Just a moment...
/*Typography=========================== */ @import url('https://fonts.googleapis.com/css?family=Roboto:100,100i,300,300i,400,400i,500,500i,700,700i,900,900i'); html, body { width: 100%; height: auto; margin: 0; padding: 0; } .container { width: 90%!important; } a { text-decoration: none; color: #fff; } .dark { color: #222 !important; } .red { color: #ab2927; } .white { color: #fff !important; } .pagination a { padding: 0 10px; } .pagination strong { padding: 8px 20px; background: #39cbde; color: #fff; } .nav-links { margin: 0 20px; } .nav-links a { padding: 0 10px; } .nav-links span { padding: 8px 20px; background: #39cbde; color: #fff; } .cont { font-size: 15px; line-height: 21px; } .cont1 { font-size: 17px; line-height: 28px; } body { font-family: 'Roboto', sans-serif; position: relative; font-size: 14px; line-height: 24px; color: #000; } a { color: #6f6f6f; } a, a:active, a:focus, a:hover { outline: none; -webkit-transition: all 0.3s ease-in-out; -moz-transition: all 0.3s ease-in-out; -o-transition: all 0.3s ease-in-out; -ms-transition: all 0.3s ease-in-out; transition: all 0.3s ease-in-out; } a:hover { text-decoration: none; } h1, h2, h3, h4, h5, h6 { color: #3f3f3f; margin: 0 0 15px 0; font-weight: 500; } h1 { font-size: 48px; line-height: 52px; } h2 { font-size: 36px; line-height: 48px; } h3 { font-size: 30px; line-height: 36px; } h4 { font-size: 24px; line-height: 30px; } h5 { font-size: 18px; line-height: 24px; } h6 { font-size: 14px; line-height: 18px; } p { margin-bottom: 20px; } .section { padding: 50px 0; } nav.sticky.bootsnav ul.nav>li>a { color: #273272; } img.lazy { display: block; } /*Navbar Adjusment=========================== */ /* Navbar Atribute ------*/ .attr-nav>ul>li>a { /* padding: 28px 15px;*/ padding: 5px 8px 3px 10px; background: #E00; margin: 8px; border-radius: 5px; } .search i { font-size: 35px; color: #fff; } ul.cart-list>li.total>.btn { border-bottom: solid 1px #cfcfcf !important; color: #fff !important; padding: 10px 15px; } .solslider { padding-top: 170px; padding-bottom: 230px; } .sol-child-slider { padding-top: 170px; padding-bottom: 80px !important; } .tabs-left li { background: #f7f7f7; } active.tab-content::after { top: 16px; left: -50px; bottom: auto; border-width: 10px 50px 10px 0; border-color: transparent #f3961c; } .foothd { color: #fff; text-transform: uppercase; text-align: left; } .mx-1 { background: #fff !important; cursor: pointer; padding: 10px 14px !important; border-radius: 50%; } .mx-1:hover { background: #E00 !important; cursor: pointer; padding: 10px 14px !important; border-radius: 50%; } .container.text-center.text-md-left { padding-bottom: 48px; } .mx-1:hover i { color: #fff; } .footlnk li { text-align: left; } .footlnk li a { color: #fff; text-decoration: none; font-size: 15px; } .slider-texthome { font-size: 38px; color: #1B87CB; letter-spacing: 0; line-height: 50px; } .slider-textcont { font-size: 45px; color: #1B87CB; letter-spacing: 0; line-height: 60px; } p.text-rotator.leadtxt { font-size: 28px; padding: 0px 84px; line-height: 40px; margin-bottom: 20px; } .sliderlead { font-size: 20px; letter-spacing: 0; margin-top: 5px; margin-bottom: 7px; } .slider-text { font-size: 32px; font-weight: 700; line-height: 40px; } .txthead { font-size: 20px; line-height: 24px; font-weight: 700; } .w-100 { width: 46%!important; } .buttoncta {} .buttoncta a:hover { background: #ea1616; color: #fff; padding: 7px 13px; letter-spacing: 1px; text-transform: uppercase; font-weight: bold; text-decoration: none; border-radius: 5px; box-shadow: 2px 4px 7px 0px #484545; } .fancy { line-height: 0.5; text-align: left; margin-left: 115px; } .fancy span { display: inline-block; position: relative; } .fancy span:before { content: ""; position: absolute; height: 5px; border-bottom: 1px solid #DD0000; border-top: 1px solid #DD0000; top: 0; width: 100px; } .fancy span:before { right: 100%; margin-right: 15px; } .fancy span:after { left: 100%; margin-left: 15px; } nav.navbar .navbar-brand img.logo { width: 125px; background: #fff; } @media (min-width: 1024px) { /* Navbar General ------*/ nav.navbar ul.nav>li>a { padding: 30px 15px; font-size: 18px; font-weight: normal!important; } nav.navbar .navbar-brand { margin-top: 0; display: table; padding: 8px 0px; } nav.sticky .navbar-brand { margin-top: -14px; } nav.navbar .navbar-brand img.logo { background: #fff; } /* Navbar Center ------*/ nav.navbar-center .navbar-brand { margin: 0 !important; } /* Navbar Brand Top ------*/ nav.navbar-brand-top .navbar-brand { margin: 10px !important; } /* Navbar Full ------*/ nav.navbar-full .navbar-brand { position: relative; top: -15px; } /* Navbar Sidebar ------*/ nav.navbar-sidebar ul.nav, nav.navbar-sidebar .navbar-brand { margin-bottom: 50px; } nav.navbar-sidebar ul.nav>li>a { padding: 10px 15px; font-weight: bold; } /* Navbar Transparent & Fixed ------*/ nav.navbar.bootsnav.navbar-transparent.white { background-color: rgba(255, 255, 255, 0.3); border-bottom: solid 1px #bbb; } nav.navbar.navbar-inverse.bootsnav.navbar-transparent.dark, nav.navbar.bootsnav.navbar-transparent.dark { background-color: rgba(0, 0, 0, 0.3); border-bottom: solid 1px #555; } nav.navbar.bootsnav.navbar-transparent.white .attr-nav { border-left: solid 1px #bbb; } nav.navbar.navbar-inverse.bootsnav.navbar-transparent.dark .attr-nav, nav.navbar.bootsnav.navbar-transparent.dark .attr-nav { border-left: solid 1px #555; } nav.navbar.bootsnav.no-background.white .attr-nav>ul>li>a, nav.navbar.bootsnav.navbar-transparent.white .attr-nav>ul>li>a, nav.navbar.bootsnav.navbar-transparent.white ul.nav>li>a, nav.navbar.bootsnav.no-background.white ul.nav>li>a { color: #fff; } nav.navbar.bootsnav.navbar-transparent.dark .attr-nav>ul>li>a, nav.navbar.bootsnav.navbar-transparent.dark ul.nav>li>a { color: #eee; } } @media (max-width: 992px) { nav.navbar .navbar-brand img.logo { width: 100px; float: left; } /* Navbar General ------*/ nav.navbar .navbar-brand { margin-top: 0; position: relative; top: 4px; } .attr-nav>ul>li>a { padding: 10px; } /* Navbar Mobile slide ------*/ nav.navbar.navbar-mobile ul.nav>li>a { padding: 15px 15px; } nav.navbar.navbar-mobile ul.nav ul.dropdown-menu>li>a { padding-right: 15px !important; padding-top: 15px !important; padding-bottom: 15px !important; } nav.navbar.navbar-mobile ul.nav ul.dropdown-menu .col-menu .title { padding-right: 30px !important; padding-top: 13px !important; padding-bottom: 13px !important; } nav.navbar.navbar-mobile ul.nav ul.dropdown-menu .col-menu ul.menu-col li a { padding-top: 13px !important; padding-bottom: 13px !important; } /* Navbar Full ------*/ nav.navbar-full .navbar-brand { top: 0; padding-top: 10px; } } /* Navbar Inverse=================================*/ nav.navbar.navbar-inverse { background-color: #222; border-bottom: solid 1px #303030; } nav.navbar.navbar-inverse ul.cart-list>li.total>.btn { border-bottom: solid 1px #222 !important; } nav.navbar.navbar-inverse ul.cart-list>li.total .pull-right { color: #fff; } nav.navbar.navbar-inverse.megamenu ul.dropdown-menu.megamenu-content .content ul.menu-col li a, nav.navbar.navbar-inverse ul.nav>li>a { color: #eee; } nav.navbar.navbar-inverse ul.nav>li.dropdown>a { background-color: #222; } nav.navbar.navbar-inverse li.dropdown ul.dropdown-menu>li>a { color: #999; } nav.navbar.navbar-inverse ul.nav .dropdown-menu h1, nav.navbar.navbar-inverse ul.nav .dropdown-menu h2, nav.navbar.navbar-inverse ul.nav .dropdown-menu h3, nav.navbar.navbar-inverse ul.nav .dropdown-menu h4, nav.navbar.navbar-inverse ul.nav .dropdown-menu h5, nav.navbar.navbar-inverse ul.nav .dropdown-menu h6 { color: #fff; } nav.navbar.navbar-inverse .form-control { background-color: #333; border-color: #303030; color: #fff; } nav.navbar.navbar-inverse .attr-nav>ul>li>a { color: #eee; } nav.navbar.navbar-inverse .attr-nav>ul>li.dropdown ul.dropdown-menu { background-color: #222; border-left: solid 1px #303030; border-bottom: solid 1px #303030; border-right: solid 1px #303030; } nav.navbar.navbar-inverse ul.cart-list>li { border-bottom: solid 1px #303030; color: #eee; } nav.navbar.navbar-inverse ul.cart-list>li img { border: solid 1px #303030; } nav.navbar.navbar-inverse ul.cart-list>li.total { background-color: #333; } nav.navbar.navbar-inverse .share ul>li>a { background-color: #555; } nav.navbar.navbar-inverse .dropdown-tabs .tab-menu { border-right: solid 1px #303030; } nav.navbar.navbar-inverse .dropdown-tabs .tab-menu>ul>li>a { border-bottom: solid 1px #303030; } nav.navbar.navbar-inverse .dropdown-tabs .tab-content { border-left: solid 1px #303030; } nav.navbar.navbar-inverse .dropdown-tabs .tab-menu>ul>li>a:hover, nav.navbar.navbar-inverse .dropdown-tabs .tab-menu>ul>li>a:focus, nav.navbar.navbar-inverse .dropdown-tabs .tab-menu>ul>li.active>a { background-color: #333 !important; } nav.navbar-inverse.navbar-full ul.nav>li>a { border: none; } nav.navbar-inverse.navbar-full .navbar-collapse .wrap-full-menu { background-color: #222; } nav.navbar-inverse.navbar-full .navbar-toggle { background-color: #222 !important; color: #6f6f6f; } @media (min-width: 1024px) { nav.navbar.navbar-inverse ul.nav .dropdown-menu { background-color: #222 !important; border-left: solid 1px #303030 !important; border-bottom: solid 1px #303030 !important; border-right: solid 1px #303030 !important; } nav.navbar.navbar-inverse li.dropdown ul.dropdown-menu>li>a { border-bottom: solid 1px #303030; } nav.navbar.navbar-inverse ul.dropdown-menu.megamenu-content .col-menu { border-left: solid 1px #303030; border-right: solid 1px #303030; } nav.navbar.navbar-inverse.navbar-transparent.dark { background-color: rgba(0, 0, 0, 0.3); border-bottom: solid 1px #999; } nav.navbar.navbar-inverse.navbar-transparent.dark .attr-nav { border-left: solid 1px #999; } nav.navbar.navbar-inverse.no-background.white .attr-nav>ul>li>a, nav.navbar.navbar-inverse.navbar-transparent.dark .attr-nav>ul>li>a, nav.navbar.navbar-inverse.navbar-transparent.dark ul.nav>li>a, nav.navbar.navbar-inverse.no-background.white ul.nav>li>a { color: #fff; } nav.navbar.navbar-inverse.no-background.dark .attr-nav>ul>li>a, nav.navbar.navbar-inverse.no-background.dark .attr-nav>ul>li>a, nav.navbar.navbar-inverse.no-background.dark ul.nav>li>a, nav.navbar.navbar-inverse.no-background.dark ul.nav>li>a { color: #3f3f3f; } } @media (max-width: 992px) { nav.navbar.navbar-inverse .navbar-toggle { color: #eee; background-color: #222 !important; } nav.navbar.navbar-inverse .navbar-nav>li>a { border-top: solid 1px #303030; border-bottom: solid 1px #303030; } nav.navbar.navbar-inverse ul.nav li.dropdown ul.dropdown-menu>li>a { color: #999; border-bottom: solid 1px #303030; } nav.navbar.navbar-inverse .dropdown .megamenu-content .col-menu .title { border-bottom: solid 1px #303030; color: #eee; } nav.navbar.navbar-inverse .dropdown .megamenu-content .col-menu ul>li>a { border-bottom: solid 1px #303030; color: #999 !important; } nav.navbar.navbar-inverse .dropdown .megamenu-content .col-menu.on:last-child .title { border-bottom: solid 1px #303030; } nav.navbar.navbar-inverse .dropdown-tabs .tab-menu>ul { border-top: solid 1px #303030; } nav.navbar.navbar-inverse.navbar-mobile .navbar-collapse { background-color: #222; } } @media (max-width: 767px) { nav.navbar.navbar-inverse.navbar-mobile ul.nav { border-top: solid 1px #222; } div#indepe { top: 60px; } .section.section1.bannerhome { padding-top: 74px; } div#indepe .flag-txt p.offertxt.white.mb0 { line-height: 25px!important; font-size: .75em !important; letter-spacing: 0!important; } } /*Color=========================== */ nav.navbar.bootsnav ul.dropdown-menu.megamenu-content .content ul.menu-col li a:hover, .side .widget ul.link li a:hover, .side .widget ul.link li a:focus, .check-list li:before, ul.cart-list>li>h6>a, .attr-nav>ul>li>a:hover, .attr-nav>ul>li>a:focus, nav.navbar-sidebar ul.nav li.dropdown.on>a, nav.navbar-sidebar .dropdown .megamenu-content .col-menu.on .title, nav.navbar-sidebar ul.nav li.dropdown ul.dropdown-menu li a:hover, nav.navbar ul.nav li.dropdown.on>a, nav.navbar.navbar-inverse ul.nav li.dropdown.on>a, nav.navbar-sidebar ul.nav li.dropdown.on ul.dropdown-menu li.dropdown.on>a, nav.navbar .dropdown .megamenu-content .col-menu.on .title, nav.navbar ul.nav>li>a:hover, nav.navbar ul.nav>li.active>a:hover, nav.navbar ul.nav li.active>a, nav.navbar li.dropdown ul.dropdown-menu>li a:hover { color: #3dbcff; } nav.navbar.navbar-transparent ul.nav>li>a:hover, nav.navbar.no-background ul.nav>li>a:hover, nav.navbar ul.nav li.scroll.active>a, nav.navbar.navbar-dark ul.nav li.dropdown ul.dropdown-menu>li>a:hover, nav.navbar ul.nav li.dropdown.on>a, nav.navbar-dark ul.nav li.dropdown.on>a { color: #060606 !important; } @media(max-width:920px) { nav.navbar .dropdown .megamenu-content .col-menu ul>li>a:hover, nav.navbar.navbar-dark .dropdown .megamenu-content .col-menu .title:hover { color: #0082C6 !important; } } /*Border=========================== */ ul.cart-list>li.total>.btn { border-color: #0082C6; } nav.navbar li.dropdown ul.dropdown-menu { border-top-color: #fff !important; } /*Background=========================== */ ul.cart-list>li.total>.btn, .attr-nav>ul>li>a span.badge, nav.navbar .share ul>li>a:hover, nav.navbar .share ul>li>a:focus { background-color: #0082C6; } ul.cart-list>li.total>.btn:hover, ul.cart-list>li.total>.btn:focus { background-color: #dc3236 !important; } /*Accordion Menu*/ #accordion1 .panel, #accordion5 .panel, #accordion3 .panel, #accordion4 .panel { border-bottom: 2px solid #c3c3c3!important; border-color: transparent; background: transparent!important; } #accordion1 .collapsed, #accordion5 .collapsed, #accordion3 .collapsed, #accordion4 .collapsed { background: transparent!important; } #accordion1 .panel-default>.panel-heading, #accordion5 .panel-default>.panel-heading, #accordion3 .panel-default>.panel-heading, #accordion4 .panel-default>.panel-heading { background: transparent!important; } .panel-group .panel { border-radius: 8px; box-shadow: none; border-color: none; } .panel-default>.panel-heading { padding: 0; border-radius: 8px; color: #212121; background-color: #FAFAFA; border-color: #EEEEEE; } .panel-title { font-size: 14px; } .panel-title>a { display: block; padding: 3px 15px; text-decoration: none; border-radius: 28px; font-size: 17px; letter-spacing: 0px; } .more-less { float: right; color: #212121; } .panel-default>.panel-heading+.panel-collapse>.panel-body { border-top-color: #EEEEEE; } .more-less { top: 8px !important; font-weight: bold !important; } .navbar-toggle.collapsed { background: transparent !important; /* color: #fff !important;*/ } .collapsed { background: #f7f7f7; color: #444 !important; } .collapsed>.more-less { color: #fff !important; font-weight: bold !important; } .nav.nav-justified>li>a { position: relative; } .nav.nav-justified>li>a:hover, .nav.nav-justified>li>a:focus { background-color: transparent; } .nav.nav-justified>li>a>.quote { position: absolute; left: 0px; top: 0; opacity: 0; width: 30px; height: 30px; padding: 5px; background-color: transparent; border-radius: 15px; color: #fff; } .nav.nav-justified>li.active>a>.quote { opacity: 1; } /*.nav.nav-justified > li > a > img { box-shadow: 0 0 0 5px #EE0000; }*/ .nav.nav-justified>li>a>img { max-width: 100%; opacity: .3; -webkit-transform: scale(.8, .8); transform: scale(.8, .8); -webkit-transition: all 0.3s 0s cubic-bezier(0.175, 0.885, 0.32, 1.275); transition: all 0.3s 0s cubic-bezier(0.175, 0.885, 0.32, 1.275); } .nav.nav-justified>li.active>a>img, .nav.nav-justified>li:hover>a>img, .nav.nav-justified>li:focus>a>img { opacity: 1; -webkit-transform: none; transform: none; -webkit-transition: all 0.3s 0s cubic-bezier(0.175, 0.885, 0.32, 1.275); transition: all 0.3s 0s cubic-bezier(0.175, 0.885, 0.32, 1.275); } .tab-pane .tab-inner { padding: 30px 0 20px; } @media (min-width: 768px) { .nav.nav-justified>li>a>.quote { left: auto; top: auto; right: 45%; bottom: 25px; font-size: 50px; } #nav-tabs .active .lead2 { color: #E00 } } .section5 .nav.nav-justified>li>a>.quote { left: auto; top: auto; right: 45%; bottom: 68px; font-size: 50px; } .solli { display: inline; float: left; } .solli li { text-align: left; font-size: 16px; } .fancy2 { line-height: 0.5; text-align: left; margin-left: 115px; } .fancy2 span { display: inline-block; position: relative; } .fancy2 span:before { content: ""; position: absolute; height: 5px; border-bottom: 1px solid #fff; border-top: 1px solid #fff; top: 0; width: 100px; } .fancy2 span:before { right: 100%; margin-right: 15px; } .fancy2 span:after { left: 100%; margin-left: 15px; } .fancy3 { line-height: 0.5; text-align: left; margin-left: 61px; } .fancy3 span { display: inline-block; position: relative; } .fancy3 span:before { content: ""; position: absolute; height: 5px; border-bottom: 1px solid #1B87CB; border-top: 1px solid #1B87CB; top: 0; width: 50px; } .fancy3 span:before { right: 100%; margin-right: 15px; } .fancy3 span:after { left: 100%; margin-left: 15px; } /*Fade content bs-carousel with hero headersCode snippet by maridlcrmn (Follow me on Twitter @maridlcrmn) for Bootsnipp.comImage credits: unsplash.com*/ /********************************/ /* Fade Bs-carousel */ /********************************/ .fade-carousel { position: relative; height: 100vh; } .fade-carousel .carousel-inner .item { height: 100vh; } .fade-carousel .carousel-indicators>li { margin: 0 2px; background-color: #DB0000; border-color: #DB0000; opacity: .7; } .fade-carousel .carousel-indicators>li.active { width: 10px; height: 10px; opacity: 1; } /********************************/ /* Hero Headers */ /********************************/ .hero2 { padding-top: 10%; } .hero3 { padding-bottom: 20%; } .hero { position: absolute; vertical-align: middle; bottom: 0%; left: 7%; z-index: 3; color: #fff; text-align: left; /*text-transform: uppercase; -webkit-transform: translate3d(-50%,-50%,0); -moz-transform: translate3d(-50%,-50%,0); -ms-transform: translate3d(-50%,-50%,0); -o-transform: translate3d(-50%,-50%,0); transform: translate3d(-50%,-50%,0);*/ } .hero h1 { font-size: 4em; font-weight: bold; margin: 0 0 10px 0; padding: 0; color: #fff; text-align: left; } .hero h3 { font-size: 2em; color: #fff; text-align: left; font-weight: bold; margin: 5px 0 0 0; padding: 0; } .fade-carousel .carousel-inner .item .hero { opacity: 0; -webkit-transition: 2s all ease-in-out .1s; -moz-transition: 2s all ease-in-out .1s; -ms-transition: 2s all ease-in-out .1s; -o-transition: 2s all ease-in-out .1s; transition: 2s all ease-in-out .1s; } .fade-carousel .carousel-inner .item.active .hero { opacity: 1; -webkit-transition: 2s all ease-in-out .1s; -moz-transition: 2s all ease-in-out .1s; -ms-transition: 2s all ease-in-out .1s; -o-transition: 2s all ease-in-out .1s; transition: 2s all ease-in-out .1s; } /***slider2*****************************/ .full-screen { background-size: cover; background-position: center; background-repeat: no-repeat; } /* Overlay */ /********************************/ /********************************/ /* Custom Buttons */ /********************************/ .btn.btn-lg { padding: 10px 40px; } .btn.btn-hero, .btn.btn-hero:hover, .btn.btn-hero:focus { color: #f5f5f5; background-color: #1abc9c; border-color: #1abc9c; outline: none; margin: 20px auto; } /********************************/ /* Slides backgrounds */ /********************************/ .fade-carousel .slides .slide-1, .fade-carousel .slides .slide-2, .fade-carousel .slides .slide-3, .fade-carousel .slides .slide-4, .fade-carousel .slides .slide-5 { height: 100vh; background-size: cover; background-position: center center; background-repeat: no-repeat; } /*.fade-carousel .slides .slide-1 { background-image: url(https://ununsplash.imgix.net/photo-1416339134316-0e91dc9ded92?q=75&fm=jpg&s=883a422e10fc4149893984019f63c818); }.fade-carousel .slides .slide-2 { background-image: url(https://ununsplash.imgix.net/photo-1416339684178-3a239570f315?q=75&fm=jpg&s=c39d9a3bf66d6566b9608a9f1f3765af);}.fade-carousel .slides .slide-3 { background-image: url(https://ununsplash.imgix.net/photo-1416339276121-ba1dfa199912?q=75&fm=jpg&s=9bf9f2ef5be5cb5eee5255e7765cb327);}*/ #bs-carousel .carousel-indicators { margin-bottom: 36px; } nav.navbar.bootsnav ul.nav>li>a { padding: 18px 15px; font-size: 16px; } ul.phone-strip { display: block; width: auto; float: left; margin: 0px; padding: 17px 0px; background: #eee; color: #000; font-size: 16px; } ul.phone-strip li { list-style: none; float: left; padding: 0 20px; color: #000; } li.mob-btn { background: #ab2927; border-radius: 18px; line-height: 28px; color: #fff; width: 138px; text-align: center; margin: 14px 0px 14px 14px; } ul.mega-menulist li { padding: 4px 12px; font-size: 13px; } ul.mega-menulist li:hover { background: #f0f0f0; color: #962321; } ul.nav.nav-pills.nav-stacked li:hover a:before { font-weight: bold; color: #ab2927; } ul.nav.nav-pills.nav-stacked li a:before { /*font-family: 'FontAwesome';*/ content: '►'; float: right; font-size: 16px; color: #cbcbcb; margin-left: 10px; } ul.nav.nav-pills.nav-stacked li a { font-size: 13px!important; padding: 0px 0px!important; text-align: left!important; } .tab-pane .tab.col-md-6 { border: 0px; width: 50%; float: left; background: #efefef; min-height: 341px; } span.tablinks a:hover li:after { font-weight: bold; color: #ab2927; } span.tablinks a li:after { /*font-family: 'FontAwesome';*/ content: '►'; float: right; font-size: 16px; color: #cbcbcb; margin-left: 10px; } ul.dropdown-menu.mega-menu { min-width: 700px!important; left: 0px; transform: translate(-50%); background: #fff!important; background-size: contain!important; border-bottom: 4px solid #ab2927!important; } ul.mega-menulist { border-right: 1px solid #e8e8e8; padding: 0px 0px; list-style: none; margin: 0px; } ul.mega-menulist2 { border-right: 0px; } .mega-menu .padding0 { padding-left: 0px; padding-right: 0px; } /********************************/ /* Media Queries */ /********************************/ @media screen and (min-width: 980px) { .hero { width: 980px; } } @media screen and (max-width: 640px) { .hero h1 { font-size: 4em; } } /* Responsive Media Queries max 480px*/ @media screen and (max-width: 480px) { nav.navbar { padding-top: 7px !important; } nav.sticky .navbar-brand img.logo { background: none !important; padding: 10px; min-height: 45px; } } /* Change background color of buttons on hover */ .tab button:hover { background-color: #ddd; } /* Create an active/current "tab button" class */ .tab button.active { background-color: #00b1e5; color: #fff; } /* Style the tab content */ .tabcontent { float: left; padding: 30px 0px; width: 64%; border: none; } .tab { float: left; width: 33%; margin-left: 0%; } .tab button.active:after { left: 100%; top: 50%; border: solid transparent; content: " "; height: 0; width: 0; position: absolute; pointer-events: none; border-color: rgba(238, 238, 238, 0); border-right-color: #eee; border-width: 10px; margin-top: -10px; transform: rotate(-180deg); border-color: rgba(19, 175, 235, 0); border-right-color: #00b1e5; } a.notxtdec { text-decoration: none; } .mb10 { margin-bottom: 10px; } .mt0 { margin-top: 0px !important; } .mb0 { margin-bottom: 0px !important; } /*****JT CSS*****/ nav.navbar.bootsnav ul.nav>li>a { color: #000; } .navbar-default .navbar-nav>li>a:focus, .navbar-default .navbar-nav>li>a:hover { color: #ab2927!important; background-color: transparent; } .navbar { position: relative; min-height: 58px!important } nav.navbar.bootsnav ul.nav>li.dropdown>a.dropdown-toggle:after { color: #ab2927; } div#navbar-menu { margin-top: 0px; } li.signline { position: relative; } li.signline:after { position: absolute; top: 50%; right: 0px; content: ''; width: 2px; height: 20px; background: #ab2927; transform: translate(0, -50%); } .bannerhome p.slider-text.white { position: relative; } /*.bannerhome p.slider-text.white:after { content: ''; background: #ffffff57; height: 2px; width: 100px; position: absolute; left: 0px; bottom: -120px;}*/ .headbutton { padding: 8px 18px; border: 3px solid #ffffff; border-radius: 58px; color: #fff; text-align: center; background: #000; font-size: 13px; font-weight: 700; } .headbutton1 { padding: 8px 18px; border: 3px solid #ffffff; border-radius: 58px; color: #fff; text-align: center; background: #ab2927; font-size: 13px; font-weight: 700; width: 160px; } .kln { width: 100%; float: left; margin-top: 80px; } .blog-img-width, .feat img { width: 100%; height: 147px; } .getcall-box { border: 0px; border-radius: 0px; text-align: center; padding: 10px; width: 100%; float: right; /*margin-top: -5%;*/ } .getcall-box h3.slider-text2 { font-size: 20px; font-weight: bold; position: relative; padding-left: 22px; text-align: left; letter-spacing: 0; } .getcall-box h3.slider-text2:after { content: ''; background: #eeb617; left: 0px; position: absolute; width: 4px; height: 30px; top: 50%; transform: translate(0, -50%); } .getcall-box button.buttonctadarkbtn.btn.btn-lg { box-shadow: 5px 4px 3px #bbb0b0; width: 100%; margin-top: 20px; } .tab-img button.buttonctadarkbtn.btn.btn-lg { padding: 6px 40px; } .instr-bx { background: #f7f7f7; width: 100%; float: left; border-radius: 48px; padding: 18px 0px; font-size: 18px; font-weight: 700; line-height: 28px; text-align: center; position: absolute; bottom: -92px; box-shadow: 1px 10px 10px 1px #d6d6d6; } .inst2 { width: 100%; border: 1px solid #fff; padding: 16px 0px; color: #fff; } .section18 { padding: 30px 0px; } .rgt-icon p.cont2.mb0 { line-height: 48px; font-size: 17px; } .getcall-box p.cont2.dark { font-size: 14px; text-align: left; } .getcall-box input.form-control { border: 0px; border-bottom: 2px solid #868686; border-radius: 0px; box-shadow: none; } .getcall-box input.form-control:focus { border-bottom: 2px solid #ab2927; box-shadow: none; } /*button.buttonctadarkbtn.btn { border-radius: 58px; background: #ab2927; color: #fff; font-size: 17px; font-weight: 700;}*/ button.buttonctadarkbtn.btn { border-radius: 58px; box-shadow: none !important; background: #ab2927; color: #fff; font-size: 17px; font-weight: 700; } .btn.btn-lg { padding: 6px 40px; } .tablink1 { background-color: transparent; color: black; float: left; border: none; outline: none; cursor: pointer; padding: 0 0 8px 0px; font-size: 18px!important; width: 18%; border-bottom: 4px solid #444; margin: 0 12px; font-weight: 700; } .tablink1:hover { border-bottom: 4px solid #ab2927; } .tablink1:active { border-bottom: 4px solid #ab2927; } /****tab classes *****/ .register ul.nav.nav-tabs { width: 400px; margin: 0 auto; border: 0px; text-align: center; } .register ul.nav.nav-tabs li.nav-item { display: table; margin: 0 auto; width: 200px; text-align: center; } .register ul.nav.nav-tabs li.nav-item a.nav-link { padding: 10px 30px; font-size: 17px; color: #ffffff; background: #b12c27; /* border-radius: 4px; */ border: 0px; box-shadow: 1px 1px 8px 1px #eee; /*padding: 10px 30px; font-size: 17px; color: #040404; background: #fff; border-radius: 4px; border: 0px; box-shadow: 1px 1px 8px 1px #c5bdbd75;*/ } .register ul.nav.nav-tabs li.nav-item.active a { /*box-shadow: inset 1px 2px 12px #00000052; background: #ab2927; color: #fff;*/ box-shadow: inset 1px 2px 12px #eee; background: #ffffff; color: #a92927; } .register .nav-tabs>li.active>a, .register .nav-tabs>li.active>a:focus, .register .nav-tabs>li.active>a:hover { color: #fff; cursor: default; background-color: #02b5e1; border: 0px!important; } .responsive { line-height: 20px; background: #fff; padding: 10px; } .td-start { width: 100%; float: left; border-bottom: 1px solid rgba(151, 151, 151, 0.1); padding: 10px 0px; display: flex; align-items: center; font-weight: 700; box-shadow: 1px 1px 8px 1px #eee; } .td-txt { width: 100%; float: left; border-bottom: 1px solid rgba(151, 151, 151, 0.1); padding: 10px 0px; display: flex; align-items: center; } .td-txt4 { background: #f7f7f7; } .btn-store1 { padding: 2px 16px !important; text-transform: none !important; letter-spacing: 0px !important; font-size: 12px !important; font-weight: 800; } .btn-store2 { background: #B12C27 none repeat scroll 0 0 !important; border-radius: 18px !important; color: #fff !important; cursor: pointer; display: inline-block; font-family: inherit; font-size: 13px !important; font-weight: 300; margin: 0 10px 10px 0; outline: medium none; padding: 2px 14px; position: relative; text-decoration: none; } .btn-store { background: #EEB617 none repeat scroll 0 0 !important; border-radius: 18px !important; color: #fff !important; cursor: pointer; display: inline-block; font-family: inherit; font-size: 13px !important; font-weight: 300; letter-spacing: 1px; margin: 0 10px 10px 0; outline: medium none; padding: 12px 10px 12px; position: relative; text-decoration: none; text-transform: uppercase; transition: all 0.3s ease-out 0s; } td { text-align: center; vertical-align: middle; width: 238px; color: #77808a; padding: 13px 0; } .durtd strong { font-size: 16px; color: #000; font-weight: 900 !important; } .timetd strong { font-size: 16px; color: #000; font-weight: 900 !important; } .hd th { vertical-align: text-top; text-align: center; font-size: 16px; padding: 10px; } .hd th { vertical-align: text-top; text-align: center; border-bottom: 1px solid #e4e4e4 !important; } .hd { padding: 7px 0; border: none; } .schdl { font-family: "montserrat"; } .headingseaction { font-size: 22px !important; font-weight: bold; margin-bottom: 10px; color: #ffffff; border-left: 5px solid #eda900; padding-left: 24px; } .enrolltd { border-right: none; } th { border: none !important; } .button-area { margin: -21px auto 0px auto; text-align: center; } .button-area1 { background: white; padding: 8px 48px; font-size: 18px; font-weight: 600; border: none; border-radius: 4px; margin: 0 auto; width: auto; box-shadow: 1px 1px 8px 1px #eee; } .tab { overflow: hidden; border: 1px solid #ccc; background-color: #f1f1f1; } .tabcontent { display: none; width: 100%; } .singl-hov { background: #fff; width: 100%; float: left; padding: 10px 10px; } .singl-hov ul.Real li { padding: 0px 2px; color: #444; text-align: left; } nav#heder .singl-hov p.mb0 { padding: 8px 10px; text-align: left; font-size: 17px; } .singl-hov p.mb0 { padding: 8px 10px; text-align: left; } .singl-hov ul.Real { width: 100%; float: left; border-top: 1px solid #eee; padding: 10px 2px 10px 25px; } ul.Real li { color: #000; font-size: 12px; line-height: 17px; } .singl-hov p.btn-cour { border: 1px solid #eee; width: 140px; float: left; font-size: 14px; font-weight: 700; padding: 8px; line-height: 14px; margin-top: 14px; background: #FFC107; } nav#heder .singl-hov span.btn-cour { float: none; padding: 5px 10px; border: 1px solid #eee; width: 140px; font-size: 14px; font-weight: 700; line-height: 14px; background: #FFC107; margin: 0px; } .btn-bx { width: 100%; float: left; margin-top: 14px; } .singl-hov ul.Real li:hover { background: #fff; } .tab-pane .tabcontent { float: left; border-left: none; display: none; width: 100%; padding: 0px; } nav#heder .whtpprpost { box-shadow: 4px 4px 1px 0px #ddd; background: #fff; border: solid 1px #ddd; padding: 5px; border-radius: 5px; -webkit-transition: ease .02s; transition: ease .02s; } .btn-cour { list-style: none; float: left; padding: 0px 20px; display: table; width: 100%; text-align: center; border: 1px solid #fff; margin-bottom: 20px; } .singl-hov ul.Real a.btn-cour { color: #000; } span.icon-nav { display: block; box-shadow: 0px 2px 7px 2px #eee; border-radius: 50%; width: 70px; height: 70px; margin: 0 auto 10px auto; padding: 12px 0px; } span.icon-nav img { margin: 0 auto; } #Course p.slider-cont.blue { margin-bottom: 48px; font-size: 16px; } .course:after { content: ''; background: #eeb617; left: 0px; position: absolute; width: 4px; height: 30px; top: 50%; transform: translate(0, -50%); } .button-area1:focus { outline: -webkit-focus-ring-color auto 0px!important; } /* bhoechie tab */ div.bhoechie-tab-container { z-index: 10; background-color: #ffffff; padding: 0 !important; border-radius: 4px; -moz-border-radius: 4px; border: 1px solid #ddd; margin-top: 20px; margin-left: 0px; -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, .175); box-shadow: 0 6px 12px rgba(0, 0, 0, .175); -moz-box-shadow: 0 6px 12px rgba(0, 0, 0, .175); background-clip: padding-box; opacity: 0.97; filter: alpha(opacity=97); } div.bhoechie-tab-menu { padding-right: 0; padding-left: 0; padding-bottom: 0; } div.bhoechie-tab-menu div.list-group { margin-bottom: 0; } div.bhoechie-tab-menu div.list-group>a { margin-bottom: 23px; border: 0px; box-shadow: 1px 1px 8px 1px #eee; border-right: 3px solid #444444; } div.bhoechie-tab-menu div.list-group>a .glyphicon, div.bhoechie-tab-menu div.list-group>a .fa { color: #5A55A3; } div.bhoechie-tab-menu div.list-group>a:first-child { border-top-right-radius: 0; -moz-border-top-right-radius: 0; } div.bhoechie-tab-menu div.list-group>a:last-child { border-bottom-right-radius: 0; -moz-border-bottom-right-radius: 0; } div.bhoechie-tab-menu div.list-group>a.active, div.bhoechie-tab-menu div.list-group>a.active .glyphicon, div.bhoechie-tab-menu div.list-group>a.active .fa { background-color: #f7f7f7; border: 0px; color: #333; margin-bottom: 23px; border-right: 3px solid #ab2927; } div.bhoechie-tab-menu div.list-group>a.active:after { content: none; position: absolute; left: 100%; top: 50%; margin-top: -6px; border-left: 0; border-bottom: 8px solid transparent; border-top: 8px solid transparent; border-left: 8px solid #f7f7f7; } div.bhoechie-tab-content { box-shadow: 1px 1px 8px 1px #eee; padding: 16px 20px; height: 428px; overflow: scroll; } div.bhoechie-tab-content::-webkit-scrollbar { width: 4px; height: 8px; } div.bhoechie-tab-content::-webkit-scrollbar-thumb { border-radius: 0px; background-color: rgb(171, 41, 39); } div.bhoechie-tab div.bhoechie-tab-content:not(.active) { display: none; } .form-head { font-size: 12px; color: white; letter-spacing: 0; margin-top: -24px; width: 114px; background: #444; line-height: 25px; float: left; text-align: left; padding-left: 10px; } div.bhoechie-tab-menu div.list-group>a.active p.form-head { background: #eda900; font-weight: bold; color: #fff; } div.bhoechie-tab-menu p.cont2 { font-weight: bold; margin-top: 12px; } div.bhoechie-tab-content ul { margin: 0px; padding: 0px 0px; list-style: none; } div.bhoechie-tab-content ul li { padding: 4px 0px; color: #3c3c3c; } .tab-img { background: #f7f7f7; box-shadow: 1px 1px 8px 1px #eee; padding: 20px 0; } .tab-img img { width: 92%; margin: 14px auto 14px auto; } div.bhoechie-tab-menu div.list-group:after { background: #ab2927; position: absolute; top: 0px; content: ''; width: 3px; height: 400px; left: 68px; z-index: -1; } span.icon-nav img { margin: 0 auto; width: 50px; } .tablink1 a { color: black; } .crm { background: #3598c1; color: #fff; padding: 24px 10px; height: 192px; } .crm p.slider-text.white, .million .counter p.slider-text.white { /* font-size: 48px; */ font-size: 35px; } .million { background: #414a53; color: #fff; padding: 24px 10px; height: 192px; } .half { background: #fff; padding: 38px 0px; box-shadow: 1px 1px 8px 1px #eee; } .half img { width: 330px; margin: 0 auto 10px auto; } .wehave { margin: 54px 0 0 -50px; background: #f7f7f7; box-shadow: 1px 1px 8px 1px #eee; padding: 54px 70px; } .percentage { background: #f7f7f7; color: #414a53; padding: 10px 10px; box-shadow: 1px 1px 8px 1px #eee; } .still { background: #fff; width: 92%; margin: 0 auto; } i.fa.fa-sort-down.pull-right { font-size: 30px; line-height: 20px; color: #3598c1; } .percentage .counter p.slider-text { font-size: 80px; margin-top: 20px; color: #414a53; } .doyou { background: #f7f7f7; color: #360d0e; padding: 20px 10px; box-shadow: 1px 1px 8px 1px #eee; width: 100%; float: left; } .doyou p { font-size: 16px; line-height: 28px; } .jobsare { width: 100%; float: left; background: #414a53; position: relative; padding-top: 14px; } .asper { width: 100%; float: left; position: relative; } .jobsare p.slider-text.white { position: absolute; top: 50%; transform: translate(-50%, -50%); right: -20px; } .doyou button.buttonctadarkbtn.btn.btn-md a.dark.notxtdec { color: #fff!important; font-size: 14px; padding: 8px 11px; } .asper p.cont.white.mb0 { margin: 11px 0px; line-height: 22px; } .grace { width: 100%; float: left; background: #f7f7f7; } .grace img { border-radius: 50%; box-shadow: 1px 1px 8px 1px #eee; width: 100px; height: 100px; } .grace-bx { width: 100%; float: left; overflow: scroll; height: 310px; margin-top: 20px; background: #f7f7f7; padding: 20px 0px; } .still p.slider-text.dark { font-size: 35px; line-height: 35px; color: #585353!important; } p.nophone { font-size: 28px; font-weight: 700; color: #585353; text-align: center; margin-top: 20px; } .wehave p.slider-text.dark { font-size: 25px; font-weight: 700; line-height: 32px; } .grace-bx::-webkit-scrollbar-thumb { border-radius: 0px; background-color: rgb(171, 41, 39); } .grace-bx::-webkit-scrollbar { width: 4px; height: 8px; } .still { background: #fff; width: 92%; margin: 0 auto 20px auto; border-radius: 8px; padding: 21px 10px; } .still.maria p.slider-text.dark { font-size: 28px; font-weight: normal; } .still.maria span.red { font-size: 24px; font-weight: bold; } .btn.active.focus, .btn.active:focus, .btn.focus, .btn:active.focus, .btn:active:focus, .btn:focus { outline: none!important; } input:-internal-autofill-selected { font-size: 16px; font-weight: 700; } select.custom-select.form-control { border: 0px; border-bottom: 2px solid #868686; border-radius: 0px; box-shadow: none; margin-bottom: 10px; width: 24%; float: left; margin-right: 16px; padding: 0px; } select.custom-select2.form-control { border: 0px; border-bottom: 2px solid #868686; border-radius: 0px; box-shadow: none; margin-bottom: 0px; width: 100% !important; float: left; margin-right: 16px; padding: 0px; } p.lead4.red { font-size: 24px; font-weight: 700; line-height: 28px; padding: 4px 0; } .lead1 { font-size: 20px; font-weight: 700; position: relative; padding-left: 14px; text-align: left; } .viewall-bx { width: 100%; float: left; padding: 10px 20px; } .viewall { color: #13617D; border-radius: 5px; font-size: 14px; } span.viewall a { color: #13617D; text-decoration: underline; } .lead1:after { content: ''; background: #eeb617; left: 0px; position: absolute; width: 4px; height: 30px; top: 50%; transform: translate(0, -50%); } .lead2 { font-size: 22px; font-weight: 700; } .lead3 { font-size: 20px; font-weight: 700; position: relative; padding-left: 14px; text-align: left; } .lead3:after { content: ''; background: #eeb617; left: 0px; position: absolute; width: 4px; height: 30px; top: 50%; transform: translate(0, -50%); } .slider-cont { font-size: 17px; line-height: 21px; } .cont2 { font-size: 15px; line-height: 20px; } .cont3 { font-size: 14px; line-height: 24px; } .still p.slider-text.dark { font-size: 27px; line-height: 29px; color: #585353!important; } .star-rating-review i.fa.fa-star { color: #FFC107; } ul.social { list-style: none; } li.fb-icon { background: url(https://www.janbasktraining.com/assets/demo2019/img/sprite-JT.webp); width: 40px; height: 40px; float: left; margin-right: 8px; background-position: 0px 2px; } li.tw-icon { background-position: -55px 2px; } li.ld-icon.fb-icon { background-position: -116px 2px; } li.yu-icon.fb-icon { background-position: -173px 2px; } .footer-copyright.text-center.py-3.mb0.white { background: #000; padding: 10px; } ul.list-unstyled.footlnk li { padding: 4px 0px; } ul.list-unstyled.footlnk { padding: 14px 0px; } .lineon { position: relative; line-height: 46px; } .lineon:after { position: absolute; bottom: 0px; background: #fff; width: 40px; height: 2px; left: 0px; content: ''; } .lineon:before { position: absolute; top: 48px; background: #777; width: 1px; height: 110px; right: 14px; content: ''; } .lineon1 { position: relative; line-height: 46px; } .lineon1:after { position: absolute; bottom: 0px; background: #fff; width: 40px; height: 2px; left: 0px; content: ''; } .whtlogo img { margin-top: 20px; } .star-rating-review { margin: 0 auto; width: 100%; text-align: center; } .tab-bx:after, .register:after { position: absolute; content: ''; background: transparent; width: 280px; height: 280px; right: -180px; border-radius: 50%; border: 30px solid #e4e4e4db; top: -60px; } .tab-bx, .register { position: relative; } #Course { position: relative; } div#Course:after { position: fixed; content: ''; background: transparent; width: 280px; height: 280px; left: -110px; border-radius: 50%; border: 30px solid #e4e4e4db; bottom: 30px; z-index: -1; } .star-rating-review i.fa.fa-star.greystar { color: #848484!important; } .so-iconbx { position: relative; border-radius: 50%; } .so-icon { position: absolute; left: 0px; top: 40px; border-radius: 8px; box-shadow: 0px 1px 8px 1px #44444475; } .so-icon .test { position: absolute; width: 30px; top: 0px; transform: translate(-50%); left: 50%; background: #fff; border-radius: 50%; padding: 2px; height: 30px; box-shadow: 1px 1px 8px 1px #6d6d6d; } .test a { font-size: 12px; } span.fa-stack:nth-of-type(1) { position: relative; top: 50%; left: 50%; transform: translate(-50%, -50%); } span.fa-stack.fa-lg { color: #4f598f; } .grace p.lead2.dark { font-size: 18px; margin-bottom: 6px; } .grace p.lead2.red.mb0 { line-height: 38px; } .careericon { width: 50px; height: 50px; float: left; border: 1px dashed #ffffff; border-radius: 50%; text-align: center; line-height: 44px; position: absolute; left: 30px; top: -30px; background: #b12c27; } .careericon img { width: 26px; } .counter { padding: 20px 0; border-radius: 5px; } .count-text { font-size: 13px; font-weight: normal; margin-top: 10px; margin-bottom: 0; text-align: center; } .fa-2x { margin: 0 auto; float: none; display: table; color: #4ad1e5; } .instr-bx i { display: none; } :focus { outline: -webkit-focus-ring-color auto 0px; } .faq-acor #accordion1 .panel.panel-default { border-radius: 0px; } .faq-acor #accordion1 .panel-heading { border-radius: 0px; } .mobilescreen { display: none; } .modal { z-index: 1111111!important; } .inst2 i.fa { float: left; margin-right: 8px; line-height: 24px; display: block; font-size: 14px; color: #ffffff; } .rgt-icon { width: 64%; margin: 0 auto; } .dat { font-size: 14px; font-weight: 700; margin-bottom: 0px; } .est { font-size: 10px; margin-bottom: 0px; } #Course .course.red { font-size: 27px; font-weight: 700; position: relative; padding-left: 14px; text-align: left; line-height: 28px; } .iconav { width: 42px; height: 42px; /*background: url(https://www.janbasktraining.com/assets4/demo2019/img/sprite-JT.webp);*/ background-position: -391px -7px; margin-right: 7px; } span.iconav.iconav1 { background-position: -343px -7px; } span.iconav.icona2 { background-position: -298px -7px; } span.iconav.icona3 { background-position: -252px -7px; } span.iconav.iconav4 { background-position: -441px -7px; } span.iconav.iconav5 { background-position: -485px -7px; } .cert { font-size: 28px; font-weight: 700; position: relative; padding-left: 28px; } .select2-container { box-sizing: border-box; display: inline-block; margin: 0; position: relative; vertical-align: middle; z-index: 999999; border: 0px; border-bottom: 2px solid #868686; border-radius: 0px; box-shadow: none; margin-bottom: 0px; width: 24%!important; float: left; margin-right: 16px!important; padding: 0px; background: transparent; } span.select2-selection.select2-selection--single { background-color: white!important; border: 0px!important; border-radius: 5px 0 0 5px; height: 32px!important; } } label.error { color: red; font-weight: normal; font-size: 12px; line-height: 10px; } div#thankyou1 { z-index: 111111; } div#thankyou1 .modal-content { background-image: -webkit-gradient(linear, left top, right bottom, from(#02b3e4), to(#02ccba)); background-image: linear-gradient(to bottom right, #fff4f8, #8ac4f3); margin: auto; padding: 20px 0px; border: 1px solid #888; width: 80%; } #accordion1 .panel-title>a, #accordion3 .panel-title>a, #accordion4 .panel-title>a, #accordion5 .panel-title>a, #accordion6 .panel-title>a { font-weight: normal; } #layout62 .counter { padding: 8px 0; } #layout62 .percentage p.slider-text { font-size: 70px; line-height: 20px; } #layout62 .wehave { margin: 26px 0 0 -50px; } #layout62 .instr-bx { bottom: -142px; } #layout63 .jobsare p.slider-text.white { font-size: 28px; font-weight: 700; line-height: 40px; } #layout63 .asper p.cont.white.mb0 { margin: 11px 0px; line-height: 22px; font-size: 14px; } #layout63 h4.lead3.white.hlf { font-size: 18px; } #layout63 .instr-bx { width: 828px; } .sticky-nav-tab h2 { color: #000; font-size: 17px; font-weight: normal; line-height: 20px; display: flex; -webkit-box-pack: center; -ms-flex-pack: center; justify-content: center; -webkit-box-align: center; -ms-flex-align: center; align-items: center; -webkit-box-flex: 1; -ms-flex: 1; padding: 0px; margin: 0px; letter-spacing: 0px; } /*Blog CSS*/ .mb0 { margin-bottom: 0px !important; } .mt50 { margin-top: 50px !important; } .crsbox { background: #f7f7f794; display: inline-block; padding: 20px 10px 2px 10px; box-shadow: -1px 2px 10px 0px rgba(0, 0, 0, 0.15); } .crsbox p { margin-bottom: 12px; } .crsbox img { width: 40px; } .blogttl { font-size: 15px; padding: 10px; box-shadow: 0 5px 20px 2px rgba(0, 0, 0, .12); font-weight: bold; margin-bottom: 10px; } .catrdmr { font-size: 16px; vertical-align: bottom; text-decoration: underline; } .crsbox2 { box-shadow: 0 5px 20px 2px rgba(0, 0, 0, .12); overflow: hidden; width: 100%; float: left; position: relative; } .crsbox2 p { position: absolute; bottom: -20px; left: 50%; color: #fff; font-size: 18px; text-align: center; width: 100%; transform: translate(-50%); background: rgba(0, 0,0,0.7); } ul.breadcrumb.dark { margin-top: -20px; margin-bottom: 24px; background: #f7f7f7; padding: 8px 10px; } ul.breadcrumb.dark li a { color: #444; } ul.breadcrumb.dark li a:active { color: #ab2927; } .rghtsideblg p { margin-bottom: 12px !important; line-height: 19px; } .rghtsideblg p a { color: #000 !important; } .rght { background: #f7f7f7; display: block; padding: 20px 14px; box-shadow: 3px 3px 0px #00000024; } .breadcrumb { padding: 0px; margin-bottom: 10px; list-style: none; background-color: transparent; border-radius: 4px; color: #fff; } .breadcrumb li a { color: #f7f7f7; } .video-responsive { overflow: hidden; padding-bottom: 56.25%; position: relative; height: 0; } .video-responsive iframe { left: 0; top: 0; height: 100%; width: 100%; position: absolute; } .techblog { font-size: 18px; } .blogbannercta { font-size: 15px; } .blogdtlright h2 { font-size: 2em; line-height: 48px; letter-spacing: 0px; color: #333; text-align: left; } .blogdtlright h3 { font-size: 2em; line-height: 48px; letter-spacing: 0px; color: #333; text-align: left; } .blogdtlright li { font-size: 1em; line-height: 1.5em; text-align: left; padding-bottom: 10px; } .blogdtlright table { width: 100% !important; margin: 10px auto; display: inline-table; } .blogdtlright td { text-align: left; vertical-align: middle; width: 238px; color: #000; padding: 5px 14px; border: solid 1px #ddd; font-size: 15px; } .hglhter { padding: 1em; background: #f7f7f7; box-shadow: 1px 2px 4px 0px #00000038; margin: 0; width: 100%; display: block; font-weight: bold; border: 0!important; border-left: 4px solid #34495E!important; text-align: left; margin-bottom: 10px; } pre { text-align: left; } .crtfdbutton { background: #333 !important; padding: 5px 15px !important; border-radius: 18px; line-height: 28px; color: #fff !important; text-align: center; margin: 14px 0px 14px 14px; } .crtfdbutton:hover { background: #333 !important; padding: 5px 15px !important; border-radius: 18px; line-height: 20px !important; color: #fff !important; text-align: center; margin: 14px 0px 14px 14px; } .progress-container { width: 100%; height: 5px; background: #f7f7f7; } .progress-bar { height: 5px; background: #A32122; width: 0%; } /*we will use the :before element to show numbers*/ /****Blogs****/ .blogdtlright { font-size: 1em; line-height: 1.7em; text-align: justify; margin-bottom: 10px; } .blogdtlright img { margin: 0px auto 10px auto; /*margin: 10px auto 10px auto;*/ display: table; } .getcall-box.panel-default img.img-responsive { margin: 0px auto; } .blogdtlright h1 { font-size: 32px; font-weight: 700; line-height: 40px; } .blogdtlright h2 { font-size: 26px; font-weight: 600; color: #337ab7; line-height: 30px; margin-top: 20px; margin-bottom: 10px; } .blogdtlright h3 { font-size: 21px; font-weight: 600; line-height: 30px; color: #000; margin-top: 20px; margin-bottom: 10px; } .blogdtlright h4 { font-size: 18px; font-weight: 500; line-height: 25px; margin-top: 20px; color: #000; letter-spacing: 0; margin-bottom: 10px; } .blogdtlright h5 { font-size: 16px; font-weight: 700; line-height: 28px; margin-top: 20px; color: #337ab7; margin-bottom: 10px; } .blogdtlright h6 { font-size: 14px; font-weight: 700; line-height: 28px; color: #337ab7; margin-top: 20px; margin-bottom: 10px; } .blogdtlright a { color: #337ab7; } .sti{ margin-top:0px !important; margin-bottom:0px !important;} .blogttl p { text-align: initial; min-height: 67px; line-height: 20px; margin-bottom: 0px !important; } .blogdtlright img:nth-child(1) { /*width: 100%;*/ } .blogttl p a { border-bottom: none; color: #23527c; } .blogttl p a:hover { border-bottom: none; color: #444; } a u.rd { border-bottom: none!important; } table tr:nth-child(odd) { background: #d4d0d04d; } table tr:nth-child(even) { background: #f7f7f7; } .cmt_pro { border-radius: 50%; box-shadow: 5px 2px 5px #00000052; width: 120px; overflow: hidden; } .section.section1.bannerhome { background-size: cover; } img.img-responsive.post_thumb { width: 100%; } form#comment_form textarea.form-control:focus { border-bottom: 2px solid #ab2927; -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, .075), 0 0 8px rgba(177, 177, 177, 0.6); box-shadow: inset 0 1px 1px rgba(0, 0, 0, .075), 0 0 8px rgba(220, 220, 220, 0.6); /* -webkit-box-shadow: none; */ border-top: 0px; border-left: 0px; border-radius: 0px; } form#comment_form button.buttonctadarkbtn.btn.btn-lg { width: 280px; } .comment_dtl ul { width: 100%; } .getcall-box.panel-default a { border-bottom: none; font-weight: 400; } .featured_img img { width: 100%; margin-bottom: 20px; } .sed { /* width: 84px; height: 84px; border-radius: 50%; background: #512DA8; font-size: 35px; color: #fff; text-align: center; line-height: 84px;*/ width: 48px; height: 48px; line-height: 50px; font-size: 22px; float: left; border-radius: 50%; background: #512DA8; color: #fff; text-align: center; } .sedtxt h3 { margin-top: 0px !important; } .sedtxt p { margin-bottom: 5px !important; } /*.rplybtn { border: solid 1px #000 !important; padding: 0 10px; font-weight: 500; }*/ .getcall-box.panel-default li.fb-icon { width: 32px !important; height: 23px !important; } .rplybtn { background: #ab2927; border: 0px!important; color: #fff !important; font-size: 12px; padding: 4px 14px; text-align: center; border-radius: 28px; line-height: 15px; margin-top: 5px; float: none !important; } .time-change-wrapper { background: #B62626; color: #fff; padding: 6px; display: inline-table; margin-bottom: 0px !important; } .blogdtlright ul, ol { margin-top: 10px; } .blogdtlright pre { margin: 10px 0 10px 0px; font-size: 16px; } .singlcours { box-shadow: 0 5px 20px 2px rgba(0, 0, 0, .12); font-weight: bold; border-bottom: solid 2px #999; } .getcall-box .singlcours h3.coursetitle { text-align: center; padding: 5px 0; margin: 0px; } .getcall-box .singlcours p.links.headbutton2.white { border: none !important; line-height: 19px; font-size: 13px !important; font-weight: 500; background: #ab2927 !important; margin: 8px 6px 8px 0px; border-radius: 5px; } .getcall-box .singlcours .row.courseelmnt { margin-left: 0!important; margin-right: 0; } .browsecate ul { list-style: none; margin: 0px; padding: 0px; } .browsecate ul li { float: left; box-shadow: 0 0px 8px 0px rgb(232, 232, 232); font-weight: bold; border-bottom: solid 1px #4a7dc5; margin-right: 10px; font-size: 15px; text-align: center; padding: 4px 10px; margin-top: 6px; margin-bottom: 6px; } .section.section4.trend { padding-bottom: 10px; } /*3719 Css START*/ #rgthfiltrbtn button.buttonctadarkbtn.btn, #rgthfiltrbtn a.buttonctadarkbtn.btn { border-radius: 58px; box-shadow: none !important; background: #ab2927; color: #fff; font-size: 13px; font-weight: 700;padding: 3px 24px; } #rgthfiltrbtn a.buttonctadarkbtn.btn {background: #333; } #topfiltrbtn button.buttonctadarkbtn.btn, #topfiltrbtn a.buttonctadarkbtn.btn { border-radius: 58px; box-shadow: none !important; background: #ab2927; color: #fff; font-size: .95em; font-weight: 700; padding: 9px 16%; } #topfiltrbtn a.buttonctadarkbtn.btn {background: #333; border: solid 1px #fff;} .rghtsideblg p {} .thumbdt, .thumbview, .thumbrdmr, .crsprc, .crstm { font-size:0.8em} .lead5{ font-size:1.05em;} .mb5{ margin-bottom:5px !important;} .mtb8{ margin:8px 0 !important;} #msg2{color: #3c763d; text-align: left; background: #fbfbfb; border: solid 1px #ddd; border:none; font-size: .9em; padding: 0 5px; margin-top: 8px; font-weight: bold;} #email-error, #name-error, #mobile-error{ color: #ab2927; text-align: left; background: #fbfbfb; font-size: .8em; padding: 0 5px; margin-top: 8px; font-weight: 500; } @media screen and (max-width: 480px) { .blog-img-width, .feat img { width: 100%; height: auto !important; }} /*3719 Css END*/ /*23-9-2019 Blogs Css */ .pre1 { width: 94%; background: #fff!important; border: 0px!important; display: table; margin: 0 auto; position: relative; } .pre1 h4 { position: absolute; left: 43%; top: -18px; transform: translate(-50%,0); box-shadow: 1px 0px 8px 2px #e8e8e8; margin-bottom: 20px; padding: 4px 10px; background: #337ab7; color: #fff; font-size: 16px; border-radius: 4px; } .pre1 ul li a { border: 0px; font-size: 15px; font-weight: 700; } .pre1 ul li a:before { color: #001e30; content: "\21FE"; display: inline-block; font-family: 'ionicons'; margin-left: -24px; width: 24px; font-weight: bold; } .pre1 ul li ul li a:before { content:none; } .pre1 ul li:before { background: rgba(189,189,189,.4); bottom: 13px; display: block; left: 50px; position: absolute; top: 13px; width: 2px; } .pre1 ul { width: 100%; float: right; background: #fbfbfbc9; padding: 40px 10px 30px 48px; list-style-position: inside; box-shadow: 3px 3px 0px 0px #00000024; margin-right: 20px; list-style: none; border-top: 3px solid #00000024; border-left: 3px solid #00000024; } .pre1 ul li ul { width: 100%; box-shadow: none; margin: 0px; padding: 0px; border-top: 0px; border-left:0px; } .pre1 ul li ul li{ font-size: 13px; padding: 0px 20px; border-left: 0px; border-bottom: 0px; margin-bottom: 0px; position: relative; border-left: solid 2px #ab2927; color:#444; } .pre1 ul li ul li a{ font-size: 13px; color: #444; } .pre1 ul li ul li:before { position: absolute; left: 0px; top: 44%; content: ''; background: #ab2927; width: 16px; height: 1px; transform: translate(0,-50%); } .pre1 ul li ul:after{ content:none; } .pre1 ul li { padding-bottom: 4px; position: relative; border-bottom:1px solid #c3c3c3; padding-left: 10px; margin-bottom: 5px; float: left; width: 100%; } /*.pre1 ul:after { position: absolute; left: -66px; top: 30px; content: ''; background: url(https://www.janbasktraining.com/blogs/assets/img/blogbxs.jpg) top center no-repeat; background-size: cover; width: 24%; height: 92%; background-position: -22px 0px; }*/ .pre1:after { position: absolute; left: 50%; bottom: 2px; content: ''; background: #337ab7; width: 95%; height: 10px; transform: translate(-50%,0%); border-radius: 0px 4px 4px 0px; } .pre2 { width: 94%; margin: 28px auto; background: #fbfbfbc9; padding: 10px 20px 20px 20px; list-style-position: inside; box-shadow: 3px 3px 0px 0px #00000024; list-style: none; border-top: 3px solid #00000024; border-left: 3px solid #00000024; border-radius: 0px; position:relative; display: table; } .pre2:after { position: absolute; right: -12px; top: 50%; content: ''; background: #337ab7; width: 10px; height: 400px; transform: translate(0,-50%); border-radius: 0px 4px 4px 0px; } .pre2:before { position: absolute; left: -10px; top: 50%; content: ''; background: #337ab7; width: 10px; height: 400px; transform: translate(0,-50%); border-radius: 4px 0px 0px 4px; } .pre2 ul{ width: 100%; box-shadow: none; margin: 0px; padding: 0px; border-top: 0px; border-left:0px; } .pre2 ul li{ font-size: 13px; padding: 0px 20px; border-left: 0px; border-bottom: 0px; margin-bottom: 0px; position: relative; border-left: solid 2px #ab2927; color:#444; } .pre2 ul li a{ font-size: 13px; color: #444; border-bottom: 0px !important; } .pre2 ul li:after { position: absolute; left: 0px; top: 44%; content: ''; background: #ab2927; width: 16px; height: 1px; transform: translate(0,-50%); } .pre2 ul li:before { content: none!important; } .pre2 h3 { background: linear-gradient(135deg,rgba(82,62,232,.92),rgba(0,220,175,.92)); background-size: cover; border-radius: 0px; margin-top: -30px; padding: 64px 0px; font-size: 40px; color: #ffffff; text-align: center; } .pre2 h4:before { color: #001e30; content: "\21FE"; display: inline-block; font-family: 'ionicons'; margin-left: -24px; width: 24px; font-weight: bold; } .pre2 ul li a { color: #000204; border-bottom: none; } .pre2 ul { list-style: none; } .pre2 ul li{ padding-bottom: 4px;} .pre2 h3 a{ border-bottom:none; color: #ffffff6b;} /*.pre2 h3 { text-align: center; margin: 0px; padding: 10px; background: #337ab7 ;border-radius: 10px 10px 0 0; } /*.pre2 { background: #f7f7f7; border:none ; padding: 0px 0px 5px 0px; border-radius: 10px; box-shadow: 4px 5px 0px #337ab7; }*/ .trend-course .card-hover { display: flex; align-items: initial; justify-content: left; width: 100%; padding: 4px; box-shadow: 0px 0px 6px 0px #dedede; transition: all 0.5s; margin-bottom: 4px; background: #fff; overflow: hidden; position: relative; } /**.card-hover:hover { padding: 10px 0px 10px 10px; background: #f7f7f7; }*/ .trend-course .supcours-hov { position: absolute; top: 0px; left: 50%; padding: 6px 26px; background: linear-gradient(135deg, rgba(82, 62, 232, .92), rgba(0, 220, 175, .92)); height: 100%; opacity: 0; -webkit-transition: all 0.5s, -webkit-transform 0.5s; transition: all 0.5s, transform 0.5s; width: 100%; padding: 5px; } .trend-course .card-hover:hover .supcours-hov { opacity: 1; display: inline-block; -webkit-transition: all 0.5s, -webkit-transform 0.5s; transition: all 0.5s, transform 0.5s; width: 100%; height: 100%; opacity: 0.99; top: 0; left: 0; } .trend-course .card-hover p.btn-cour a { color: #fff; } .trend-course .courseinfo ul.Real { margin: 0px; padding: 0px 14px; } .trend-course .courseinfo { padding: 0px 0px 0px 10px; text-align: left; } .trend-course .courseinfo ul.Real li { color: #000; font-size: 10px; line-height: 14px; padding: 0px; } .trend-course .hovview p.cont1 { font-size: 10px; text-align: center; line-height: 20px; color: #ffd04b; } .trend-course .card-hover p.btn-cour { padding: 0px; border: 1px solid #fff; font-size: 12px; line-height: 21px; width: 98px; background: transparent; color: #fff; transform: translate(-50%, -50%); margin-bottom: 0px; left: 50%; top: 50%; position: absolute; float: left; } .trend-course .hovview { width: 100%; position: relative; float: left; display: flex; padding: 7px 0px; } .trend-course .whtpprpost { margin-bottom: 20px; } .trend-course .supcours-hov p.cont.mb0.white { margin-top: 10px; } .trend-course .section.section5 .card-hover:hover { padding: 10px 4px; } /* End 23-9-2019 Blogs Css */ @media screen and (max-width:320px) { } @media screen and (max-width:480px) { .pre1 ul { padding: 40px 10px 30px 48px; } .pre2 h3 { padding: 14px 0px; font-size: 20px; } .pre2 h4 { text-align: left; font-size: 16px; margin-left: 4px; line-height: 20px; } .pre1:after { position: absolute; left: 50%; content: ''; background: #337ab7; width: 80%; height: 11px; transform: translate(-50%,0); border-radius: 0px 0px 4px 4px; bottom: -7px; top: initial; } .pre1 { width: 100%; padding: 0px!important; } .pre1 h4 { font-size: 13px; width: 264px; text-align: center; } .pre1 ul:after { background:Transparent; } .pre1 ul { width: 100%; padding: 40px 10px 30px 28px; margin: 14px auto 0 auto; display: table; } .pre2 { width: 100%; padding: 10px 10px 20px 10px; } } @media screen and (max-width:767px) { .trend-course .hovview { padding: 0px 0px; } .trend-course .courseinfo ul.Real { margin: 0px; padding: 0px 7px; } .mob-trend { padding: 8px 0px; max-height: 401px; white-space: nowrap; overflow-y: scroll; } .ctmn3 { width: 98%; display: inline-block; padding: 6px 0; margin: 0px auto; } .browsecate ul li { font-size: 12px; padding: 4px 6px; margin-top: 2px; margin-bottom: 2px; } } @media (min-width:600px) and (max-width:600px) { .pre2 ul li a { font-size: 15px; } .pre2 h3 { padding: 14px 0px; font-size: 28px; } .mob-trend { max-height: 480px; } .trend-course .hovview img { width: 90px; } .pre1 h4 { width: 76%; text-align: center; } .pre1 ul:after { left: -70px; top: 42px; width: 40%; } .callto { width: 40%; float: right; position: absolute; right: 0px; top: 21px; } .trend-course .supcours-hov p.cont.mb0.white { margin-top: 22px; font-size: 18px; } .trend-course .hovview p.cont1 { font-size: 12px; } } @media (min-width:768px) and (max-width:991px) { .pre2 ul li a { font-size: 15px; line-height: 24px; } .trend-course .hovview img { width: 90px; } .trend-course .supcours-hov p.cont.mb0.white { margin-top: 22px; font-size: 18px; } .trend-course .hovview p.cont1 { font-size: 12px; } .trend-course .courseinfo ul.Real li { color: #000; font-size: 14px; line-height: 19px; padding: 0px; } .trend-course .courseinfo p.cont.mb0.dark { font-size: 19px; font-weight: 600; } .pre1 ul:after { width: 32%; top: 44px; } .pre1 ul { padding: 40px 10px 30px 44px; } .pre1 h4 { width: 64%; text-align: center; } } @media (min-width:992px) and (max-width:1024px) { .rght{ display:none; } .pre1 h4 { width: 64%; text-align: center; } .pre1 ul:after { top: 44px; } .pre1 ul { padding: 40px 10px 30px 40px; } .postbxful { width: 100%; } } @media (min-width:1025px) and (max-width:1200px) { } @media (min-width:1201px) and (max-width:1280px) { .pre1 ul:after { width: 25%; top: 44px; } .pre1 ul { padding: 40px 10px 30px 40px; } } @media (min-width:1366px) and (max-width:1366px) { .trend-course .courseinfo ul.Real li { font-size: 12px; line-height: 15px;; } } @media (min-width:1440px) and (max-width:1440px) { .trend-course .courseinfo ul.Real li { font-size: 12px; line-height: 15px;; } } @media (min-width:1600px) and (max-width:1680px) { .pre2 ul li a { font-size: 15px; line-height: 24px; } .trend-course .courseinfo ul.Real li { font-size: 12px; line-height: 15px;; } } @media screen and (min-width:1601px) { .pre2 ul li a { font-size: 15px; line-height: 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PCA - A Simple & Easy Approach for Dimensionality Reduction

Introduction

Multivariate analysis (MVA) refers to the suite of statistical techniques used to analyze data consisting of more than one variable.

In many disciplines, notably community ecology, we have several samples and we wish to explore the relationship between samples in terms of species composition or communities. The presence of multispecies makes our data multivariate.

Ordination is an important aspect of MVA.   

Different ordination methods take samples/sires and reorder them according to the species composition.

It is also possible to use predictor variables (say environmental conditions) to align or categorize the data.

There are two types of Multivariate analysis:

  1. Indirect Gradient Analysis: Starting with just the species composition in various samples. The impact of predictors inferred later on. This includes methods like Principal Component Analysis (PCA), CA, NMDS. We look for patterns in data (and their possible causes) by examining patterns of species composition or any other response variable across different sites.

  2. Direct Gradient Analysis: Both the response (e.g. species) and predictors are used to identify the patterns in data. E.g. cluster analysis-cluster species (response) based on predictors.

All these methods use some form of dissimilarity matrix/distance measures to separate the different species groups.  

Principal Component Analysis (PCA) is an ordination and dimensionality reduction technique that is widely used in ecological data analysis. We convert our numerical predictors into a set of uncorrelated variables developed as a linear combination of predictors (known as principal components) which explain the maximum variation in the data. Conversion of higher dimensional data to lower dimension data (latter is a normalized linear combination of predictors).

The first principal component is a linear combination of original predictor variables which captures the maximum variance of the dataset. This minimizes the sum of squared distance between a data point and the line. Second principal component captures the remaining variance and is uncorrelated to the first PC and these 2 are orthogonal.

Read: How to Become a Successful Data Scientist?

In multivariate analysis, the dimension of X causes problems in obtaining suitable statistical analysis to analyze a set of observations (data) on X. It is natural to look for a method for rearranging the data so that with as little loss of information as possible, the dimension of the problem is considerably reduced. This reduction is possible by transforming the original variables into a new set of uncorrelated variables. These variables are known as Principal components.

Principal components are a normalized linear combination of original variables which has specified properties in terms of variance. They are uncorrelated and are ordered. So that the first component displays the largest amount of variation. The second component displays the second-largest amount of variation and so on. 

Figure 1: Principal Component Analysis

If there are p variables then p components are required to reproduce (rearrange) the total variability present in the data. This variability can be accounted for by a small number k < p of the components. If this, so there is almost as much information in the k components as there is in original p variables and then k components can replace the original p variables. That is why this is considered as a linear reduction technique. This technique produces the best results if the original variables are highly correlated positively or negatively. 

Example

Suppose we are interested in finding the level of performance in Mathematics of the 10th -grade students of a certain school. We may then record their scores in mathematics i.e. we consider just one characteristic of each student. Now suppose we are interested in overall performance and select some p characteristics such as Mathematics, English, Science, etc. 

These characteristics although related to each other but it is possible that all of them may not contain the same amount of information. And in-fact some information can be completely redundant. This will result in loss of information and waste of resources in analyzing the data. Thus, we should select only those characteristics that will truly discriminate one student from another while those least discriminately should be discarded.

The Need for Principal Component Analysis 

High dimension data is extremely complex to process due to inconsistencies in the feature which increase the computation time and make data processing more convoluted.

Figure 2:Curse of Dimensionality

Read: What Qualifications Are Required To Become Data Scientist?

As we can observe the complexity is increasing as the dimensionality increases and in real life, the high dimension data that we are talking about has thousands of dimensions that make it very-very complex to handle and process. This high dimension data can be easily found in use cases like image processing, natural language processing, image translation and so on. So, this is what exactly the curse of dimensionality means.

To get rid of this Curse of dimensionality, we came up with a process which is known as dimensionality reduction. Dimensionality reduction technique can be used to filter only a limited number of significant features which are needed for training your predictive model or machine learning model. 

While performing dimensionality reduction technique, it should be kept in mind that we perform the process in such a way that the significant data is retained in the new dataset. 

PCA is a very simple and logical concept and it is implemented in the majority of machine learning algorithms as machine learning has a limitation that it cannot process or handle data of high dimension. So that’s when PXCA comes into the spotlight. 

Step by Step Principal Component Analysis


Step 1: Data Standardization

Data standardization includes scaling of information so that all the factors and their values exist in a similar range. It is denoted by Z.

                                         

 Step 2: Covariance Matrix Computation

A covariance matrix shows the correlation between the different factors in the dataset. It is necessary to find a heavily dependent variable they contain biased and redundant information which reduces the overall performance of the model.

Step 3: Calculation of Eigenvector and eigenvalues

Read: How to Work with Regression based Models?

Eigenvectors and eigenvalues are necessary for determining the principal component of the data set and this eigenvectors and eigenvalues must be calculated from the covariance matrix.

Step 4: Principal Component Computation

After computing the eigenvector and eigenvalues, the next step is to order them in the descending order, where the eigenvector with the highest eigenvalue is the most significant and thus forms the first principal component. 

Step 5: Dimension Reduction

The last step in performing PCA is to rearrange the original data with the final principal component which represents the maximum and the most significant information of the dataset.  

Conclusion

Nowadays, with the continuous advancement in technologies, fields like Machine learning and Artificial Intelligence is very important in every aspect of life. As of now, people are using machine learning in almost every field. But whenever machine learning is used it should be kept in mind that in this, we always use multidimensional data and analysis of multidimensional is very difficult as it increases inconsistency in data and also increases the processing. This problem is also known as the Curse of dimensionality. But this problem can be easily resolved by reducing the dimension of your data and we can perform this dimensionality reduction by using a concept known as Principal component analysis (PCA). By using PCA we convert our high dimensional data into lower dimensional data. Hence, it can be concluded that PCA is an effective approach to data analysis.   

Please leave the query and comments in the comment section.



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