkW6NRtaBvIT6nefIN0/LGQfCzwQ+vlc/L4qGnl8DPXdXaO8tyNdujvq8RTKt6y/V/Gekp3i/TPjc87nUz5OcCRa3vVSyHImsiGtKGfKqtBNnN2y3mz+PfB0tMNBaLT5+2ifG1CQ2DJkOAkFqEXSOD+yYRkFE3eGLjyNgkpSSh1SvC0853xk6MRmwHIppZY55x5Rj+uihwwMyDl/h+z0RODReKNwRjq7PrLjmyBf8h7yAQNCzmbIfvdCNuxMFNj0iWP+HNfvBnwT7w7phQKy2VNKx4WsdyP/tBSQ490Wv0e6uSLS751R4D4bsgn/pbwpfXTOeWzO+RIUtA9DCWSR3H2GbPEpyN5tHvsUy2Xbhn7sigY9WqFg7CxkV7tFnW+AbPiL0e4/o/62Gerbd2W9PXwByrXn8yHd7I/6/WpIL59FNmN3tCyjDwpE10T6NG+0y/qUAzPLIZ26GvXN+eNTJHJn5pyLGfoP4hpHp5R2DB/5F2QHjwWuz5O+6fz/qdi+VfjC06PsR0c77YvsfW/Kx9vejtp7COXToZaJtuqH7N4yaCBwS8p38VRe96P4/cGQewHU5s3RINmwON+8UccH55xPQn1nHaTD81M+TGZllLgMRX1pj2iP5SmXwLSNaxyCbNKmlPfy/RiybIxsaxvUfgeidtsGJWVzIF17kfJ9RnehPjM26q0t0qUuKE7bBfmln1EQfwDS/7Xi/3+mlG5B7T8RtfudyGZORPb690in70bxzi3Ij22N/MrCUa+nI51bEvmy/6fibc63oP59KYrZ/hbXGRW/jwAeSCntGfV7FLJHq6SU1kB95QHgvay30Wfk329BNvwQysG/Q0OeDaKuuiDbUYXsxo3I9t8OjAs/thayd0OAc3LOTyMb8CKyPb9QvnT0jIhPzwCuzDm/TlPSlFnKtPygDvw2yljnQ0HwLZRvhx2IDM1/kbJ8ghR4e8rs7ShkJM5HirkWMviDkeO4kPJGuE2QE108rp0oM8kHKN8M/ThylIdQvhDoatQh70NBRjECVYyUfo0c0eJIaX6OzyjKt+q2RwZxdFy/eZzzNBSQvYaM8BaUz+q+Bxnjc9Aozn+Rg7iDcgTh0ijvW3FMERhcgpza6DhPTzS6cC+aFh1LuRb7acp7LL4iHq0XZTwRKf4+UcYLUUKyQLTXLcjRvY4cXA/KFx7NF3X0fdThLijB6YQCqaeQAfgk9l+acqR4a2QAe0Wb3IaM1iYh50MhX0c0onNntE8P5ESKG2KL0Ydto47+h4LSw6M+ByCdKxz3C1G3Y6LOX0LB2ilRz6dR6l9NN4auiXTxQGSE/4RG38ZTPurzSOTEh0X7fE+5XOMNpGNPRNk6VJy7U7TF8tFe31A+peinaLshlI9V/QBYvZp8rdAszdNIl7amfMnWh1EnFyFn9GbUxUnIAP8prjUOBaXfxrH/oXzsXfeQa3S098JoFPuuqM/ro2yPRZ2PQaPLyxNvJ6+Q9dLYpxflCOl3lDf9DYwynBplHhJl+yXqdCPKR8eOjLK8GmU/KWQ+Ejn1YunWnpQzIYdEnV4U9fZSlPcS1Kc+RwHeOah/F3pxHOXNdUVCfkT8tnXU68eoT/VGyeqlcb5l0HrchdBMzluUD0e4BPW3IVGPxazJgsiR7YKc6btoJPMzZHOKGa0rkJ6Nonw7c0IBTVWUsyhD8bctso+voIGEDVBC+CpKrC+K8mQUmBxPOdJXhYKcnaLdXkcj1L+rqIuHKZetnoAC/SPR4Ms/kA2Yn/JRuIfGPrsg+79wZV9EtvYrpMtFYHoKsknfUy5v6YJswg1xrlWjng+s0L+H43zbxfeNUL84tmKfjpQ3gX4e7fQU0s3XkG0cgHT3PcoZ3CuJJ5JVnGvpkPNNypd7jop2HI18ylZIrw6L8zyHbPoWcY7NkM3dBtnf20Oe7pTLPor+sQXqHwcjO9KXcmS+kPfraNeHkO2ufGv3PsjOfBif99Do8KmUtmhstNurTPoG9XeivndHiVePirbcLb4XfXIuQtdrsLepou33jzp5Co2snxZ19lPU44/R3m9RDhCNCrkvQv7tfaQf38Tn1OrXq/i/WcW1D0VJcD+k67shn/ZutMW7lE+42gP1k51QojY3srv3RX09jwb8XkT2YXmkn9ciPzcnsjcrIp9+OfHYYcr7Z25B/ud01O92QcuYHkW+77PYlpDNuC7a+CekCy+HzD/F73+Oz6IV5W+LBl4GUz4mvSrq9G6kvx9FfayPfO99wH8rznFutFFhy1qjfvNXlPjX1u4tK/5/mvIphf0pb3geTNnnixnbg5FNuB352s8oH7m/AFrSOD+yW/cju7pSlLOYqSyS/fficyoa2Nsh2vFTZBv7Ib3YG/mO3dDM4+zRxvsim/51tPN3VHviW5PF39Mj6J/qhSjfSvhSRYf8R3SAC0IxiiUup1DeSPMkGt1JxDRWLgOO99AU0rrIgP4AXB6/7wysFv/fHvstFt/vR0blTcr12YWT3I3yZUF7IaNdPI7yKOQs1gy5Bsc1h4RSfIZmIJ6N8z+NjNXtcf6DUXD8MJqaPDeOfQMZ4Y+QMd0CJQ4fUd70tW8o9NtoBLwKBeNvoaC4V8hfGeSNinOvhJxRNxSozIs6yxtRh5/H/ydWtNe/UNJVXP9/yEgfhDrtqcgIb0n5iMHHKB+9+WX8vQkZiLOiLnegvAdlFJoS3CrKMQA5m+2Qwbok2maVuOZ3lDduPoScx36Uj1i7tMLRrBntOx8KrL6P9uqKHOdY5KiHR13eHecfGXXzZ2Qc3qJs/0qHsm/U8x5IP9eMNjsbOaZrQ8bBUe8roIDsOeTMnog62h8Fe6si/V866rF4tG0x4nkh0ttHKNepj6d8QsvtlC/VOZJYO17hbD9DgcoApKv7o6DqYaQDX0Xb9qJ8f8Aucf6fkN7shgzgT5QvaLwKTfVm1F92R/12/6jHO6MeL6B8tG/R7x+LurmecmDgHcqneF0e1xgV5zwJ6ekeKOB/EgUzl4Scn0Qb9EXJxbGovzyA9OQXyqfA/B0luh3j/xuj3p6nvDn+TDT6Oo7y+feXI2dbhZzhS5RLQSqDzbVQ//13RRs8G+33dRz7CdKDI2OfjeKYVeI6/ZCDPQAFIFdS3hMwd8h9RdTDfChY6IcGEEZEma5DwV/PaKOX0cjkEqjfvkis2Y7zFsnEPFEHvdG6+/UoA6ZuSOfeptS/Qylvtt4VJVZfoNG24mbkLaO9/ohGHXdBwc91qM8+gfrL/5AurBByvk75grhlQv7D4rhnQo7lke4OCbl7UerIGKSzP8Uxo5GefY10pFjqdhgxYxX1t29s3zDKeASTPvigmNnsghLuIciWvoLs3pC4xmfRfg+jflAZmCe0zOcd5Eu+QXq+OQpQxiCdOBLZxVYh4+0hT9FeF6Akf06U4NyC+sGxKEA6BQU0h0V9bhRl7BX7jo56eziu9d845zKUg2jbo77UE9m8m5D97BvyvoiSwD/HNb6K8h+M/PmqyLe9F3V3Fwo2iyUhZ4ZMWzYgnpg7rnkZ5eDNzVFfr0c530NJz73xfy80kNMryvsy6r+fUD7Ksz/xMABqeCBA0UdQotAT2dz+yJb/Dtn8J+KcK6Pk/aGQ6S+ovxwb9dEKJfR3on7yLkp87qZ878kBKHZYskJfDkU6cS1wfmy/Denel0gnb0d6lJD/vQX5j8+QLWqG+mM3pDeDUMI8AtnoQ5CvfIJyYLbQgxahC98ju7xjyDwM9c1bkc3sgWzLtchXr0l5I/IgygfYFEvSdqmhnZdDfqloi5YoNhkS172X8v6elyrq4Xpky4vH5e6JYrdPmfSxsbugGGRjpLvLomRtLaSvK6C452XKpfgHxbXmi3O0iGOXR/HeiWgm/wakGztEfb1CeX/MkkhfigGWJk0icv6NJBJRWQsiw38vMr6rUL6h8y0UqL9O+fbTXtEhDkaB5RJo5G5/FMS+Tvlm5a2R83sXdcx+yAgeFUrWi/IRbEuGYo8B7gjZLkFByDuog10TDX86yphnRx26Z+xbrKMcizrNzaizHoIM90fx23GoIz2GOtaOoWBFxziB8tF7e6Pg9D/I2BROcSMUxL2NDMWFqJP/Exn7IhD8LMq2FXL4LyFjNCDKvm5FWywZ+99I+ar2u1GnmS2U/1k0e/QB6oADkLEZiQKcQ1DHPhElM/9DAdbZUUerxDn3i79fIUd1epSlBzI+KyPHcEHU4Tqos22KnN+caLT/Q2QMjosydEcJ36Wo3ZetKN+BKADYKn57Ksr5DQp4Pog6fwbpz/Bo3xVDvneQbm5Sgx4fQfmSr7eRkZkfObavkbOoQobz33H+q9GI8zyUL+xaGRnW3UKeXQqDjQxoMarRPeq/+P0DypmNFymfflUkUA8iY9eC8q2tr8exW0Vb9UP9cedom2JZ1VdIXzdAfWs85ZrOa+LaI6N830d79aNMDp5BjnbOkP+maLciwChurlsW9ZHnUXBxUpy3cIwbI2dwAeV67dNQ8r0GCoxeonw77D4hW4562TX264iSnS1DxkejTuaJtpo95LoPuDGufRlyRq+iwPMX1O/mj7KdhOxV4Zh3RA71WjSCn5DNGogCg2uiPrrEue9AgwFLIof1+7juLsgZbYH0b9Oon2K2ZHYmvbG6bdRxrzjvW2iA4inKxyD+iAKLnSjv03kG2c8tUN9YJc7XDNnM4vvyUe9DQp6rUTD+OLKdA1A/H4sSgCKxPxvZuGUqZF0jzrNRxbaEbMT/Qv6nUGL0SbTpvWhEtTnS73mR830u5F4u2rw30t+fkL8YFPK8jPpYkQD3iHrpihKeR1CgNxANDDyL9OXoOHYkcGjIuh7qE9dHGy8Z8h+D9PsF5Ju+DNmeiTq7DfXfdVDgWPnEwDkobd3W0Sb9KB82Uswkjqec+T0ojt2b8sWHZ0Q7P490oiXS76uifZaq6HNvI1/0HOWL4b5AfmAEsHO19tmCcnDreWQTNqJ8wVaxjGMkcEmF/foj5csfr6Rct74Y5Uu2LkADUkVgtzVq84Wq29zKYAvZu1eirr9Afeh/lC/7K5aPHITsY47vP0Y9/oLs/fCog/tRn3yIihd2VtjLJ6I9dos6aR11uyIKEF+gfMzo2pSPUW6N+vAYZDP+GfX/fLTZCcgfFoNxryMbdzflTfn7IBvTOeTZgzIgvQ/FHg8jXToE9Z9OaFDnSeRzPkB6Nhca6Pk0fj+GckDgctQ3TkL9Ym3KwbjXUUz1DbK7zaL9fqDUrVWQ/h5H+T6ie5HOzUV5/8kjSDcGoX5+XJT5Q8pBkqKd10V6+Tawd2xrjXTxeNRP3kIDzN9F+36KbMWxlE+6Kl6yuz/lbHvlSzvnprwPtJi1+I7yaaHNkT1/P+R+HQ3ONqvoJ5shvV8J2YgjKZckvojswerFNSvLOc3i7+mdAEy1gqjBqihfCHQ8ytJfCGW/hfKtrU8j470HyvL2pXzh3APA2/F/T+Q0LkcBcEfU+YtR5GIN4e3REYaHsnVGBn5wNHR3ZPQq39L5e9Qpl0MObDlkcL6I/d+L831N+Xbld5BBWQEZoF8oHxN4Kho5uR+NBFwdylkcsxEKfi9EHehPKFi6i9IYVKEA4T7UmdcPWZ5Cgd0HKHk6CzmTXZChL6bPdoo6+Ud8DkYBSjtk9N5AhqoPMiw7Iqc1JmT8KepzBHLgl6HgZLtox7dRYFEEjHfEdeZDgdlg1BnfQp3u6yjP+shRv4Kc38HIMdyIHEYvZIBeRh20SCb+hAx8YdCWQkHkRGSoLos6PQM5xMykbzA9C826/ISSrfYh73nA/NU7PAq0LkYG7UjKpVO3xm/XojYvHFZ7ZJB+RoH6/Ci4uITSoByJ+sEDlI++3DaOOQLpThHMXo4MeJ+oh9dQsLt7nGteFBgXjvukaKfXkd41Q0vFhiHdWiTaaARycCtRPl2oWHo3APXZz9Co97pR7uNQYLAgCmDfRP2hGLlaAI0EfYeMdG/KAYOOaPblE8pg7WSkw5ciw1tMkxdJfpHADIo6uATpwwtx/Jqoj2fUh06Lur8Q2CP22Rcl1+2jjj9CwdoJcc2HUCK2EHJY16E+c12Uvz1l8vwMSvp7RrvcSflujSeRXnwcZf4c2b+1KIOG2SsCvCKZaB91VTxTvWuU8fdMqocHoWSrLQoK3oi6ewH11SGoL1ahQHlIXKc9CmiuRkHKrchOFbJ9FDI/jpKCTqi/f4t04AnKG6QfQf3no6jzq1HQ0IZqN8iivntX1HXLamU5C+nawsjZv4Lsc9fYfhjwr9h3OcoZuktQn3kY9fevkH15AtnD96Kez4u/t8a2Kso14F9FPS2F+uZ2lG/h3jP23RP17XeRnjwJnFshfzdkW1ZBOjMCGBm/daJ8yWG7SnsS5zwVBZ5voARsKLKJX8X2D9AI7DOoLx6C/OKWSI+HUt77dA+y9zcim71qtNFeKMjZONrqaKQTz0W7VCEbc1v8/8cKGQ9D+vQMsit3Ur4LYAAaQBuJbNULqF88hQK4YjDufuRzzoy6eAwFem1RH7ktZO9B7W+sThV69C5KOs6mHPHvFtd8I+QrloCeH7KNQz5lPOVS4/5Ibx5A/aJ1tWtugvzOH1Bw/wLlDOPiSGfeijLfQPkuoCejfk9EfWEVpEOFndoq5PgCBd2fxbVOi3p+M9p0YJx/d2DuOHZ7pFPnRfudgPTt8fi9HepDH6O+MmfUzTGUg4avIX/SG9nvwyhfdtssvr8U7fhLtHN3pBtjo97bxG8Hx3U7U9r3QagPvhv1tlfU3ROUjxTeEw0uHIHsyTLV6n5jFKftFm36OLKrT6MBjjmRvryA/P17UWebILveHdmZs6IN/xHn/QOK966Msq6F/NhPyHa8inTnZhTDXRfXbYUSiqeJmZQKWX8Xsj4a9fko8q9PIN37gHK5dfOa9HuaxN/TOwGYqoWRI8kouOgdlf0Z5TPNB6HRy7vQCO+eyPD0RI6vFcr4vkMGZBgKvt6Lxi+y2iIIvD6U6ho0OnUjcqproSy+GH06gPLlXP/v6CifI/8QcfNfyPo+6qwTkCPrhJz7Q/HZDWXZu6IOfStaojEglPYZZKBPRgHQWSiAOBx14OeQsVoyrvUmCoJ+RAHD9aijbkD5SL2nKN9sejUy3C8gZ/US6pB9KJ/JvwkyLEW5twmZ14j6noA64c7IcX2MjNZzyJD1Qw7gfMpsu1Ps3wd11geR0V4PBRk3R1nWRR34Acon7ayDOvI9RKIU5+yOjM9CaFbqHmQMi5GGyhGM55AxeznaeTDSlWcoR+KHIUP+HuWz4u9FBqYwPMtWnjv+3xUFGp2jjJ/E/39FBnY45dT0eGR4hyID/WZc+9Jo79eI6eo498LI0T2NdKIYIfse9YGPkWP8MuT/KM69CnIcV0YZPkQJ5EZIBxdGidFTce4H4nr7ocThK8rZmcJJXoz6aD+0nndHypcE3oqc1f+I5KWiz5wQ5fyOeIs4moYfgPp5c6QHV8e+7dBAwahou4RG+oahQO9upBs7ozZ/HgUB/0EzE3ch/S1emrYlmgE5N8ozd5T9pajPViiBqXyJ0UXRTqOjTcZTvjfgY+RUVqyolyKZKBKSznGOMVH/ZyE9GBSyzYEGMYagwKATSva6RvlXoUxEi2TiEZRYro1sS/WXzR2H+v7KyDHugfSiKwrKXkQO7CiU4Pwz6vFK1AfXQe1/HeVTgYpZy6ej/R5H7b9PyHwDssMnRVu+F3X2WbTr+VEHV1PDS5Si7rcJGY6nXJKzebTP80jX/k35uMnToy23j2ufWFH+56M+90e2ahSyfV+goHHFkP1dZDtWQH3vAaQDrUOm85GNLF6OtztwXvy/E0pWNohyFu/PWAYFF3tF/XdANrov0qF/RN38EQWN9wDzVdTF/JSP1i2WL10ddbxclKF/tE1GerIhsjdPIt0eHOXeEOnLGBTYvYMCwZ5R9kdC1m9Rn9saDaQMQANRZ8Rv+yK7vxWTziQdi3SrGDjbBdnoYciP3E35krIPkf3bhvJpOv+Jen4d2awlo/56VtTnqsjGLVmpMzXEDktTLmG8Ic79BfJT3yD/cHK081fIb48LWb+PuuwT5b0N2cfhlG9Rrnz6U1vki4sZwneR7o+Icl+MEvM3kM3bA/WX4t0uDyJ9LAa8tqUM9rdG+nJQyLFx6ML1SId6UNrNn5EvvBLZ2PYoPhpEaZdeiHopZkzOIF7YGL8XcdL6yLd9ifS5eEluM5Ro/BA6sCjlCwaPQvryGuVI/ajY/5po80uRHn9CuQR7OWRnbqW8j2puZKPOQv64SzX/t2LF96MoBw/WQja6CtmeoajfXUlpr8ZRvlT3UMo+vHfIOW98b450fDDlfX0/UA7sDkI6clUctz2KJb6Kuj8cOKpCzuK8Z8f5bkd+Y1iU4fCoy7dpgndDNCr2np4XnyoFKB+pV8wovEc5JfcpMgbvok79ORoZ7xUK0QN12AtQMHQB5TrB9yifZ345CiLmRo65K3Ls5wInVcjyH+Q4iyUYHZDzuJx4eVrFvreEkt5BOW36EOrYw5HxvimU7+6K47ahfCb6Y3GeFZCRfTvKenko21VR3qNRRx1M+SKnD9CI8Zax/euQ51U0MrUtShJ6UE4rP4Sc0Bmx32nIOKwV9bg9mv4cRfnegCOQMbkdOfUvKKfkxkRb7YKMxTDKtyafjYza2cgIrlVRB5uhjn9elOdOFBx1jjq7jvL9GfMhPShGIj9ChnHvkGvPKPsANPrdHjnHyyiToI2RE90WOdtiZOhZ5Gg+Q87kMzQKNQEZwZ7IUdwX53+datPbcf4uKCDoGN+PpHRMN1C+kO+zOMfPKGEcH23ZHo1c3IoM1BhgxzhXCxTgfBzlHh118VX8PxIZpFfiuG4oWXoVuDnOsR4aAVs+9v0qyvkKcnpnR1s/SPmIxu+RzvWjdEYfIr27KWT/H+WzsW8L2feIelsSJdZHEOuakSN/BunQISHn48CnFXW5QZznTOSwz0d6t07U0f2UNwg/Ff9fjRzQ20g334m2LZz/PpTT3OsgZ/0R5TsRFq+hTfeNsu6C9Lozcu7fUy6DeTnk2b/CzgyLeioC/y1RnxuFksFlQubTKV+QtSFy4G8juzM3SrDfQInIE1HGBWP701HGHavJvBXlYMADlC/4+wXZkheQ/o1F/a5YEvFfZBvepkySm6Pg4y7Un4ehfrw4SkafRP1yAxR8Pxy/z4HsyPPAU3Gu3eL3D6m4IbWa7K3QDGKRTOwV174MBaRFYN8PBbCF/WuHApOHKN8Cf2Powf+QLl8TdfgE5c29i0e9vxu/P075yN4tUBKyJGVA0hYltPehftoLBTgbor6/U3x/CenEtSjAPhQFXxdS9oP/Rru8R7yVPrafhezGR+iG/dmRjbwE+aaN4/x/jGv2j3Z8jvIxwAuhJOor1Nc/pBx0Gx4yDae8YXxu5A9GUr4joCey9yOjnVtSzpCuFJ9dQparkf19Evmzq5EdGk/5JLVipvRzSj1eBOnppsi23U2ZQC5KvMeiEXHEoSH7Myi4HYn66S3I1n1Meb/FVkgfX0O2+TnUPwdR3uw7FNnEwqZXT36bU47o7xvX+YHyvpA9Q5Y7Ud95l3ipIEq+q1AfaYd8XFfKJWXXxrEnRBs/HPV7K4o1bqK0gaegfv4Jpf4ODpn2jWP3j/NsQGn7boh2/0u041soUR+Fkqz7UEDeDvXDM6Mt54zf3okytUQDgEMolwePivLdFXL1Qr5lLcoZvR2RbxiMfOtqca6OqH8/ivpcM+TrV6ZM6M9HNm1jZA/7EW+Gpowp9kc+aQLRN+LYFaLubotyLlWDLu1JqfurRltcimz2AMrl9rfHtu9Qnz48ZOkSx11JedP7nZQvcszItv8e+cGviXeKTbc4fHpefIqFLx9Ft2JUejFT8AFy1N3itzlD4U9EAcLKKAguluQcHI35XihQa2S4X6Vcs74YClDvQ6O+Q5FR7YuShf3R6MFFKEApRkRmRx3yWmKNKAoAhiPj9CTl3ftjQsbxyNC3QwbxZ+QQmyFDfyZywn0ob/zblXKZzreoI/0zyv1zXONdFBSuTTlrM1t8Pxw5wMVC/mOQgerIpNn8q6gj7YMC2+tRUnMwMrCfoOnyM+L/19DsxAfIab6NRrIuj+uPjro4MWR/BxnOzeN680VbzVut7c9CBv7KqI+b0IxCZ2R0Poj//xbyHIAC4fnjOn1Q4NEpfn8TOdg/UT7atggk742yLI8CiMeRsesR5eiDApdnUVDxf+2debyV0/fH37uJ0iR+ipQSIkOmjCFCKpShMieZM6WQeUqGzGNICYmQ0CQlUyWRikIqQxEyZ/bV/v3xWdt+7unc6ta9XbTX63Ve957nPM9+9rDmtfba7yAGF87dOA4xjo1yxuAQs/0auMGulUEM8AvETBchZn+8zftUtEdjHPGU4qwXYx1EEzOIhlAzxDj/tHH8iJT/F4kHW+1OTP0KyuAbFDz9syMSGm2svfHEOvHziVVmhiKB8wsS/OWRIjMbOMva6m3vHWzft0eGwgzErIOCcCkSKN2REr0YCZv/2Xo0svW5P9PPs5FiGEL2o+z+44mnDbe1tv60sTRHykhfIj6ch4TOdJbMb26F8LdGzno6xD8GAM3t+oXI8KtFLFMbNjgeiozv7ZGCPQfRYRlrJ+D/tzafh9u4F9r6N7N2rrFx1sm8fy/7bQdEI/eiqEFZ++so6NzYG+HbewjXXkc85Qv7fgNSeMfbGhyD8PdFJAgnIAVjK2LloXE2j58h4Xp8hue+Ys9cg3AtGCZByVqAaPFjW/tguOUqZWXskzUmbiUK3qyyfS4yirLX6hM9ff8jpoCEVLY3DC/WJFbO+dTWZrB9r2ZtnYx480u23hUQDTyHjPpGSF5kPfNtEH//xOb6auL+s08Rz+4PPJp5ZnMsMpfB+fFIhs1Dxt5cm/fTiId0vYi8mScgWXWYjbkM4h3jEc4PsnE9QczTfsrm42q7tguSayH9Y5E9M9junYPoJCjg6xDp93YkBzsjRfZqa2esjfsrRMPjER+/3ebmOSJ/egzJ4pMQLu1GjCAG3KvJkviSzxA9EhkBHyHn1ufIAFwfKem/ElM8+yN6uBLx0+8Qjo+x5xYiGbBVzjta2Hx1x7z6iLd8SKw6eLR9/xHx1hmIt55j93dHfPZkJPOGIYflMQjnT0SG9Aiby0+QvPsByYGxyNB7FPGdq4jll79CjsEHbQ1HI13JWd/bIL6yn/39wfo3gXhW0GHEUt43IhxZG6Vq9US86AFipPZ14j61r2wc19v470Q0V4eYQTDEcCFEZ85D+DI4M8+VsRTYzLUaNp5utjZh/A/a9/cQzTyC9LXFCOdHYidG59Bef4R/+yEd7++CEvb+Toh2LrQ2piBjtSeSgzORvrCdzc+FSO58b2NaE/HWRxEveRfJ5vaIj15F3Nt1LjlOoVWui5fmy1e68/JsvG8I/oRNdAgHTTJEDcrE/kjAhZBda6Rs74cYwCa2YNcjr9i6iCAfxxiCId5XhggfIQbzPiLCuYiwOiHGfXYGuara9/sRI3kTCeRR1taDSEEM3ojvkVW6A7J8OwDbWVsVrR8PIet5pF2rhJjIt4gBdkDMbihSEP+yvm+NGEMTpNx8SNzzUcZ+q4cYw2XEiE8Ze8dtRgA32pinEytpvG1r0RoxwYuI4T1P3LQ3ETHHN5Fwu9/GfQIScrciQRQqY+UeDlQDEfo8ZMzUsfkIqQAbEvPI5yEldjxRsd+IeFpyK5uT822eXsIOr8owhtes/4/ae5raWH5FhsNI+/9Ga+NSm5dPkdH0NZEh5xNiV1h/GiLcqYEU+48Q0/gS4cTZxGjSp0hInImEa653eQCWE4wY0202V98gpvQ7wsV3EBO/18beNNNGL+x0Zvt+ks3tWTb+p5AAf8TG/xVx43zIAX8DeV2m23x/D4yw9q63eW2JcLg1osPNES6HvTA7IaZ9la3jMJvnfgjfutk7n7b7r0VCaD+kHL9g4/7NxhkMhq+IOdqzET8IlTgOtvFeRB6vk93TBgmIJbzkhgtnICPqMORlno141htYeU279x5i1O9h4im1ByLeMs76/b3N42EoAuiREdfD/mYVyyewELx9PxTxxOuQgps1IA62eWqIHA+f2XzNQEL7fsRXvkK0MBMpMi9b37ZGdPQiwv1+SEnsi3jiU9b22/b9Krv3UGLU4liEW90QPXVFwrQ5OQZ4pt+1M/8HHrEzch48bf2dT07FFut3MGBrIhzuanjxPRGvFyAlaxEyOBfYGM5E/LoxUn4fsPm/FuH/RGIFr+AYuBvhbMVMP7Jr0MXm+HJb61cR//rR3nEVorFedn+2XOW6yNlQ1fo9z/4uRrT+JtGJ9j8kdz4mVsxpBcy1/8+093S0vnxn6zMPKTqXIp7RHvGd+chgGILw6xl753x0TkPuml1m/XoI8bZvbIwLEG5/jPD6TWujp81DWyT33rE1vgPxxxClOQXRcVOiMVGuELwpl/PXIQV+DsK/X2wdRyE5Ot/6+hnCkYXEA/XOsbleREx/+5Moa4LM2gLhfDfEU6YjGd8Z8fRfEW2tj5TKLxCOfYD40g2Ih/xqcxjaHYT46jSbs69tbmbYOJ63sfyFcPt4W9sbbG4XWXvbELM5PrE2Hkdy5DKiA+4RpLv0Rs6Avkj2fwMcbH1a09rrjXC5ibXxO+Lfj9q7vL3/L4SbMxCOrYmM3F+Qk2GwfQ9Osl8RDzrQ5mh3JLsGFrLe69oa30w8w2Eva3uGrWd/xOf+ROv+DTqfC/s+LtNeaxvz+Ta/J6MoWXMkM69BhknQj/pbP39G8iIYqn9Yn+oTZfVAW8OrM7S5APFNj+T+vkhnHYCcSqWa1uT9v9CQQB7ysxBj3QVZsM8jpftBI4CwIXMqIsSgIG+IiKkVYrrXEPNYz8QO3bFntzKEroCE+zWIsZ5GPLjnZeIGtqMRAwjGQCMKlnmrZv0eb4gZDJiXEJMMkYeZyMs/CjGmG3PGvx5iHj8YUpaztk9FinhbYqm2a4mlKk8gluCraW3tiBjDPpn2g0DeCDG283Ou3YWIZD5SVja1OZyGmOybiJl2RcbIMEQ03yMBcjsSBn/YmO9Fgjt49qsRS7YNxI6Gz/RvN6T0tEZM4TqkfI4gVpjqYv3aFEVJxiLjsAVSXGqg0PhsxGSbZnArbFxqgvCkvrU/29Y7pHt9ixjjPJvr4YjRPo6Ie3dbw8XENKP1MuNogYRxiBpcRTyQLSgAw5CA/B0xkQ9sjn9HDOoRJHiOQDgc3rMDYpCHI2YzBwmjQQgHvPV5AlERuAjhyCSEpxfbOm1m/bzQ2l7H1msnYjrQD4g5X2L9ugNFdFoSa2SH6kAX2/e77Hs3CpaTPYNoaF6J8LuMrccIG+fjdv0oJFznIgHwo90z2OZ+qLXxHaKpr63tY5HC8xoyFoIXcWxY/yLwo+y5HI0RjZSzuR+IeNSp1varxFKqlwBN7Lk7EU2VQ/R2PaLbkGr1IsLZFsSo4972udvG2xjhe3A4bI8MxRPs+9bEjac75Mz3BOQA+RnxuHeR1/JDRKdn2PUxSGm6GdFKGUQXYxAdbY345vM2592xAgr2rjUQDi9E/LI8ovWD7F0jbPwH2LpWXcq8b4WU15OAnnbtZOLm/xttLfZC/PC4zLPlbT0G23uHEEtYz7W+P4N42mREB0MRfr2FFKkQcT7E7nnb5uIFokzJRnIrIWUo96yHMAdNiNHsH20O3zIcOMvGMtn6URvxpsrW730RXW6DcHqM9WshUtJGIf50HcLHv40zW8NtkHL2h43hJmLk8Aabv4uIqUMdidWCptk7/7D/t0Yy6hSEJ9UzYy2LFMH7kMwcZO/9HeHcDOKG/L+QsRFScWagPT8X2jx8TUy3C5tdT0T8a9el4M26SEb8vWfR/jqiYnkGkle/EE9IDmuxCMme74inqj9l9z2LFO5KOe/cCeFVJwqmS45GNP84kmXzEL++ytbrA8S/XrAxf2NrmeU5ByAesbnNR0/rR4hstrRnL7d1fB7h0lHEAyzvQ3pOkIl/IP1lJ0Sb9e1dx9i8TyEeBtcRRRVeRfxlZ+JBd5VtPGcgHGlLdFIEB+Iv1q9x9t4fkN5SD8mKN+25kYimt0d4/C3Ci7B3YS2bm1o5c1/PxncVsXzyfOvzRGv/I5uv7xEPmo148mvEymfDEI1vjozLZtZ+axv3HbZe3yG6ewJlejxvY5tqf79GtHmjjfcPa/sihL+vI/41h2hw7Wpz9bP1bVuU5fAzln5f2p9S78ByCutAfA2JB6t8jZjRy4jZHY9CRK8jRb9WQGZ7tgtKKzjGFvxQRCinEpWpIISPIB5odJEhycPIMuxqSNEOCaJFwB323HpI0M5AFmp2g1UD69MdxA3hnxKV0b8QgYWzKppZP1vY842R8L3U3v0+YgR9EWEHj1kjFJlZhBjmk4hJH2v3/oy8deshJW44dnBPZr6D4VDHPnUNeRfYXH1t87ABUph+s7+1ESF9iBTeLshQ2AUR8QLElDvbmLsiBhG8n4cjRaC6vX+dPLhwmrUf0rG+tbmca+3fgZj+fUihfxwxjGsRY+hDFLTr2voWED4oFetzRLwLkTK9N/Egsh+JqTzvETeLTrL39yJuCA4RsY2Qp7Y8CkWGvoy1NS6DcOxPpGgHZf8yW8PF9plOrGD1KVJAyiIDaceMsGyLIhi9rJ1vbZ7HEL0br1ufviem+R2OhP0dRI/lDgh3aiAam4OiHFOJpVrrZtYnCIqaiCEvBg7PzO94m9ddc9a2DVK+y9v6vIC87yF1ZXskGB5DtNQMCYG+xPX/ASnX19ocvYDW/1vr2yibg7bEogFhHCGamddrvAwedSbxwMuHbQ2+sbULnsJt7N7tUBTqVUQfH1kfbkK03iezPt8gmn8YOT/OQ17lN4mHIpVFCsNM+/RECl07hCvDbM02RQb78fbcxghv10T87juEXxcRI5bfIXz/ECnvbRHu90DCe11Ey6Os71sj+ptnfW5nazLLfq9u6/eKzX/gb3WIlYfaIlqqVtg6IH56FjE6dS9STCsi5aeP/R7ScqYi4ycow+UQX/TEk8uHIAPvI8R7P0I4dY21Owrh7Whr7zr7fjVS2jZBSsCd9u47yLMnyt6/feb/sohvf2vtBc/zGwh3H7D71kc8txYymsYj/rOG/d7I5m0OUh4XEisXnYKUycvJqe5CPGfmJWKO/d1E3tUJq/SVkXOzbM5CBbCPEQ11s+/VyDkjwa4fjDk9iNGH+baO45FMCimxnrgZ9VkkX3ZGPL08sQznfcTStceRY6zl6cNBSH4Gh2MFm8/HDAf6I778E/FQ1jeRnFmEZNVXSKGcgGikh83jEpVzEA6+C0yy763s+8cI39ayNZqP5OG31u5X1qdg7ByLZM37RF51hvWpHTGq/BkybvZDdH0j4p+n2bptgZT8h5E87ppZm8nIQTUtw/v3QfKrCuLL0219htg6dEDy7DpienknxLc+QMbGjkTv+jxEW7OQsbgIGRRdkWOgP3LEDaPgWTmTbH4aIjx+0/q1VB5t7QX+f5O973+IJ09DMjZEdN5DRv/F9v41Mu28hWTdJODNzPXDbTyXIl60GBk5DyO5/BjxJO8B9v0HxCtPs/uHIMPhLGQ8nEHUNc639zxufXzT7jl6aeNelZ9S78Byd1RMchZS/Osgw+ECxPjmI4u+ClK2J2KHcWQIpB/RC/MgYoJvIYZZFwmJxxHhvYOU312QIvK+PReYy3VIAI9ATH8EUUCtYe9aJ/P+7sgyHYqszgeQATGOWBVgARLWPyMmM5G4oe1MQ/TP7O9DSAH6Ahkg3xqCD0YC42QkiN63e2ciQr2eGPIcjBSVtQuZ7zCeA4mVZqaF+UAMfhQivJGIWTZFRNYPKSzHEjc4NUHE85X93dWur40EUz373tbWJVdxyHrzT0HEtDNSPhcjoyVUZCmDIgk7Wd/GWf9rI0XscxvTgXb/CURFeAuUarKnrWUXxHAuQUIrGIqL7L3nIcV7HlK0O9g6XkLB9IMtrS/dkeLr7NmwRifZXD5s7f2BBOlYpBiOtnt/QUbNToiZ7mvtBy9QGeRF+QIxr2mIZgYRT3X+lKgkTrW2l/DEEw3hOsj4DIrrnkhgBVzaNsy7/b3R2r/F+nObrXl7pGzNR4Iym6de1fo4M3OtA1L6jyZGFdew+RiBmHdb+62/zdeliDaPRgy7u61FN0R/Ie3lU+QwuM3aaGnjWS8fPeSZm7Uz/x+OBGlVG/snNqeHIF7SDXnE6iIFqwJSwI+2/tRFdPCKPd8W0eYsG9cnxJSWFoh2u2Ib9JFAeg4ZWeva7xdl3tfMfmuKcKiBzeX6tkZ9EP95jlhCexDC2fds7T4iHkg2ASkbPZCD41S770HE34KhHeixDaL7kD5zJKLf85BAPImo1HW2ddiqkHlvk/m/HhLEIxEvmpD5rRVSrC4gVsoJ+LyGzcHjxPKyXyHceQwpG+cjhX0McdP8EGKJ1udtvoYjOgxGYl1kADyBUj/6Yxvnc8YxCikVtyN+vZ2t+QKEK+cQK8IttjkL/a+NFI6frf3gXW+P6G4okgt9EV84iOhgaRxoG/GQ0cSzb15FaaWPIfn4bOZehxTetazNocTKP6cjGTMbybXdcsa6j81ReRQNGYRo8D6kyP6KFNMriHyxPTLgFiLDqC2im4o2/taIB5Wz52ZgkYll0G221OtXiDavQbTXDinJ9yDj83sbz1cI/99HtPCtjeE4pAvMQTy/ds47tgH2zLx7GpJDj9n6/WbPhuhsP+KeoE7EM4P6ZNbhSKSz3IecaXWRIjwM0d/vCH/PJdLds7ZGI5AzJvDp+5HROwDJtm9tPA7JpE6IB12C5F3wnB9r6zYPyaeKCGdvsDk8CsmVWdaP8vbeR5AOMg8p8uOQk+4Em4caiG4nI3qbgfSJ2+w9HRF+v4zwsCdyINXJs87bI2fx/tbXaQhn70UOlZft2gKkaz1r8/YkoqlhRLo60vr1ENJVqtj6h8j82jbm3a3NcTZfnyKcuR/J45MRrzuZ6HzeD/GK02x+BiLn35fI2F6E8CBUmept67gDckCs0vMiCqWr0u7AchJ9FUOkCYhYTjOEvNE+vZGy19MWMetdXscQMpxavQcimlMQo3iTWPe3D2Kq4zDPjSHPx0jBe8R+G4qUhjKG0O8h4q6JiOwtYvrQscAY+384IpJrkBD7GRH6QGQsnGFtHUPMmdufWKngHOIZC9fb/SOQsjsNCblZhpyTkdL4pI35ZaTsXIOU+oszyByqNTgyCiUiuMcRUTpE7DORYfYcCjNvRyyBu5C4ifdURPS7IWa/s/X1Jev7LPJEHOy9lZHnLZz+WhsJwg6Ze05DBkEI387IzHl3JKjeRsx5oa3dZKSUzSJuyG5pz5S1ft5s63cBYhQbISb8FxKU04hM9Ft7RzfgOWunLTIUl1BIEVP9EAmYU62tQ6yPHxkudMa8HUSP3dm2fkGAvkfc3Fk+h1Z2svl9FCkSIXp1BlJUxiE8742YWmGe+L3t3nA65n6IVupn1qil9bE9ooWs4XSF9bOVfb/F5vAHZNDsa+++mVi1qBHCt7sy7RyHcK1K5trONi/fIyW+ia3dMKIQfhYpRiHtoSpyPjxmfX8K26thv5dhKXsectZxf5uL/e379kgpPwUpmGsgPJ+AlLjFSFkaiATsdGK04TCiR7kmoq8BSLiFSNQEW88h1r8GNoaqyMN/DcKfcN5JPSToehNTNbdB6TpbI9oKa/4y8dDLw4gljH+2NoIh3o/oHf7C5rif9bUjUmjet3dMIpYo3NT6eTCiq8vtnTtk8GqYtbchUjSzqW4Br4Py8wYwPg+PCmkK12R+OwQp6msj/rVb5rd1EE95wsb/s117wOZ7IFJcH0AK/TxitLgTUjpGA1dkeGdwvmxlv7VCxlYtlnSMnIp40cXWx+eIJ5R/jIzB1tan7sQNxuWQHNjF1vQCJL8aIYVsOFLCRhNPRV4LKXtVKUij29rY+to7Ztp7j0K0sFdmbG0Qbr+IeEwjZAx9inD0HaTcTAP2zhlrc4RDgxGuTkd8YH9r9xuisXQEwqNmNm/TbJ5q2BjWQHjSHbgowyPuYfmdADsjnvUxUtS+IKbgfGLjGokMmvsR3p5HLCYymlgR7V1E41eTqd6G8Po9rOqh9XkdxAd+QfzxMJSO9BOitVa2/guQbHsMOQwbUDC990ziqeozkex73Ob0UevvMzaWAYgPzLB+lMMOj0V4/Lz1cxZSYINRsyWSbQ2QcfkH4g1fIr76OdFweQE54E5AePwI0jkmInk3hljx8Rtr5webs0DXgfe8hwzPnZBe0RfxkyZIfo5COkfY33IxUSZl5+h4e/e3CJ/PJaZrHgU8Y/edTyxvvJ316U0kn/rY9+n23vFILrZCtPQw0i1OREbUMzafu9n6/E6M9D5n766L+NKjNt+fZfrSDPHC/1l/aiIamEys9vQuVojmn/Qp9Q4shdizSLG7IWI1YkrLXGI6z12I6T6KKS45BP0CcUPp5kjpd7agm9hCDbRFbIAY4t3Ikt7InpthhHCV3TcCWdPBmHgOMZ1XERE65K3rbn3oas8chRSgtxCh/4gESW/r7w6I8IPH8JEMIs42pH3Vxj0QKUQ3EjeNvmDIPgYpis7G8SViBp8hwdrMkDwrWNoTlcK1EfF8QaxW4RAj+AApzMNtbaohY2YhUnbetDU5BxFPH2TozUTM7EgkQN4mz0Yh4snTYxFzKoMI/hbkZQjKxXCkWO1FLOnY1t5fFQml+2xejkGMb6itcWebv6BQrWnvrWRrPAYJv8eIHsBXkSAYTiyFucDWdApSkD4gCv0aFMxnrWrzcozN6wT7PINwYk9b30etj3vZvP0JHJmZmwNsPYMXdzPE8G4npjZciJS225ExMY+ocLWw39ejEE+8zUNPe+YeW68L7dm1MuOZjIWf7VpXIi4fhJhwMCZOtDXYFEU5xhMPa+tn79gTpSXdmmkzX4rE9ciY6IU8yY8iurmBKLzmUbD6VmUKpss8jeWCZ65Vzn1XnnefSeYgLbtWBvGJZvY95DlvhITqjyhaUAEJ3Zo29udtPddAQuYGW8OGSHF/AilW2yN+tSlLKqUNEe+5hShU6yPesFlm/OtY399HtHgTkS/8iZTCnxANT0C0/j+ic+MGG9eZSCG5ynDH29iHE725QUG50PpQDQngjsih0ZfowGiOaOtYCjlUCVg38/8QZKidYmv+PKLzAxG/zOLjWohmDsMq6RCNq+vsvW9bXz+38Wxo8xdytOsRHQ8hzeAMpBiPI3OqLOK1G9pvFbLjQRGhzWwuF9h8n2l9Phd5QtdGNPc4Sj1zFJSFXYn851JiiezbkZIe0mPORHJqAJKZztZ/jK3PSTZnfyBl9SzDiy/JbFq157aw+b7D5uk3w4V1bA6nIr62m81RSIlqhYyFCtZOB1uvPxFeDcjQ5R1I6RuC6KGczcVoYrrHldb/UcS9ZP2s35vlw5s8eLS/vWc00SD5mXho2LaInuYhGX0DUt5GIJ7Y0cb7PyTv2hDpK1u55xJktFdEhl5ve9/RNueT7d5yKKLwKeJlzyB5/xOZtM7MWnS0fu2GaPgbhE8jiSeXP23rNRvR4xv2f13rz4/Ezbwb2qcxOQ4+hKutEU6sh2TnYqRDjCGmT84kRqs3I8q/NghXg0PlLET7jyF8f5ZYlKAxwuEPMut8DaLHWbYeLxMdZydixThy1ncfYpGWgcSzgTZHtDAb8aQpiHaetLX81vrQCOH024gPf4P0t/rIqTzQ+n0Q4mlf2Ly3trleRNQL3rL3j7E5PyPTz+OQzPoAO6gY6VILkJPpN6IcLYN4+1TgxJLUu1f0U+odWA7CD57Urw2ZqhEPl5qLmOUExIyyVRg62OS/h5hqX0T4TyGvSuPMO0Iedzhw7g5iqcxZyFK9Hyn+nyMP9d0o5BZSdwKxhypH7Q0ZzzMEeJFY3nAoYoAjbFy/GuK0RJb4YkPazobsI5H3ZLyNbW+kLA1EHt3bkdIxCDHFw40g3kYM7GZi/vgLwE3Wj372zNHIEPgQKSp7Io/XyUhJ+NjG0RkpRguIG5dfQoR5pc1TfeRtmYqU1nts7uYgL8HbxBr5S1XaiOUA29i4z7Y17YiEY1/EkKbZtR0Q45lBTAtrgZjBYMT43rNxv0X0trdACltXpMyEqMODCF+GIya8LrFm+UC7byrChTWQohBSpKojYX9jpi+OuOk3RJ9eJtb6vtTe+TViTrMRPrRDhl9WoWht1xoi4XGRzc9dyCh5GeHTlUg43YCYZ0gpyxqQbYie+MNtnUOqxkZ2bRoScDNsrnogWjzc5vM+m6vviaeG1kLKxBTMEMoRuLew5MbpCUhITCFu8M5X6WpzhF+fsuThcAcgGgpKdcWcZwOtXoiFjIvIk9a1vp+LFJ8Odv0+ZLz1IFNFye7/0ta7JqZY2W/HI0X4QsTfxhFTJEKEYgQSODUyz7VAhshZ1t6mxChtKC0bFPXgKT8a4Vc7m7fvEP06YlrKS0jAtSCm2p2OjIbtEJ1NRlGNdZAB8QfCu5cQXY0yvLjP2qiPvOdBwWiGvJwXEaMxzcikKCC+F/LvuyC+dT9WRcze8z0yhv6HaKc88lw+S9zz44iHNt6McGY2wpGQxviBtTefmGJREfH3gSjiOAoZ9q8T9wGsj3jdDRTcwN4e4WJ1okza2Pr6DpJDXyD5NQQpkP1s/ta3uV1o81Mh0+7eSBFrgfiDR4b6mUgGjKPgBu8jbf43JOLNsTbe22yePkKKTjOk3MyxflSxuWuIDJ2XkIxZz/7+BTxsbR5s45hJ5BudEF96FeHGTrYOByF+MxLxixMz/PIICjpInM3988RzPU5ECtc1CC+PJ5PGXAi9hrG3Qkp1T8QfQoW2rjaXc4gRpouQTD7B3nerze8xtjb9iFXlsny5DZKpk4gOlJZIuX8Q0cIhiGZetN/LIdl1os3VYmLJ0L0yc7E3ooNtbb2n2TwssHl43dYp0EhHm+MpyEjd1961AZLp19t9WxKjBW9j+03stxMRHW+B6P5DW+cf7N1roOjat4gW3rF+vUI0SE62tn9Bhnn7zLyMQrgzmViw4RTr3wzEX+5H6392hme+R04kAuk8w2xugzHR39ZxKDH98myElyFVuAtRn9wSycF9bey9kSO0PqKFJ5H8fxzxuBco6PTqYe/ZHelw99h6Xm59a2rz38Xmr6mt7X7Wh0MRLc5CPKIp4h3lKGIhkFX5KfUO5CH6bArD7oZoayBF8Aui96csIqjWSGhvmXnuDEPMxcggOAYpgs8jYf0IS1anOQkphacjRnGj/bbIkK6CIeVAlIIyI/O+g1CqTSNDiosRYd2JvPITEAML+XizDDlq27UByJjYCXlqJxBrgD+AvPFzkPAfaX19EwmUtZEQnYYExMmGsLsi4X2cEcLb9u6DjTiCR+JsJAgHEAX90XbvGsTNncFgmWj96oWE7VHEilPh8J1Nrc/jkLJ/CvI6PkfGgFsGHrREBDsSCc9jMszxEUSs5yOlILsR8EBbr4XWx/0Q059s42qCPEDBmNkPMax9EEMbb2s+EhkI82yNpiJhdw8ybqYggTAcq0aVZwwNbP4/z/RlLyS0jka4u9DeOc/W/GCkiIwC+uYTiJnvwVi8yub2anvHxYjRj0TC+wSkHB6Qp42wwbUywtVXkUAYh2ihuv1eFykfk6zfryGD+wi0ke4JG8NOyIi/l5hWdISNsQqZtCFEU49RcOP0nTaWV1mGlxF5CFuR53A4lrHnAeF2L8wbtBz4uA1RSSqDlPa+Nt/PIiFfDykpg8nBc8Qj5hMPVQsOiHK25pcjGh5v6xQU7GttzjsSjb0D7f+DkML6hI1nY1uj27DDmDLv3xkJ1F7WRgihhxzkFxCv+Rbh/+/EykTrGi7tgmjgKmRIHYFo8U8b2/pIqXgX8cgLEH4Os34+bf/XsXW71earQs5clUe8eSzCyWeRYXGu9fUMpJTfjBSlCURP5ZrI4KlNxLM9EM/9MIMzcxD/rIpo9HVb0+Ct3Avx0w5ICVnX2hqCaD7kT9cmpmtdZ3Mz094Rop1rWx+PRTQS5NOXiO+faW18a881QwZc3QyuHoQcAlkP7iTEM25EHvbbEQ5UIjqb9iSmj9VAOPukre/Gtn7TEI+6CeHBQZm5q4LkxRsI785G9HkFlpqY4fnBMdPa7gnR8J5IqXoG8bv2dv0YxJvvRni/hT3bLIMLlZEsa0/Bja8DWI7a+ZlxbIJkxaX2vbP1v7t9b2Vz8bT9vwvREdeEeFDpJ0gBrUt+fvw8MtSvJRp5s5CM/ZVYUvRgJM/bZ57fA+HdAKS03oKM/btQdKKtfT+dmDq0APHKH+yekda3Pey3Xoh+b0cy5Vh71y4I/+61cfZESusxSJc5H8nJoxA/e9z63xbRyYeGC+UR/19o7TVANPkdwqs6KOrzO9JZhiIj9Bxb7+Y2N20RPj9ONOYfQAbIaza26bZG01nyXJ8WiG4PRjLke6IRMB7xo8uRA+pS+/9pzClgbVxsY2iSuVbH7u+D+PtmNsfDbD5/RXrpUKQbDrXPJog/TkV0VhHx8IkIh/azfj6KdLa5CL/eQvrdJUjX+Mbmdvei6tKr8lPqHchBhgaGVKEsYn1itYlxiDhD3tqahvhv2UK/gbwlje3e6ohB/YoUlNORp+Aqa/dwlqxOczpiLoMRM65lyPgNsjTXRAxtCiKKo4wA3jFkfQZZmi/bu6YipftcpPi+aH3JMuB1EMNdj4Ke2qcRMx6LGP8cQ6gPbA4WI0Z0OBKowbvWwhB4ImIu1xkB1LL+PobCov2JFREcBT1fZZGQD0bblSg0dzJi9PcjhWE9osIzAducZ98bIm9S44wwXCJFpRA8WA8xi8b2/4FImTgsc08dm9ez7Xvw/FVDzPM+5MmdgrwOD2OldDPzXAsZSg2JEaQuSOB8a/M7BnlXfrc5PRwxypBnWhPhX6FeMcR8LiKeMDocRY6+N7y41dZvls3ZDsRTsZeWq9+UmJ+8pbUd0sFuRox8JJncaJaMatxKphqKXe9u89YHCcIa1qeXid6kztb/IbZOHTAPpf2+n40nb/SJghunH0XCuW2G7msUNu4889CK/IfDtWEpex4opM58nvvWoSC9NUEGwF1EenuOTBWlQtppiQRGA+RxCxVOdkdOkXLECMXxSBF/xH7bHSlV1ZGisSkSrq8i4TvS5nMTJCxzlZwaiI6/sXar2rPv2ids5h6LeOmviN6D8Xct4m872vhDWsxUpMjORDwrKEhvIO/oNOIer4uAsZn1aW3P5qvOVhMJ1NcRP9zF1rmD4Ut3Mqdf2zMXUzAFcGOb61OQIvspkecdhPDzGKRofY7kxTib/zdtLOvbe3azex8hk2ZlbVVEiltPJFMaIp7wM7CB3TPN3j8TKWJVEX3/inBrhj3/hs1pcOpsivDseMRj30SKdVWb71GILo+xdu5BfK8+4jsnIt43GvGyu21dL8SUJqTMX4b4Wx9iOdpdkfe0HOKpfexdoW+DEH1tQcGSqpcheREiSoejKOsohDdTiQr1XkiZPTCXPyyFHtsh/tigCDziSuvjh8jwDtHyr4mHn4Y0p/cNNz5HusDLCE/HopSjowrh8Y8Bd2eu9bL2DkV8YoG1G/jEIcSD6c4kHpQ2HSnybxBLvT+N6GeQ/X4W4iUP2brOQsrtVohfhbSn/sQzpt6ye56wto8gVgOsheT6PFufXxBPnUQsJzsdyca3EU1+hOjlAiSL30Vy51179kP7ex3iT7faHJ1g75yJlO9DbQ6CEfK9zV0wfiYi+Vwb0UOtPPN/CXBu5vulyGA5ABnybWx+WyNZeaE983f6kP2dgnSsXshQWpt4KOgT9vwBxD1rg+3+ixC/6IZ0vk0zeBfO1yiH9KbLER/dBuHUb8SzP76xObrP1mgOlk75T/6UegdykGF7Q7peyKu0gU3ulIxwGYCIcwgSMlcigXhApp0ySMF/CQnvL4jlFPOGh5DnZi4SIottMTdAxPU5IrB9M/dXI1YzudLe9Tyynk9EBLvI2nkKMYaZSBDsgCz268lsJkTC4kRiKbqQvvEjYvazEZE3Rx70xdb250hJ7U303F+KPI7fEA+HaomEbW3E/J/ADq1CgvAGYgnRrtgmIPve0+Zgls1tTSSw7iCmTkwEnso8U2kFcKCMze1Eopd5bevbO4gQnX3uINaQd0RmsDZiEg/Ypw8Swl8jAexsDrui1J1diRWSLkAMcwpi3kORB3EkUgQmE0sQhxSSZR4Ik5mjnogRhzzhs+1d1Wztb0V41HY55mkNW9d5SFi/hYRhiKYMxDbt53n+QGxPiX2vSP5qKNNs/LsgIfYcEkCzEXMehZjoDog2s9GhB1iGJwUpXV9hnsKV4B15jQaWY8/DcrYf6O0qCu7JCPTWiVhFaWlKUEskHI5ACst5Npe5VeYuRzxkF6SAvE9UeDZA3s8p9n9tYt6yyxn/PsjgeIXouf4dCf5rEV0Mtef7IRqbhXhq+wzeNkTOkudtrXex8f6f4eFdxNOrJxpOHI0UmxMRXx9NNGhDtbFKmb7WzJmr9ZHiHlKuXkCRjxBNnmTzWQHh/1Siknue9XeuPXO/jXUqUnYcUvCmIp5wkM1xLeR4qUvkM2cSlc/Gy4kvFZDDaz5RBg20+fsfovOWSI59ghTUtraetTLtXI5oemOEF59YG5sgnv28jXWmrVctxBe3RnIpRA/62HpNR06SPZEs+ArR+K6Iv80i8qQXkfL9KFKUryKeOXMaou91iWeBvE8sAtEL8c9tkIPuQuLBZvvYe3IPClxWGc/1kaE2g0KqeuVry8Y2FTk8BiA8nW6/nWhzeoKtcQeb03tt7T5GSvMgpDDuX8j7qtgzk5EMCbLoeoSDU5CD7nxkgO+deXZT7IwZ+x5SrU62uT3X2v0N4fwCZASeaWv1NTKKHkW8f2sky1oimn/I1uAIxCOG2Lrsj+jyRGIq0XhEZ/VtjSYhHeJ4pGvMRLLlNSI+34VkRFOi8fI0MRV8JvHcjOZI/oV9BN2AKzMy7RJiRaRvbF76YI7Xpax3d5v/QLObE6ttbYMiJ3cRz6loivSEyYh+NiOexzQeOS1eRoZCLZQmuBDxobcRv59IPEBzBKKv2dbGWGQk30Ms0tDdnv/W7uuI6PFX6+sie+ZoxPs/Ixqd/4jqTIXOf2l3wCapeub/LRED7o0E5Ha2gBej0OvbNtnr2r2LicrQJohRrGmLcZ9dvwwRZlCSc3OmNyaG7g+0hf7DEPpJxMCuQ57k0EZjxGg+sHedg4jrU6TYDUcW+TDERL5ExBPyJm9HjGETQ/yzDIGbGUKNQ4xhFnGT8h6IQQcPSUgr2J2COeIVEGPbwd57OUo5eQ0ZMKdk5jpsPKxpfboTKRbbWH+DV6keYjY/EHNY17V7r8AiGogwhq0gHjQieifuRJ60kAJyhI15x8z9+yDGmN3sGCITXRFzyFbECYx6K4RLIce1N/JevIyIegHyhoZ0uO+tb5vbOoc81q4so8JPpq+5xQOuQQL/V4R/myCBcyAxpaFQLzrRAF0TKUQ/E73/ryAlYAB24FVOG7UQfoXIX0UKr4YyGAmmssjoug4xw8D86yE6rYZw83pr43ikdCxRmi/PmDoZDhXZ8Mxpp1iMhqW03xwJx9w9GYHeljfi1hLRSfDqB69kwNWdsQiFfb8WCfcRRPrYglgWsilSGnfOec+ZSBHojfjS5Uiwv4n4RjdEPw8hx0VPpPDdhvhFiJRcbrjZGSkkLyGv3GzgCHtXQ8TPfjEcuRopFF0MH1/I4Ozx1q9sBGlzYhWvk+3aAXbfnYav7YiVYnZHinN/ZMy+iO0PQN6+kEr0IvFA0Ta2ZguRotMUpawEpS+kPK2dsx7bolShZeIncV/BAOSFvgXR5g/Eg9vG2veHkAE0F+HVCzltdUOKzlM2p7WRMRH2Mexp4/qKHAUXGSS9bbwP2H332jtnEItgfIWMmNnIuJlvn1bETa4zEM7UJnphX8dS/TLvbGXtVLN5uIhYDGR8Zp6rENOLD1zWnGbar4gcHcvaE5GbKrcbsZRtHRv3+8Q9EpchmfsWMub6Ity7k3gWzACinrElMfK1IzJUmmJnRSAayzoJL8AiFUh3GQfskulfFZY8KHIo0kOqIuPmF1vLkxHf+Jx4cFo369M1KGq4H4oE9Cfi+49IYT4U0dAwu6exvb85MnCvs/eOsXl6EPGRDw0HmiM6n2H9rI6yNW62tVmEdIwHkfH8AnFvaH/khFlsOLEBknvPIX2jBpIzVyNcPRTxpOAErJJn7ndCcqsK0sXuzPDE2Qh3Q/ravUiW34Pk+qEIZyfY9xn2WyXr50hEQ6OQ3tkBGVGzkIHymD1/Goou1cmM9SwkB19F9HUSVsTA2vidWPL1IZvzG+z3/ZHRHk5t/0cbEd7/AwwJtKllFhJeTZDSXgspFtfa/1shT3Q3LGSUeb41UtRDmOhcu74HcbPsFGT9LZEzbQjXiVgGdpz14yHE9HdDXreyyOp+FjGOwwyZdraFfx0J4d8NoafYuxdhpUuRUOmCBNpzyDjazghhOGIa5yLL/TskgC5FlnOdDDNtavNziiHoEjnimfHtgIjnEPu+u43PZcbfCjsLwK5dYuuxiKgwdrJrrZFQ3QER4rmIELsRvY27FREHgoDpavN+EFIsrkfhvc42p7mK0lrk3+x4hM1/HZZUoisRPa41kdB/gpgC9TNiikORUOhv8xu8CuUR07qPPPXhlzVOJGBrEqtbnWDv/Rgx6w0KeXa9zDztj5hRa6JH+CNkNG6CFLe5ZKJ0OW2tbTi2NTJEriB/NZQviQelPYoU5o2t31Oww4BYMhLUFykveQ/jytOfzRE9rJQhsYr4Vd49GSvQTmub59MpqLyegQRgg8y9LZCAO9jw5lBiSex7kOG7T077+yLlbU3D5V+Q0XojMvhmI/oeZdeq23N72XMtDAeG23MvGs6XQQZNU+vP84huWyJnzTBEY3WRoN0L8crXkSJzPflznOsQq3g9b88uJp7WfoWN4THEp983fKxqOFmDWG2unvV3X0QHtxvOXkU8iXsYoplQwjd7vkC+9VjqIWeZcTRCtDydaKifSzzYbDQxSv0RsZrNJAruDWhj9+6MZNJkxH83sPX/wObkUuDtHB5TC8mZg+25wYh+g4L2MOYkQorzdKTwnW99fRvR90eIR9yEvKOTiXIoL60i+vgQKeKdkNNlIFKYnkX8cxfEI64kp2paMdBnZaT41kKy8Wpk2LxAPOV9E0TD7yAj4RubzyHWp5NtrOshnM9GDxointgSKexTEK/7jlgy/mkkX0L61h62BrdZuztl2nPWvz62ZkERPcnm7UOE938ifagSUtz7GM58iOTfAbaOX1i/GyEleAqSFc8guVDBft8TRUKaIwPyUuRh/x3pTe8gWXgBcpxMIe4Re9HuCwr6OYieZiPcfJ5oTDwEPG33dba+zAXm2bWjkZHwpo2nj81t9sTxmkRZnTv3N9jc7oX4y0+2lp8jPe1d69cQZDSHs22aITz/FNFGf5uH+sgo+M3abmrtPYf4x0JkcN5rc/A2cnBMRev+GFHOO1uHO5CR9whyTr+C6Ow7xBe/sO9PIX7+PsspO/8pn9LvgLw9v2HlsRBhnIiE2wX2d6NltHEAYtQ9MtfKISX9KGI1pjaGfOVtkXdBFvtuSNj1R97/oGC9ZAg+3hA8pHsMRNbm2Yhx3IMY1pfIspxpRPGUIecCJABaIWYy1z7HIaXcIe9+K+B162tLG9NolqFgUUiOeOb/nZAx0Tn7m83HVGQEvACck3mmEmKAHyBDLlfBGETM9x2LmFDvIq596Mf6mWtnGeEdhoymLohRFaYU10YepRCl6WmEuEToGzGJ2iiF7j0kcCramj6KmEQTxGQWIib4hP22+Qrg9trEDeitbVxX2js7IMZztvX7UwrxziFl6TakEO1quNULeUy6IUHUHClAi62tVkvplyNWQ5lPrIZyALEayp3EMro3EvNh10B4O5eYalNoJKgIc/WPNyKWl96KOmZihOJca7et4V6zzHo9amveFin3uxHLYe9MwY3VO9jvWyDl4wdbxxeRURCcA08jvptN+auE6G0qUrJON5za2vr0AjGvuDwStCMQP+iDjJMQ+RtE9PoejJSji8hxBmX6fQuxiteRSMj+ZLi9M+IJoaLVyzbO8khBORXx+tvsvkfsei8kU54l1tRvhhSTdsjjvnFOP3LXY9vlXM+qxBPns8piGcRjFhGj3AuJh0/NQk6hW4mKejNkqN+NFMkeiP4GIUNpdxtrU1vHrOzbABnnG9h8X2xjH2z9GGBrNgnJuFORUnkVkmWtkfL1mrXXESnLfa3vS0Q5szSAeMDvCE8fRDhUGeHPSOTQa4Tk/V352lpJ+uxocz0NydeqhhP9kALYiXjGxk+IB59n4/sMGVrDiUpnWWKk6UMk68sjegqRH49wt43hzhxihcCyyKjthckxltxnszXSF/rZXIe+74vo7wfDk8MRXva1OT3U8Gg6kscvItxqieRyFyTn5hLxv1rmvdUQLX1NrC70C9JZPsu850XEU45GtNXJ+vSc/daTuF9xTaQvjEF4+gjQP+edrWzuJyP6WBc5H+4GtsvlqUuZ+1OJ1cFeQDzhUmQAXon42KVI1n2LOVyQIfIzMgROsXUbTDTUFyH+8xziax8gfD0PGRpDbT2CE7A2kot/Gh6EEulb2NoGR8YbxAjzIygTYqTNw8P23hP4F0QhCuBvaXfAJruRIf9xSNk7ATHNKYbct5ApmVhIG/uRydEs5J4NiZ7EjREDDoee1SBWl3mPggrWzrbI+yOG8n8UzM8/3Z7zdu9cJKDHEqsvPGj37mO/75xDKA2QEhtKsx6GmN6LLF9IPRhJeVNtjMAWI6/T/yGvxEhEvB2RlT0SS2vJPHcvYga5CsYeSFHeDhkTm2Il15ajr7Vs/tdDTP5ZLNfcfg9RmYMpuAk87/qzZJRms5zfg6dylK3tWJurrxGjvR0ZQncghe1zlGpQx8aV9/TvZYyxAvKCnIcMubcR07sXCe81kIJ0KfL47UtOfru1sxkSLBdZ314lnsjdDDG57sQTN9sjRresfOPKZKqhEA9ZG224tz1LHrI2DqVnVCeeZJo3ElTaPKWkPyzn4XVFaC9EKBojb+FiYgWPzkip7GFrciQFyzyumWnnVCT0OiJ+NxCYar91RAJrLjENrj45exPsetZIamk08T12xk2e+0NUqi0S+Hca/i+zZCFRAa1AwSpec5HC+xPa41Cd6Kl8BnMWINpfhDx7pyIan4t41XNIOfvD+jPA1izs/bibPJW7suuxjL7XBo63/8sj+rw/M55smeUnbByTEB++gnjS7TSbu6xMKIcUohOIh2LdQqwGdTpSWtoaXgQv6PaIZ/dFyvvtxE36g5EythVScMKehbvtXd8iBWwwUoqGIYVpV2sj38b4LP7tYs+cifD3WHt/OIuoIuLFeyPFd7mqpi0vDtn/1ZEh8DXiZxshObMZ4rXXIgfm/XbPCKJe0Bkpht8DozNtNkK0EyI3HZFsb2prdxryMP9ILFpRgVhAoyJKW22HcPQ8YupcwP86SAHvhPSOcbYutyDD5CfkVX/H1iyUd26LpcUhXP8A6SK327hD6lALpPDnZmX0QnJpjPX3IOTomohwrrr1dwhShE9FhsYww5HrkOzsRea0ZSSbmtk8PQsMyhnvPsD85VjbZc19a2QUfG7zVgPJxLdtjcNm5yus/xvYfPxl10Iq8WjsnBkb3xRbz4GIjuYjvOqKjOE9kEx+FjnhJiCe+waSmSE9ajSKep2B5ObrxEpb1yDd926k7xyQi8//hk+pdyCDLE1sYgNTLosYYg9sA91ytNHSiGiJii+IwV5FDM9tTayKFPYJVDdEfAYxhmy5uQdC3+x7c0Ps7Q2h7jWC+gh5il4Hmtq9HYBH7f9zMMs901ZvQ6Zn7P+HbRwbUQRPLUvJEUceqrCZ6n6kQNdBBs1Ue1cnJIBDibzN7P5NM+3UyGm3mY017ynVhfQjMIW+iHEfjiz8dpn7XrHfl6jQUIT5yAqX/W1tnkWpS3sipvyjEfwT1offEBNZ6ma+IuD0KGyzW+b6HUhIVAu4XsjzjZC3pQtSWBojxpStVLOHtd8jB1+LxIiQ4P/D5iN4kcuw5CFrwfhc7kjQf/WzNHpbwfayG4+bIuHYGgmbicjT3QTxxqNQjvDmREXlRuQJnosU+Z1RVHeO4f0rRvPL3ASf6Ud54t6BvygY+dgVedVq5TwTvKj5TkwvzBngKLyK14lGuyHd6DikjIf2D7C5WYh4WVmbvyeQov0eUqLfRMrSDSjX+u+I67LWYynzsx2SJesh+fER8FJmTGWsL22B5na9Sub33P1KFVDKZm179kakLN1p+JDlI0ciWVOBWGq1tY1pF8TT70L8+VH7fTDiF+VzxjGImMt9BXIgDCVz8m4h418bOeTCmA6xtT8FOSvCfsW+SKY6pMhdUdi8rwDdZPn8tsi73d7mYRaS0bWRUVMNKZFdkKH2CVIQBxAjaTsihf45W7uKtkZH2/NXEculHkdMYbrexr5dpj+dEX2WIyq+HxMjT2XzjKEpUoI3RFkSbyJl9j1boy+Rolof4fqe9n8XpLTuYM//gPAza8xmecwexPMWHHFPzYfIoJ9MwY3/VW1ubiVGax5ExkQ/RFth32F9JCs2QQZvPfI7LFoiOZzXWVeEuX8c0Ucob1sNKfwvI30q7De4DvHSOjaW75De08vmubrddxjCn+7IILsOKftf2zpfjO1zQTrSQ8S9p6ehSOd4+/4MMlb7ISfpzsiQvhw5CEJK1hKp2P+WT6l3IAdpmtjCnr4SbbRh6Z75+lhlIeLx79cRmUh1Mqk2dq2dIVk2b3kt5Lm5AXmcj0MK4ieImWRPMWyLGHp5MpGMDCENsDZmGkLvy3Ke1Lmcc9IIMZa9EXPqYv2pZgRzXqaf2U3I5SmkDCdRwZiGVRZYiX7UxY6tt78NEBNfrgjHMt65DRJ0i6zdPZFQuxxFG74h5p7ujATzLaxEqg0Fla36iOn3p2BRgftsLsqRx5BATHsslo6Wub619f82omdnL1ZCKCMPzMU2FzewHIes2W9LjQSlz0rjbgukPJQ3/nA5sdpRSCU7CHn+LkOeynNQZKoX4k+NkVIw0db2eJZ/E3x55NkeY+9pBcy23zYlc2p5nmdbspRzPJbyzobkqeJl7b2DhPQE5Dmshbx8xyHZMRClGoxCXss+SIkYgIyKU5Biez8S6uNZTt61jD5XQjzmQnvHfKP33ZDXdQ6KKD5ETlUvCt+v9Kr1v4qt7f0ocvGJ0Wp3pOjtjhTzMsjxMwcpcJ3t3S2tnTeQQlfBcCI38tnUcGYwknc3GP5shfjQEutILLCxvq1bKMxxDJJl4dT3kA7ZKPNskVIfl2MNHHKGvILk+QRbgz7IwPwIKbyLDI8HESt43Y548cPZcSKD+3D7P6tQN0QK7ZVIkf4SRY1mIUUx0MgmyCAO+3Cq27oORMpruZwxhKjeccgAaIn0jmMNR663Mf4J3JOh0TLEFOtwlscdCCdnE8vyZvGui+HKcGI6dUhjnU3B4jSVrP3KyAE4gcxGe0Rfi22u/45SI9zuYHO74VLWrhWZ/UF5fi9s7kchfbGLzf31SB/ZDcndKjbnXW1uWmbm5kUbU9A5/7QxTEKGSnVkhIxCqU79kF7wHIp8jkCOt6NtHq9GTpXTUKTmMrt3MIrMVTQceZyCDulRSO9Zob12/5RPqXcgD9KEFJwTVqKNypn/G2CHudj3NY3AQphtK2SJ38aSnrX1ySk3h5h2CIUFr+xLhmQ3I4Z1KTA3g/jvE0NWf0cy7Ht5IkO+kDw1qothTpsCizPfNzcEXgeF02Yhq3gumbzQpbRXQMFYyX6MRKHISsib9pYR88ErONaGKMWmTuYdww2n2tm1NkjY90BG2wvEE8lXauMvUbnfHyn8ZQzHxqBc3GqZewsN69scP0SMWmS9SlsghnTnSuLFNvYJYfd7KcIha+lT8h+jifdy8YCCSsE+tm4LiVVLaiBFsyMruAk+g4fhvAuHvP+/IJ7YchnPtmEF0r8opIqX4egfKJqwudH0l8RNnwda335BvOwPlHd+n83jUKwilN1fewXXZEPENzsQowx7G42cgxTZdxCPHYWU/pn55ovC9yuFdNogN4KM2M7av9Jo93VkJLyAPMyfIWV6CvJ8v4Zk1FgyJ1Zn3t8WKUphH+GFRvstkGHRmTzlrQ2/HiVGUs5AClb43t76EDbL/13mvBhpo2xmDvdEnuuNkQExjHguSC/Ewx5BSudHxIIR4YC/B22NbkI4X9vWboucdwZlfzOiA2UQMu6CopqlkbB+Z6JoTSUkc/pgG81RxGQTCkbuylufwnkEg5Ax8TMy9BYheXo/8RDOB8KYkOOgLnloECnajxANjCHAxMy7WyIa/NsRkHl2UyQfL6CgLLvDcGmFo9QshUcQo3vO5n6EreN7WIl7u+8kYlpS9typHtavUE416xDbBkXiv0F8Y5Q9/6D1/xJEI/2R0fmrjf8OFPW5zO6fas+fhiKk84kH2l6GjI23bZ3OQAb9YDJp7kubg3/yp9Q7UAjSbEcRK+IU0s5mKDXkJmRFh7KClYwwB2cQ6dbcd5JTbg4JqncQ0x+NhFnWK3sSkfBbEplJq0ybaxErDWU35B2JPGR56/4Xw1wcQDRuDkGCJ4Sj2yFvVd4a2YW0V0DBWMl+VM38XpV4iFNR03OcrfWfSMjdgLwoOyKh/JsReX0kLLdBKQDPkjGcWPkypHsgr06zzLVtEYPqwVL28WTur2641jpzLQjO9YgezhXKMaaYDllLn5L/GM18SZ7wP3JMVCbWjp9F9ARfjhRbxwpugi+kP82xKnDLcW+R078oxJhHBsSW9v9GKHLRD/HigYjXXoucOi8jvjyaeNjeHsiw6FHUPuX07R1knAxGyvMVmfaHIq/0mUjJeQIp+23tnnxR8gL7lTLXHwA6FtIPh2RJPXvPGKT09LZ3nooU6OHEqPmVOW10RR7yG5BMO8qu97D5nEYmTSfzXPbU9SHYZnTi/pwQ0T7a+rYexWhAWNs7IgMsOICa2ty/g5S5bsS0n7LWt7+QYt0clTpthRTSE20+jyFTVINl8GnDhWDU/V92fcnQiPVlPAUPZz0YefLHIkPwaJvLs4n6xkjkSd8WGYHtbAz7E89a6pbTpysNb7bKXAv7PxwqMvA00oeyJzg/CczKaSsYIfsaXh1i7w1R9vOI6YZh3CUSpabgOTstrF+9kUz9DEVHt0P0cBqiwWfJnMeEHJQ3kmffluHTYmSoDURR3MeQIfo40it6oejD9ZnnbkX6xlm2Tk8gmuqEjMtbEH29h3jFVkiPfMbGsNzlj//Jn1LvQIkNLKbRBKF6jCFYY/u+JlIun7PvSwg8CuYT1jfiCxUFeiNltdDa8RQicFkykhEqdxTLxrOl9CdUSniTwsv3lbhFnK8f5NlovIJt74+8cA2Ie06ut7V40oh+ATFn8nhkVFYshncHZnoh0dv0d+oSUvbGsZxhTJTK0I8oqEM7rYzZ5S0VW4T+7kMxHLKWPiX/QQ6NZjnXKiHP5hD7f28UhfgIecumoehViWyCL0mcyOVPyNPcHuW/B+XxXaSglTNc/QQZE6ch3n8hyjueT0xR2cNop8UK9KkR8vZ3ylzbBHn+w4nZuyPl9BKktK1HLOlZFIfLEum0Ob+HaO4gFMX909Z4eoYPHYOUl2fIUZ6QV/pJ+/9Cm6++RGNiHfLvNVzHeESIXF+MvP9BLp5maxB+X+E9bsuxFhOR4r0mirz9bO8ea3RxGlKaD0OKXE8UtduZWKb2Wbunbqbt5XaaoAh43ipk9nsNm//Khg/tkYG/EcpgeB8ZOeOQI/JJtCeqIUrdG4H0hGCUhFScb1BE7G+5iQztshR0imWjT8EArIN0n3MouP/xYZYsH9/W5vRYm++7EC1uhOTsheSkaBXzOoe9U19gCjxyYtZBhkyoLPYA0ileRxHY6sg4G4743wGITy6RYpWZv+0MV35EEZsHED3XNPy6167dm1nbxYh2PkJp2QuQMX2r9eMgZITcQeaAOXu+0HSvf9un1DtQggiYm0YzHTHeqcAjdm1NZHXm87pURUpUsLjXQwwhaxkPxaosLaMv+bxQFQ1JryATyVgF81KgUgI5m+5W4frk9qPYmJGtS9gw3hFV4JiABOsAFI5shzwtUynmDcLIE/MwBSvfNDXmt9wGC6qudQ0SivsYU90dCcW85XBXoK/NKYZD1tJn1XxyeQlKtbzR+FgllJY2C4XU7+M/sAkepWjch5wDW6AUg9pI6P9mOHww8jL/gLylrxKjFz2wfWD2/U7g1CL2oQLyRg7NXAuK2SZoE2Y4bHTPfDJlOd+zRDptnnsaISXuWqS4PIHSeD4zfjYUKZXDkad0E3IiAkie1UXRyLGGO7cgpajQtGKkxN1icxgiD7nGxNkoKlAtF1+LARe2QWkhZZExNQZ5/DvZHLxu63QWMrAuRCklIcWqA1LEd0VpTr+RyQwohv7l0mflDE990mj1LWRM1EOR5VeBLnZ/A+JZL1sjnl9gj4Nd/45MGjSSc6MpZE+SzccjKIq2LzJUHjJcy0ZhNkBO0zJIJtxv+NOceDDuPSi9r15xzt0y5nUjJKey+0uvAC62/29Dcj6b5VEZKfLjkTGWryR8NhX5RmR8tkbVyyYj46EzSx58d509dx4ych4i7tOYZZ8HM7yjrK318ativlb1p9Q7UMLI1xIxtDHAZZlFfZ94eu/S9gKsj3ICg/f6QeRRCMbFoaxEmLwU5+UAllIp4d/aD2L+6k5IeDRGXsvOhguXIa9DCGN+wXJWBFvKOwMj2gYpENWQgL7fcGVD68cbK8J0kTckpEkMJJMmUYzr0IpiOGQtfVbNBxnE5+bgyO0oelUJed0P5D+yCR4pTs+j1IHaSIG+DXkEhyLv7A9Gz08bPtcgRvAuAC63/9dE0YIVORemifGrUzPXwt6Fe7ACG6xEGg9LOb0ZeagvIVbhamt8pgfybm+GvKmTkVIZCohkvdK7IAUw8K1zibLwJORxLkwZDfy1AjJQ76WgMTGUuEF3uQ7wW4H52d/eczJSzs5HPP5GFBmahuT7aOQ9/goZoY8jQ6M68lS/gnhyT5ay0beIfcvO8xEoFagZUshPwNKWkfHWH3naaxvuzATq2e/1rK83UIgjhxiZ6ICcTJOJhrPL+dsZGYu1kMEXUrp3RPTSBRmIobJjO2Lacx0UgZiAPOzbECOeJXr2T6b/gY43QsbyNfa9HXKgPGDzd4Vdr5zTTmUy6dN53hP2ZrYz3BpnuPSL4c3XiL8ORoVNqiLD5BFEi6chfeJFa+8UZFhMwg4ztuvdEP3uwn8sVbjUO1DiA4z5kNlKOp3JyS3MIp39DYt/PLKEt0cbwUcYgV+AGFahB3/9kz8so1LCv7kfyNv2AtoUdUrmejZVrREruQ+HKFj3QzWsBxljqYa8Pnchb9NrLGdO+VLeVdOYUpHTJIqwDu+xkoespU/xf1jSm7wb2tuSLQXaGikB95Z2f0toDi5CqRVrIoXnSuQVb4LSVXojL/w1SDELm6B3Q4pP9nTiFY7CEktGnmrfg5y4jnhyconQDfIUNzRa/QoZVM8hQ6IvUgZvRvtphpi8agTcZs+fYDT+OnJOrG/j+RUZJDPJb8Bk02fWDThpa3If0Zi4CuWsF3sqZOb9De0dryBv8BVoj8MYpCzfgoya19CG5I723FbI6LjQvq+HlSzPjq+Y+nqGvf9gVI5578x7umB732zuqyIF/2KkqNbLrPVSnVxEh9iX2XtDG/Z/RbT/sh6KPozEzjdBToctUBSiHuZ0y8Vhw6HJ9v9maJ9RkQ3xFVlv+3/b8D7D2flE47cFor2uhttZPe9Y8uz7RLI0pPBVREZCAxS9mI6iEbNtfl9GqXCn2vwMRg5QZ3i+HtIxZyM+Ux3J6VDdKZz5tJu1+ypwe0nOXWl8Sr0Dq2SQBcsWFijJlnPf5ogZ9UWWYzW7fowRf2MjuBNRCOtvBlHaY1yJuflH9L24+4GiEq8Tzwgpzmoha2X+3xwJ01BTujcFS+7Vo4SU/xJYgzYU4yFr6VMsa5LrTQ5eza1R+DykRLRDitwKVSL6p31QRCFbfW8to7M97Pv2KML4IEpfuQIpRjVRGscHyGP4FtDGnikWHkA0Jk637yHdcOdVMC8VbB6GWh/mIKOiHVJOB5icKmv9PDkj0wYRz9i4GynWVZGS3YVlpNeiqO6LSHELqaNXI4NuV/u+hCFSHPhPdNrcjrzF45EcH2F8qxFS9B5G0ZqRSLHrl9P/4WQOOS2B9dkApTCtgaI9w23O1zAcfgB5sGehVOlXUGbDNmif2jAyhsByvK+AQwxFImchg/tklCLVGzkeHs/cdxoyxsO8diIanGWQ8n4ySh9cA+2fm2Rtr3TJ5CKM7zzkFHwCpfhWRFGST22Nr0RGWDXk4J2EnAunIcN485z2yqCI0EDiGRTrEctZT7c1+RzRdGPi+R9bowjWm8CJ9uz6aA9EY8Ovd1HhmonI0A986A2MD/0XP6XegVWIkEuUZMv5PeSdnog8N3dScMd/R+wMhNIeS/os13qXN6bdnuI1IqojD+D/2Tv6GGPJ4sr1yPuwUpuhS2neivWQtfRZqbXYEvNeEb3Jk5D3raL9PtmE/Mf8y1OYMuOujtILbswKX6QUPZr5viNShpuSU+UJeXlrET28xe2o2BEp8HeZ3FjuMtgr8K58p933QUbUdyjt627k7QzFRQ5ERtQJpjjdDbyTaWNPu3Y5eQ4Ks3vWIx6quivaf9HY+Nurdr08Miz6shzV6FZg7I3CHCAF8iWUNnQzijzNQxGKtW1M7VC6UFmUVvQUMY9+K6OfYuPLhnunIf2imr23r+Hu08i4rY0U1I2QUj6WWP79BFvL7Yh74lZ0f00LpDw3RAb1EKIhNg4pzxWRgTCDglGMvZBx1gKlSA5CztMBKIWtPEor22Zl5quI49kNGGn/32fjCamEl6PN1Qcj51dY415I7j/F0surn4IU/LB3piGKIByNilZMsnHnHnzX0eimcaatbKW1v0tU2/fAh0KJ3n91mddC57O0O7BKB1t4FaWwke7ZsMio9ncIg4ba7ScYof6d95Y+/9wPikrsVoztrYuEck2092EX5NG7HXnmsof03AjsU9pzkD7/3g/yUj6OFMZcb/IFyMO5NkpPKNaKTKX9QakGxyHPYC+UPlgOpbAcnbkvbHgu0XztQvrYBKXPtLXvJVnF6gAUJb8UeZu3RAroAGTQdCWeyrsXiorumnk+nKdzW+Zac5QKtE6e95Wzd4VKOfuakrQ38q7Ws+v1DC+LtViIyeByqLLSw5nrg5Eyt5vRwacodXk0cvT9hJTka5DxsxcygCbas8VWbhMp3e8ghXQgMUpzD0ppCnrDUdavl+37AODQTDu9MQOZFSzPjJT8L5ECvT9Sul8lnn+1lq3/g8jwbJTzfCWU+jQVRVT2IO6JGEAJVmZayph2s3W8HDnr7kDGZDObswoo6jPC/i+XebbQ9EWbn2dR5GEY4jNlDUceQ/swTqTwQwdD9C0vvVMKvKi0P8E6Wq3AOed8zsCdc00QoV3hvb/bOXcp2h8xDUUy7kZMrYz3/stV3OUEpQzOuXIohaKi9/4i59w5SFDdhIR2L8RsnvHeT8k8twSuJUiwNHDOrQv87r1f5JzbHG3S28V7v7X9vifKe/4CGOC9/7jUOlvC4JzbDBnvOyFv7ifAT9777qXaMQPnXGXv/U8lSefOuR3R5twbUQrKB/a/RyldayFFf2ukWJ8D/OW9v805V8F7/4dzrizyup4DfO+9P9/arui9/zXnfc57700mDkCpI7NQvvgCpEj95JzbB0V8u3vvfyrmMZf13v/lnHPEMq3vozSmcqi85kcofWRj5MjpiKLF3yNH4PdI+dwebSS/yXv/RjH1bx+UXtbQe7/AOXcQip6daL/3Ix4YuAvSJW5CUYvHsPLn3vupzrmmiJ7P8t7/tQJ9aY6MlyuQ97sCijzUQ5GIsd77eXavQzLsl0LaquG9/zbzfS+kzLcDvihBHP+bfjI4ux7CvzoI1y9FqWPt0Qbommh/VAfv/Z/OuVOQUT0UIF9fnXOhpO5RKGugJTI2H0GGxVb27FTjPaGkazOUtjTFez+yBKbg3w2lbcn8kz7E3NchKMy3M2Jc16M8vVVSojV9/lkfYjiyCYpItUbCrAsKA++EcrofREw3lUxNnxX6oP1cb6Cc4CvtWiMk/PJ5k5eo9f9f+xA3NPdE1WO+/qfQGCWcqoCU0fuBMzPX+gCP2f9boOhE1Uxf7sDKZFJwo7RDG1DHEstX5qZN1UHRrrAR+RCUlrMF8v6+gvYZHoC88SWW0mXv38/w/A+UvtfK/s4zmfw+2mswATn9wp642kiJDxvgi5VObF3+omAJ1tdQql0rm+tWJjM2ztzzBKowdgtKi7vHxtBmJfrShHhuxxbIi94DpZzdjwysjYrYZnnr/zRKeE9EFgfR/qZ7iSmdXVGE4FFkHL5r+N4COfAOtfuOR6mfec9dybRfD0WuQkWz9WyOJgDH5rm/0EMH0yd+VsuIxNLAObcd2lB2i/f+qox3Zl3v/del3b8Eqxacc3WQV6Kv9/4b59whiKkcgRjcccgT2B95Cjfw3r9bWv1N8O8F51xIX+mNPO/dkSL0h0UmzgN+9N53tfuX8Cb/FyHHW1kTwK8mUWHn3IFIgf8cuMRb9Mk59xpwhPd+vn0Pcsqh9KOLgAu8928550LxhL+cc+dbW2O891/keV9PYrrIhcjjewKqUPMw8ky3QA63ft774cUZjXHOlffe/2n/t0e89mQUSWmMIi6/o2jE1mhj619os2xHpMw/5r3/3DnXBZX9vLY4+panrzsiY+Zc5Ck/ChlXFZFn+xbgLluXMt77xfbcQLRBvwOKpsz33r+6svMY3uGca2h9+RlFQBqgiM7jfjkiHs658thJ6Mh58dyK9qko4JxrhaIq3VFa0Q/IQBiJ9oJ9haIQW6KUwlpo/p5Gm8M7eu9n5rQZ6GJt7/13dq032nR9g/f+S+fcUSiN6h7v/Yw8/WqIziT7sLjH/F+BZEjkAefcDgh5r/Xe32LXUorKagjLEKw3oEhEB+ShOtt7/0MpdTXBvxicczWQp/0w7/3TzrmdkKf1aRTWPxMpSz2BOd77HqsTT1pdxppRfOoB80z53xkd8vYSipR7hBf7ektZyWljLWR0VkLK41t2/Ujk8e3gvf8055ly3vv/WQrUnUhJn4DSiuoj5biv936Gc64y8IcZuMVpRGyBIhB3mkLcjugRrkE896AfSkUZhJTNF1Ae/W7Ii74+Sm+5CJ238nxx9K+QPjdB+zO+9d43yFw/EJgaDD27ljUmnkVp0gfa92LFb1N+OyCF2QP3ee8XFOH58igq9UVJ0Z5zbkvgN+/9HOfcfihtb7T3/kH7/SV0LsrLaF/DlmiP1GsoM6AtSrl7Gs3lwkLecyCin99QtK06Mob3JZ7w3dl7P764x7i6QDIkCgFj3mMQ8s5bHYRYggjLEKz1kCFxrwnWjVFO8iel1uEE/3pwzrVGhsLxKAd+AqpA8gTwoff+GOdcI+C7oigFCf5dYHhwKfEshBtRVZ/zkRL0KdqcO6IwJc85Vxudl9QceXN/Q3tN2nnv38m5t5b99pb3fqJF5fdC6UN/ouhrS/t93+If8d/92BQ5ZBojnrsNqs60oxktzZCXvwraJNse7S24G5jkvT/BvNqnIu/1EJujvxX4Eur3NkjZPct7//Ay7s0aE08D47z3t5dQvxqhqkb3e++/KYl3rCiYzNwRZX/8gPSsq1Ek9ibv/Ud231toL1hPlHb3jPf+d/vtQRRZe2Qp79kBOfwuRtG0kMr0ASoesC7wtvd+dPGPcvWBMqXdgX8qeO8noZrsnyYjYvUCE6ynOud2tVDwfaiSxSS0obo+yjW+1QT53GREJFhZ8N4PR1Gvt9EGycvNc9wc2MA5V817PzMZEf9dcM7tigo3dECVZNqiTbrvoLSPL1BU4kXIv6HUrn+GUuQuRht75wEH5xoRBpVQtOsa59yxKNe8OrDIe/8syrd/BdjGlOZiBefcvs65Cy11ZAFK73vYez8GRYKnOefaIqOhLjKMTkDRlcpoU/XVNu4RaO/B98DmlpJcYkaEvXM6iqQMcM51Wsa9iy3VDLQXqkoJ9msmUsr/aUZEXYRTbyHF/j5k+PVAeNfKInJ473cATvPeT/TeD84YEe2Qc2/iUt5TG2UTLPDev+6974b2o5yCqlY94L2/PhkRKw/lSrsD/3BYBKtPWD3B3xAE66HOuf7II9wGmOm9H+2cm4oqpeyKvGbTSqujCf5b4L0f5ZxrAdzpnOvjvf8eedLWRKfYJvgPgaW0rem9/9wuVUf7rjZH5yL0QIrPLSh3PBxotsg595j3/n+Fte21f+Y1+xQK3vu5tndib+StXQfl11/unFvgvX/HFOQa3vvZKzzYHLD9HOVQ+ey6zrk1vfeXO+eOAfo554Z771s75xag1JTNkNL5HIrKHG59Pd57/5Hluq/rvb/dqfLZVmj/RImD9/5N837nrYaUc+9i59wayIgo1JteTP36syTbX0Gohs7UqIJShb9EKUe9UPStK1DJOTfYe/9JNg3PObc+MrJPQil6c5bynv8hY+1I51w77/0T3vtrnHNXAmc656Z62zeRYOUgpTYlSJAHjNEHwXoTqmLRFjjVBGsNilmwJkgQwDnXEnmU70apJaf7tIn/PwW2J6AvKms7GvGajxGvuRl4wHv/tnPublSV6VpLpTwAmJ4xPoqzT5uj/ThfoAjADOAMX4Kb2y2Vq719/cZ7f67t5+iPKkwdiTYzX4GcN+2Qk+8VdHZDH+fcLmjvxDnBw+ycq+K9X1RS/V5ZCOmzpd2P0gDn3EXAQUjG1kM8bl0UWaqDNthfkKvoO+cqAvsAH+TK3sz+oh2REfGr9/4Dp7KwOwKjvPdP2b0NlmGEJCgCJEMiQYKlQGkI1gQJ4O9NgkPQSbdLVBNJ8O8FMyIGog3Bn6HIw3ivM4zKoc3C85AyfRMyJPOlJZVE39ZB3vxz0KbURr6YzypxztUMPNQ5txVSIPujakblvPfdLArSB83FQJSy9BNKibkSbcC+F6V9bQJc470f5uwMiuLsb4KVA3O8/eHtvBErCHALSmF71Tm3PSqr3gDtBfohpDEtZ/vh3JHWaE/EAyj9+Bzv/cvOuZOQ0TLUez+4WAeXIBkSCRIsC1aFYE2QIB845yr5Qg6PSvDvBCvgcB3yyDayVJcd0MGDF1uaTlWkPDugf/CklkJft/XeTy3mNvdFFZceQJuqP0NOmoNRmtMJqLzsoajgwNFos/gEYD5KV9keHUb3BaooVcXmLaUh/8PAOVcdVVZ6C3jVe/+MXe+FTkg/yr7viPaDDfB5ShMX0vbfB+jZ5vIBKLq1JzJIKqE9FqOcc6cBr60qg3x1gmRIJEhQBCgJwZogQYLVC5xzDVC5y1C44SRUqekvtJF6Nkp1+tl7//OqVpBzKx0V5/ttw/ZE4Fe0GbwJ8BQyDh5EaVxXodKfB6GoxLaoclk320TbAVWyesB7/1Jx9CtByYHh++7IgH4Qnbg9DhiFDOWBdt8ayxuJsA3Z41CJ4x4W5aiL9s3cCTRF+4kuQWeupBOpSwiSIZEgwXJASQrWBAkSrH7gnKuPcsFboI30+6P88PXR5tMeXtUD/3NgqV0voT1AI9GekC3RmO91OmPgW3RC9QvA+977XTPPb4IKYDyf9g79e8A5txnaJL8T2hv0CfCT9777CrS1IapgtgBFOs6z6ycD1bz3vZ0ONTwAeMR7/2IxDSNBDiRDIkGCBAkSJCgFMK/qeUhhPmR1ck5YOtdYoJPXIYy7ozz6yTn3NUZGR3fv/QOZ66vFye7/NcjsZ+iJNk5vBtRfkY3xzrnuqEzyOsBa3vsuzrkjUKrcSyhN7hjv/bTk/Cs5SIZEggQJEiRIsArAPPFzs+kbFpnojPZhney9/6q0+reqwekE99FAt6yRkOe+HdGZEj19CR3glmDVQFahd87VBFje4iVGKzt57x+37/uhw+ouRFUVf7E0p45oA/4b3vvnin8UCbKQDIkECRIkSJCghME87pcAXbz3c3N+a4BOZB64uu3BssjEZKCz977/Uu7bGRiDUqDm+xI+aC5BycGKRAeccxWAWWgfxHVo0/1L6ITq6sCr6LyRH7z3XVfmXQmKBsmQSJAgQYIECUoQLOf/JOBlS+Mpk6sIr86pOs657ZA3+YNl3FfVe//jKupWgn8YWJrbUHQg4a2o0tk0oJL3vpNt5O8K9PY62TvBKoAyy74lQYIECRIkSFBUcM4FGXsAqiKzo3NurXze9NXViADw3r+9LCPCYBH8fSp2gtUMvPfT0Cb7rdDJ2MfaT+vbRu53gLOSEbFqIUUkEiRIkCBBgmKEzCm763jvv7FrxwPN0BkKL3vvfyvFLiZI8K8F51wTlOZ2mvf+UTur4qfV9aTw0oZypd2BBAkSJEiQ4L8CIW3JOdcS6Oacew2dgfCgc25NVP6ygnNuzOochUiQYEXBez/ZDjYc7pxbN23AL11IqU0JEiRIkCDBSoJzrjyAGRF7A72B7kAD4Azn3Hne+z7Au0A7oHKpdTZBgn85WJngg4BrnHN1M2mECVYxpIhEggQJEiRIsBLgnPs/4DjnXDggbRPgCGADoBFwE3CMc26x9/4m51xd7/3CUuxyggT/evDeT3LO1U4b8EsXkgWXIEGCBAkSrBzUR5GHg51zGwF9gY/RydXtvfePAv8DdnPObey9/7TUepogwX8L0gb8UoZkSCRIkCBBggQrAd77N4AJwBbAKUA94BdU835r51wjlAFwce4ZEgkSJFhxCGdEpLMiSg9SalOCBAkSJEiwEuCca4UOlJsCNAd+A24HrgCuBf4ArvPev19afUyQIEGCkoBU/jVBggQJEiRYQXDOVQYeAO7x3r/knGsGHIJSLnoBHqjsvV+YTtlNkCDBfw1SalOCBAkSJEiwguC9/wlFIPax7y8Bk4BjgPOBMmFjdTIiEiRI8F+DZEgkSJAgQYIEywlhU6dzbgvn3C7OuWrAY0A551xbu+0tYDIwyHv/c+n0NEGCBAlKHlJqU4IECRIkSFAEMIPhYmA6sBYwGNgQ2Bsoj8q/nuO9H1VafUyQIEGCVQHJkEiQIEGCBAmWAs65Ct77P+z/OsB9wGHoYLlzgJ1R8ZIqwA7A5977qaXS2QQJEiRYhZAMiQQJEiRIkKAQcM41BLoBTwETgUrAecBC4GDgWO/9HOdcU2Cy9/73UutsggQJEqxiSHskEiRIkCBBgjxg5z88CcwAptkJuj8BZYGjgC5mROwD9EHnRyRIkCDBagMpIpEgQYIECRLkgHOuKvA0MNB73y/ntwOBtsBfwBygE3Ce937Yqu5nggQJEpQmpAPpEiRIkCBBgiXhV+AzlNKEc64ssNgLhjnnfgfWBWoBp3jvX0nnRCRIkGB1g2RIJEiQIEGCBEvCWsB2QFNguPf+L+dcGSv/WgWdDzEo+0AyIhIkSLC6QdojkSBBggQJEuSA9/574A7gMOfctnbZee8XA82Ao51zVUqndwkSJEjwz4BkSCRIkCBBggT54WlgAXCqbahe7JzbHbgWHTa3qFR7lyBBggSlDGmzdYIECRIkSFAIOOdqAu2B04EpQAPgOu/90LQnIkGCBKs7JEMiQYIECRIkWAaYQbEYWMN7Pz8ZEQkSJEiQDIkECRIkSJAgQYIECRKsAKQ9EgkSJEiQIEGCBAkSJCgyJEMiQYIECRIkSJAgQYIERYZkSCRIkCBBggQJEiRIkKDIkAyJBAkSJEiQIEGCBAkSFBmSIZEgQYIECRIkSJAgQYIiQzIkEiRIkCBBsYBzrpZz7jHn3Bzn3Ezn3Ajn3J7OuSft922dc60y9x/snOtRej1OkCBBggQrA6n8a4IECRIkWGlwzjlgAjDAe9/Hrm0LVPHev2rfjwd29N6fUVr9TJAgQYIExQfJkEiQIEGCBCsNzrl9gCu893vmXK8HDAO2B2YDFYHPgGvt/x2992c45/4P6APUtUfP8d6Pd87tBdxm1zywp/d+UUmPJ0GCBAkSLBvKlXYHEiRIkCDBfwK2At4q7Efv/R/OucvIRCQsQhHgNuAW7/1rzrm6wPPAFkB3oIsZFZWB30pqAAkSJEiQoGiQDIkECRIkSPBPgH2BRsqQAqCqc64KMB642Tk3EBjivZ9fWh1MkCBBggQFIW22TpAgQYIExQEzgB1W4vkywK7e+23tU9t7v8h7fx1wIkqDet05t3lxdDZBggQJEqw8JEMiQYIECRIUB7wIrOGcOylccM41ATbK3LMIqFLI86OBvzdh20ZtnHMNvPfveO+vB94EkiGRIEGCBP8QSIZEggQJEiRYafCq3HEIsJ+Vf50BXAF8nrltHEpfmuqc65DTxFnAjs656c65mcCpdv0c59y7zrlpwK/AyBIdSIIECRIkWG5IVZsSJEiQIEGCBAkSJEhQZEgRiQQJEiRIkCBBggQJEhQZkiGRIEGCBAkSJEiQIEGCIkMyJBIkSJAgQYIECRIkSFBkSIZEggQJEiRIkCBBggQJigzJkEiQIEGCBAkSJEiQIEGRIRkSCRIkSJAgQYIECRIkKDIkQyJBggQJEiRIkCBBggRFhv8Hq1U54JhgeLoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_votes = 0\n",
    "for i in df['Votes']:\n",
    "    total_votes += i\n",
    "weighted_rate = []\n",
    "for i in range(9551):\n",
    "    rans = (df['Votes'][i] * df['Aggregate rating'][i]) / total_votes\n",
    "    weighted_rate.append(rans)\n",
    "city_rating_sum = {}\n",
    "city_rating_count = {}\n",
    "for i in range(9551):\n",
    "    if df['City'][i] in city_rating_sum:\n",
    "        city_rating_sum[df['City'][i]] += weighted_rate[i]\n",
    "        city_rating_count[df['City'][i]] += 1\n",
    "    else:\n",
    "        city_rating_sum[df['City'][i]] = weighted_rate[i]\n",
    "        city_rating_count[df['City'][i]] = 1\n",
    "city_weighted_rating = {}\n",
    "j = 0\n",
    "for i in city_rating_sum:\n",
    "    city_weighted_rating[i] = city_rating_sum[i]\n",
    "    city_weighted_rating[i] /= city_rating_count[i]\n",
    "    \n",
    "city_number = {}\n",
    "for i in df['City']:\n",
    "    if i in city_number:\n",
    "        city_number[i] += 1\n",
    "    else:\n",
    "        city_number[i] = 1\n",
    "cities = []\n",
    "num_res = []\n",
    "city_rate = []\n",
    "for i in city_number:\n",
    "    cities.append(i)\n",
    "    num_res.append(city_number[i]*100)  #No. of Restaurants multiplied by 100 to improve visual experience.\n",
    "    city_rate.append(city_weighted_rating[i]*100000)  #Rating multiplied by 1 lakh, to make bubble visible.\n",
    "plt.figure(figsize=(13,5))\n",
    "plt.scatter(cities, num_res, city_rate, 'r')  # City_rate as Bubble-size\n",
    "plt.axis([0,145,0,1000])    # specifying axis-dimensions\n",
    "plt.xticks(rotation=45)  # as there are many cities in India, so there names are not visible in graph.\n",
    "plt.xlabel(\"Cities\")\n",
    "plt.ylabel(\"(No. of Restaurants) * 100\")\n",
    "plt.title(\"Bubble graph\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}