This paper conducts a correlation review of classification algorithm using some free available data mining and knowledge discovery tools such as WEKA, Rapid miner, Tanagra, Orange and Knime. The accuracy of classification algorithm like Decision tree, Decision Stump, K-Nearest Neighbor and Naive Bayes algorithm have been compared using all five tools. Indian Liver Patient DataSet is used for testing the Classification algorithm in order to classify the people with and without Liver disorder.
Knime Data Mining Pdf Free
Since the data is tremendously increasing, it becomes difficult for an individual to manually analyze the data for strategic decision making. Hence humans need help of data mining to mine interesting information from the available data. Data mining is the process of discovering interesting knowledge from large amounts of data stored in databases, data warehouses, or other information repositories .One of the important problem in data mining is the Classification which involves finding rules that partition given data into predefined classes. In the data mining
Now-a-days, many open-source data mining tools and software are available for use such as the Rapidminer [1], Waikato Environment for Knowledge Analysis (WEKA) [2],KNIME, R-Programming, Orange, NLTK etc. These tools and software provide a set of methods and algorithms that help in better analysis of data. These tools help in cluster analysis, data visualization, regression analysis, Decision trees, Predictive analytics, Text mining, etc.
3.1RapidMiner : is an user interactive environment for machine learning and data mining processes. It is open-source, free project implemented in Java. It represents a modular approach to design even very complex problems -a modular operator concept which allows the design of complex nested operator chains for a huge number of learning problems. RM uses XML to describe the operator trees modeling knowledge discovery (KD) processes. RM has flexible operators for data input and output in different file formats. It contains more than 100 learning schemes for classification, regression and clustering tasks.
3.2WEKA : is a widely used toolkit for machine learning and data mining that was originally developed at the University of Waikato in New Zealand. It contains a large collection of state-of-the-art machine learning and data mining algorithms written in Java. WEKA contains tools for regression, classification, clustering, association rules, visualization, and data pre-processing. WEKA has become very popular with the academic and industrial researchers, and is also widely used for teaching purposes.
3.3Tanagra : is a free suite of machine learning software for research and academic purposes developed by Ricco Rakotomalala at the Lumière University Lyon 2, France. Tanagra supports several standard data mining tasks such as: Visualization, Descriptive statistics, Instance selection, feature selection, feature construction, regression, factor analysis, clustering, classification and association rule learning. Tanagra makes a good compromise between the statistical approaches (e.g. parametric and nonparametric statistical tests), the multivariate analysis methods (e.g. factor analysis, correspondence analysis, cluster analysis, regression) and the machine learning techniques (e.g. neural network, support vector machine, decision trees, random forest).
3.4Orange: is an open source machine learning and data mining software (written in Python). It has a visual programming front-end for explorative data analysis and visualization, and can also be used as a Python library. The program is maintained and developed by the Bioinformatics Laboratory of the Faculty of Computer and Information Science at University of Ljubljana.Orange is a component-based visual programming software for data mining, machine learning and data analysis.Components are called widgets and they range from simple data visualization, subset selection and preprocessing, to empirical evaluation of learning algorithms and predictive modelling.
3.5Knime : is a widely used open source data mining, visualisation and reporting graphical workbench used by over 3000 organisations. Knime desktop is the entry open source version of Knime .It is based on the well regarded and widely used Eclipse IDE platform, making it as much a development platform (for bespoke extensions) as a data mining platform.
7.Abdullah H Wahbeh,Qasem A. Al-Radaideh, Mohammed N Al-Kabi, Emad M Al Shawakfa, "Comparitive study of data mining tools over some classification methods", (IJACSA) International Journal of Advanced Computer Science and Applications, Special Issue on Artificial Intelligence.
KNIME Text processing is a plug-in to the (free) KNIME data mining suite. It supports a six step text processing process which starts with the reading and parsing of text, followed by named entity recognition, filtering and manipulation, word counting and keyword extraction, bow and vector representation, and finally visualisation.
This provides operators for the RapidMiner environment for statistical text analysis. Many data sources are supported including plain text, HTML and pdf. A large number of filtering techniques are supported and support for tokenization, stemming, stopword filtering and n-gram generation. This is all embraced within the graphical interface provided by RapidMiner (which is a free data mining suite) and many tasks can be completed through drag and drop functionality.
KNIME has established itself as the leading open-source data pipelining tool, and provides an ideal platform for researchers looking for a way to combine best-of-breed technologies from commercial software, academic programs, and in-house code. Independent of the Schrödinger Extensions, KNIME already incorporates over 100 processing nodes for data manipulation and mining, including the complete set of analysis models from the well-known Weka data-mining environment. Additionally, it includes plug-ins that run R-scripts, giving users access to a vast library of statistical routines. Visualization of results is made possible by means of KNIME nodes that support interactive use of scatter plots, parallel coordinates, and more.
Modern small molecule protein modulators are developed using an array of drug discovery technologies such as fragment-based ligand discovery (FBLD), high-throughput screening (HTS), and DNA-encoded libraries (DELs). Library sizes and specific assays vary greatly, but irrespective of the preferred discovery technique, the ability to evaluate target engagement of every molecule in a screening library is essential to properly identifying novel binders and unlocking mechanistic details of newly developed drugs. Since screening libraries can be sizable collections of compounds, prodigious data sets are produced which require accurate and efficient methods of analysis to quickly identify hits. Academic labs are typically at a disadvantage when processing this data, as there are few methods that are both user-friendly and freely available. For users interested in such a method, this tutorial summarizes the widely popular thermal shift assay, discusses the existing approaches and workflows for thermal shift data processing, then outlines the development of a new, freely available, efficient cheminformatics workflow.
Workflow-based environments provide a common platform for multiple tools and have swiftly been adopted by the scientific community [12, 13]. The Konstanz Information Miner (KNIME) [14] is a free and open-source data analytics workflow platform which supports a wide range of functionality and has an active cheminformatics and bioinformatics community [15,16,17,18,19,20,21,22,23,24,25]. Its modular environment allows users to visually assemble and adapt the analysis flow from standardized building blocks called nodes, which are then connected through pipes carrying data or models. Nodes can be executed selectively and intermediate results checked via a graphical user interface. Metanodes and components can be used to encapsulate parts of a workflow and can even be re-used between workflows, allowing for the creation of complex but well-structured workflows. The capabilities of KNIME can be expanded by incorporating open-source third-party nodes including R integration, and open-source cheminformatics toolkits such as the RDKit, both of which are used in our workflow.
Full support for data preparation, visualization, analytics, and deployment. Plus: Access to real data science without the need for an additional tool: text mining, time series, deep learning and advanced ML.
A Data mining tool is a software application that is used to discover patterns and trends from large sets of data and transform those data into more refined information. It helps you to identify unsuspected relationships amongst the data for business growth. It also allows you to analyze, simulate, plan and predict data using a single platform. "}},"@type":"Question","name":"\ud83d\udcbb Which are the Best Data Mining Tools?","acceptedAnswer":"@type":"Answer","text":"Here is a list of some of the best data mining tools:
Data mining allows you to transform raw data into useful information in order to increase business growth. It helps businesses to identify patterns and trends among their customers to drive more sales by developing a better marketing strategy and decreasing costs. ","@type":"Question","name":"\u2705 How Data Mining Works?","acceptedAnswer":"@type":"Answer","text":"The Data Mining Process works in the following stages: Business Understanding Data Understanding Data Preparation Data Transformation Modelling Evaluation Deployment "]}],"@id":" -data-mining-tools.html#schema-25761","isPartOf":"@id":" -data-mining-tools.html#webpage","publisher":"@id":" ","image":"@id":" _analytics_logo_v1.png","inLanguage":"en-US","mainEntityOfPage":"@id":" -data-mining-tools.html#webpage"}]}document.documentElement.classList.remove( 'no-js' );img.wp-smiley,img.emoji display: inline !important;border: none !important;box-shadow: none !important;height: 1em !important;width: 1em !important;margin: 0 0.07em !important;vertical-align: -0.1em !important;background: none !important;padding: 0 !important;body--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: 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.widgetmargin-bottom:1.5em;color:var(--global-palette4);.primary-sidebar.widget-area .widget-titlefont-style:normal;font-weight:normal;font-size:20px;line-height:1.5;color:var(--global-palette3);.primary-sidebar.widget-area .sidebar-inner-wrap a:where(:not(.button):not(.wp-block-button__link):not(.wp-element-button)):hovercolor:#ec4747;.primary-sidebar.widget-areabackground:var(--global-palette9);.has-sidebar.has-left-sidebar .primary-sidebar.widget-areaborder-right:1px solid #e1e1e1;.has-sidebar:not(.has-left-sidebar) .primary-sidebar.widget-areaborder-left:1px solid #e1e1e1;button, .button, .wp-block-button__link, input[type="button"], input[type="reset"], input[type="submit"], .fl-button, .elementor-button-wrapper .elementor-buttonbox-shadow:0px 0px 0px -7px rgba(0,0,0,0);button:hover, button:focus, button:active, .button:hover, .button:focus, .button:active, .wp-block-button__link:hover, .wp-block-button__link:focus, .wp-block-button__link:active, input[type="button"]:hover, input[type="button"]:focus, input[type="button"]:active, input[type="reset"]:hover, input[type="reset"]:focus, input[type="reset"]:active, input[type="submit"]:hover, input[type="submit"]:focus, input[type="submit"]:active, .elementor-button-wrapper .elementor-button:hover, .elementor-button-wrapper .elementor-button:focus, .elementor-button-wrapper .elementor-button:activebox-shadow:0px 15px 25px -7px rgba(0,0,0,0.1);@media all and (min-width: 1025px).transparent-header .entry-hero .entry-hero-container-innerpadding-top:49px;@media all and (max-width: 1024px).mobile-transparent-header .entry-hero .entry-hero-container-innerpadding-top:49px;@media all and (max-width: 767px).mobile-transparent-header .entry-hero .entry-hero-container-innerpadding-top:49px;.wp-site-blocks .entry-hero-container-innerbackground:var(--global-palette9);#colophonbackground:#323a56;.site-middle-footer-wrap .site-footer-row-container-innerbackground:#323a56;font-style:normal;.site-footer .site-middle-footer-wrap a:where(:not(.button):not(.wp-block-button__link):not(.wp-element-button))color:var(--global-palette1);.site-footer .site-middle-footer-wrap a:where(:not(.button):not(.wp-block-button__link):not(.wp-element-button)):hovercolor:var(--global-palette1);.site-middle-footer-inner-wrappadding-top:0px;padding-bottom:30px;grid-column-gap:0px;grid-row-gap:0px;.site-middle-footer-inner-wrap .widgetmargin-bottom:30px;.site-middle-footer-inner-wrap .widget-area .widget-titlefont-style:normal;font-weight:400;.site-middle-footer-inner-wrap .site-footer-section:not(:last-child):afterright:calc(-0px / 2);.site-top-footer-wrap .site-footer-row-container-innerbackground:#323a56;font-style:normal;color:var(--global-palette4);border-bottom:0px none transparent;.site-footer .site-top-footer-wrap a:not(.button):not(.wp-block-button__link):not(.wp-element-button)color:var(--global-palette1);.site-top-footer-inner-wrappadding-top:0px;padding-bottom:0px;grid-column-gap:0px;grid-row-gap:0px;.site-top-footer-inner-wrap .widgetmargin-bottom:30px;.site-top-footer-inner-wrap .site-footer-section:not(:last-child):afterborder-right:0px none transparent;right:calc(-0px / 2);@media all and (max-width: 767px).site-top-footer-wrap .site-footer-row-container-innerborder-bottom:1px none #323a56;.site-top-footer-inner-wrap .site-footer-section:not(:last-child):afterborder-right:0px none transparent;.site-bottom-footer-wrap .site-footer-row-container-innerbackground:var(--global-palette9);.site-bottom-footer-inner-wrappadding-top:30px;padding-bottom:30px;grid-column-gap:30px;.site-bottom-footer-inner-wrap .widgetmargin-bottom:30px;.site-bottom-footer-inner-wrap .site-footer-section:not(:last-child):afterright:calc(-30px / 2);.footer-social-wrapmargin:0px 0px 0px 0px;.footer-social-wrap .footer-social-inner-wrapfont-size:1.28em;gap:0.3em;.site-footer .site-footer-wrap .site-footer-section .footer-social-wrap .footer-social-inner-wrap .social-buttoncolor:var(--global-palette9);border:2px none transparent;border-color:var(--global-palette9);border-radius:3px;.site-footer .site-footer-wrap .site-footer-section .footer-social-wrap .footer-social-inner-wrap .social-button:hovercolor:var(--global-palette9);border-color:var(--global-palette9);#colophon .footer-htmlfont-style:normal;color:var(--global-palette9);#colophon .site-footer-row-container .site-footer-row .footer-html acolor:var(--global-palette9);#kt-scroll-up-reader, #kt-scroll-upborder-radius:0px 0px 0px 0px;color:var(--global-palette3);border-color:var(--global-palette4);bottom:30px;font-size:1.2em;padding:0.4em 0.4em 0.4em 0.4em;#kt-scroll-up-reader.scroll-up-side-right, #kt-scroll-up.scroll-up-side-rightright:30px;#kt-scroll-up-reader.scroll-up-side-left, #kt-scroll-up.scroll-up-side-leftleft:30px;#kt-scroll-up-reader:hover, #kt-scroll-up:hovercolor:var(--global-palette2);border-color:var(--global-palette2);#colophon .footer-navigation .footer-menu-container > ul > li > apadding-left:calc(1.2em / 2);padding-right:calc(1.2em / 2);color:var(--global-palette5);#colophon .footer-navigation .footer-menu-container > ul li a:hovercolor:var(--global-palette-highlight);#colophon .footer-navigation .footer-menu-container > ul li.current-menu-item > acolor:var(--global-palette3);body.pagebackground:var(--global-palette9);.entry-hero.page-hero-section .entry-headermin-height:200px;.comment-metadata a:not(.comment-edit-link), .comment-body .edit-link:beforedisplay:none;.entry-hero.post-hero-section .entry-headermin-height:200px;/* Kadence Header CSS */@media all and (max-width: 1024px).mobile-transparent-header #mastheadposition:absolute;left:0px;right:0px;z-index:100;.kadence-scrollbar-fixer.mobile-transparent-header #mastheadright:var(--scrollbar-offset,0);.mobile-transparent-header #masthead, .mobile-transparent-header .site-top-header-wrap .site-header-row-container-inner, .mobile-transparent-header .site-main-header-wrap .site-header-row-container-inner, .mobile-transparent-header .site-bottom-header-wrap .site-header-row-container-innerbackground:transparent;.site-header-row-tablet-layout-fullwidth, .site-header-row-tablet-layout-standardpadding:0px;@media all and (min-width: 1025px).transparent-header #mastheadposition:absolute;left:0px;right:0px;z-index:100;.transparent-header.kadence-scrollbar-fixer #mastheadright:var(--scrollbar-offset,0);.transparent-header #masthead, .transparent-header .site-top-header-wrap .site-header-row-container-inner, .transparent-header .site-main-header-wrap .site-header-row-container-inner, .transparent-header .site-bottom-header-wrap .site-header-row-container-innerbackground:transparent;.site-branding a.brand imgmax-width:135px;.site-branding a.brand img.svg-logo-imagewidth:135px;.site-brandingpadding:0px 0px 0px 0px;#masthead, #masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start):not(.site-header-row-container), #masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start) > .site-header-row-container-innerbackground:#ffffff;.site-main-header-wrap .site-header-row-container-innerborder-bottom:1px solid #cccccc;.site-main-header-inner-wrapmin-height:49px;.site-top-header-wrap .site-header-row-container-innerbackground:var(--global-palette1);.site-top-header-inner-wrapmin-height:0px;.site-bottom-header-inner-wrapmin-height:0px;#masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start):not(.site-header-row-container):not(.item-hidden-above), #masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start):not(.item-hidden-above) > .site-header-row-container-innerbackground:var(--global-palette9);#masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start) .site-branding .site-title, #masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start) .site-branding .site-descriptioncolor:var(--global-palette3);.header-navigation[class*="header-navigation-style-underline"] .header-menu-container.primary-menu-container>ul>li>a:afterwidth:calc( 100% - 2em);.main-navigation .primary-menu-container > ul > li.menu-item > apadding-left:calc(2em / 2);padding-right:calc(2em / 2);padding-top:0em;padding-bottom:0em;color:#4a5568;.main-navigation .primary-menu-container > ul > li.menu-item > .dropdown-nav-special-toggleright:calc(2em / 2);.main-navigation .primary-menu-container > ul > li.menu-item > a:hovercolor:#000000;.main-navigation .primary-menu-container > ul > li.menu-item.current-menu-item > acolor:#1a202c;.header-navigation[class*="header-navigation-style-underline"] .header-menu-container.secondary-menu-container>ul>li>a:afterwidth:calc( 100% - 1.2em);.secondary-navigation .secondary-menu-container > ul > li.menu-item > apadding-left:calc(1.2em / 2);padding-right:calc(1.2em / 2);padding-top:0.6em;padding-bottom:0.6em;color:var(--global-palette9);background:var(--global-palette9);.secondary-navigation .primary-menu-container > ul > li.menu-item > .dropdown-nav-special-toggleright:calc(1.2em / 2);.secondary-navigation .secondary-menu-container > ul > li.menu-item > a:hovercolor:#323a56;background:#323a56;.secondary-navigation .secondary-menu-container > ul > li.menu-item.current-menu-item > acolor:#323a56;background:#323a56;.header-navigation .header-menu-container ul ul.sub-menu, .header-navigation .header-menu-container ul ul.submenubackground:#1a202c;box-shadow:0px 2px 13px 0px rgba(0,0,0,0.1);.header-navigation .header-menu-container ul ul li.menu-item, .header-menu-container ul.menu > li.kadence-menu-mega-enabled > ul > li.menu-item > aborder-bottom:1px none rgba(255,255,255,0.1);.header-navigation .header-menu-container ul ul li.menu-item > awidth:100px;padding-top:4px;padding-bottom:4px;color:var(--global-palette8);font-style:normal;font-size:15px;.header-navigation .header-menu-container ul ul li.menu-item > a:hovercolor:var(--global-palette9);background:#323a56;.header-navigation .header-menu-container ul ul li.menu-item.current-menu-item > acolor:var(--global-palette9);background:#2d3748;.mobile-toggle-open-container .menu-toggle-opencolor:var(--global-palette3);padding:0.4em 0.6em 0.4em 0.6em;font-size:14px;.mobile-toggle-open-container .menu-toggle-open.menu-toggle-style-borderedborder:1px solid currentColor;.mobile-toggle-open-container .menu-toggle-open .menu-toggle-iconfont-size:29px;.mobile-toggle-open-container .menu-toggle-open:hover, .mobile-toggle-open-container .menu-toggle-open:focuscolor:#087deb;.mobile-navigation ul lifont-size:14px;.mobile-navigation ul li apadding-top:1em;padding-bottom:1em;.mobile-navigation ul li > a, .mobile-navigation ul li.menu-item-has-children > .drawer-nav-drop-wrapcolor:#f7fafc;.mobile-navigation ul li > a:hover, .mobile-navigation ul li.menu-item-has-children > .drawer-nav-drop-wrap:hovercolor:var(--global-palette9);.mobile-navigation ul li.current-menu-item > a, .mobile-navigation ul li.current-menu-item.menu-item-has-children > .drawer-nav-drop-wrapcolor:var(--global-palette9);.mobile-navigation ul li.menu-item-has-children .drawer-nav-drop-wrap, .mobile-navigation ul li:not(.menu-item-has-children) aborder-bottom:1px solid rgba(255,255,255,0.1);.mobile-navigation:not(.drawer-navigation-parent-toggle-true) ul li.menu-item-has-children .drawer-nav-drop-wrap buttonborder-left:1px solid rgba(255,255,255,0.1);#mobile-drawer .drawer-inner, #mobile-drawer.popup-drawer-layout-fullwidth.popup-drawer-animation-slice .pop-portion-bg, #mobile-drawer.popup-drawer-layout-fullwidth.popup-drawer-animation-slice.pop-animated.show-drawer .drawer-innerbackground:#323a56;#mobile-drawer .drawer-header .drawer-togglepadding:0.6em 0.15em 0.6em 0.15em;font-size:24px;#mobile-drawer .drawer-header .drawer-toggle, #mobile-drawer .drawer-header .drawer-toggle:focuscolor:var(--global-palette9);#mobile-drawer .drawer-header .drawer-toggle:hover, #mobile-drawer .drawer-header .drawer-toggle:focus:hovercolor:#0887fc;#main-header .header-buttoncolor:var(--global-palette9);background:var(--global-palette9);border:2px none transparent;box-shadow:0px 0px 0px -7px rgba(0,0,0,0);#main-header .header-button:hovercolor:#323a56;background:#323a56;box-shadow:0px 15px 25px -7px rgba(0,0,0,0.1);.header-social-wrap .header-social-inner-wrapfont-size:1em;gap:0.3em;.header-social-wrap .header-social-inner-wrap .social-buttonborder:2px none transparent;border-radius:3px;.header-mobile-social-wrap .header-mobile-social-inner-wrapfont-size:1em;gap:0.3em;.header-mobile-social-wrap .header-mobile-social-inner-wrap .social-buttonborder:2px none transparent;border-radius:3px;.search-toggle-open-container .search-toggle-opencolor:var(--global-palette5);.search-toggle-open-container .search-toggle-open.search-toggle-style-borderedborder:1px solid currentColor;.search-toggle-open-container .search-toggle-open .search-toggle-iconfont-size:1em;.search-toggle-open-container .search-toggle-open:hover, .search-toggle-open-container .search-toggle-open:focuscolor:var(--global-palette-highlight);#search-drawer .drawer-innerbackground:rgba(9, 12, 16, 0.97);.mobile-header-button-wrap .mobile-header-button-inner-wrap .mobile-header-buttonborder:2px none transparent;box-shadow:0px 0px 0px -7px rgba(0,0,0,0);.mobile-header-button-wrap .mobile-header-button-inner-wrap .mobile-header-button:hoverbox-shadow:0px 15px 25px -7px rgba(0,0,0,0.1);/* Kadence Pro Header CSS */.header-navigation-dropdown-direction-left ul ul.submenu, .header-navigation-dropdown-direction-left ul ul.sub-menuright:0px;left:auto;.rtl .header-navigation-dropdown-direction-right ul ul.submenu, .rtl .header-navigation-dropdown-direction-right ul ul.sub-menuleft:0px;right:auto;.header-account-button .nav-drop-title-wrap > .kadence-svg-iconset, .header-account-button > .kadence-svg-iconsetfont-size:1.2em;.site-header-item .header-account-button .nav-drop-title-wrap, .site-header-item .header-account-wrap > .header-account-buttondisplay:flex;align-items:center;.header-account-style-icon_label .header-account-labelpadding-left:5px;.header-account-style-label_icon .header-account-labelpadding-right:5px;.site-header-item .header-account-wrap .header-account-buttontext-decoration:none;box-shadow:none;color:inherit;background:transparent;padding:0.6em 0em 0.6em 0em;.header-mobile-account-wrap .header-account-button .nav-drop-title-wrap > .kadence-svg-iconset, .header-mobile-account-wrap .header-account-button > .kadence-svg-iconsetfont-size:1.2em;.header-mobile-account-wrap .header-account-button .nav-drop-title-wrap, .header-mobile-account-wrap > .header-account-buttondisplay:flex;align-items:center;.header-mobile-account-wrap.header-account-style-icon_label .header-account-labelpadding-left:5px;.header-mobile-account-wrap.header-account-style-label_icon .header-account-labelpadding-right:5px;.header-mobile-account-wrap .header-account-buttontext-decoration:none;box-shadow:none;color:inherit;background:transparent;padding:0.6em 0em 0.6em 0em;#login-drawer .drawer-inner .drawer-contentdisplay:flex;justify-content:center;align-items:center;position:absolute;top:0px;bottom:0px;left:0px;right:0px;padding:0px;#loginform p labeldisplay:block;#login-drawer #loginformwidth:100%;#login-drawer #loginform inputwidth:100%;#login-drawer #loginform input[type="checkbox"]width:auto;#login-drawer .drawer-inner .drawer-headerposition:relative;z-index:100;#login-drawer .drawer-content_inner.widget_login_form_innerpadding:2em;width:100%;max-width:350px;border-radius:.25rem;background:var(--global-palette9);color:var(--global-palette4);#login-drawer .lost_password acolor:var(--global-palette6);#login-drawer .lost_password, #login-drawer .register-fieldtext-align:center;#login-drawer .widget_login_form_inner pmargin-top:1.2em;margin-bottom:0em;#login-drawer .widget_login_form_inner p:first-childmargin-top:0em;#login-drawer .widget_login_form_inner labelmargin-bottom:0.5em;#login-drawer hr.register-dividermargin:1.2em 0;border-width:1px;#login-drawer .register-fieldfont-size:90%;.tertiary-navigation .tertiary-menu-container > ul > li.menu-item > apadding-left:calc(1.2em / 2);padding-right:calc(1.2em / 2);padding-top:0.6em;padding-bottom:0.6em;color:var(--global-palette5);.tertiary-navigation .tertiary-menu-container > ul > li.menu-item > a:hovercolor:var(--global-palette-highlight);.tertiary-navigation .tertiary-menu-container > ul > li.menu-item.current-menu-item > acolor:var(--global-palette3);.quaternary-navigation .quaternary-menu-container > ul > li.menu-item > apadding-left:calc(1.2em / 2);padding-right:calc(1.2em / 2);padding-top:0.6em;padding-bottom:0.6em;color:var(--global-palette5);.quaternary-navigation .quaternary-menu-container > ul > li.menu-item > a:hovercolor:var(--global-palette-highlight);.quaternary-navigation .quaternary-menu-container > ul > li.menu-item.current-menu-item > acolor:var(--global-palette3);#main-header .header-dividerborder-right:1px solid var(--global-palette6);height:50%;#main-header .header-divider2border-right:1px solid var(--global-palette6);height:50%;#main-header .header-divider3border-right:1px solid var(--global-palette6);height:50%;#mobile-header .header-mobile-dividerborder-right:1px solid var(--global-palette6);height:50%;#mobile-header .header-mobile-divider2border-right:1px solid var(--global-palette6);height:50%;.header-item-search-bar form ::-webkit-input-placeholdercolor:currentColor;opacity:0.5;.header-item-search-bar form ::placeholdercolor:currentColor;opacity:0.5;.header-search-bar formmax-width:100%;width:240px;.header-mobile-search-bar formmax-width:calc(100vw - var(--global-sm-spacing) - var(--global-sm-spacing));width:240px;.header-widget-lstyle-normal .header-widget-area-inner a:not(.button)text-decoration:underline;.element-contact-inner-wrapdisplay:flex;flex-wrap:wrap;align-items:center;margin-top:-0.6em;margin-left:calc(-0.6em / 2);margin-right:calc(-0.6em / 2);.element-contact-inner-wrap .header-contact-itemdisplay:inline-flex;flex-wrap:wrap;align-items:center;margin-top:0.6em;margin-left:calc(0.6em / 2);margin-right:calc(0.6em / 2);.element-contact-inner-wrap .header-contact-item .kadence-svg-iconsetfont-size:1em;.header-contact-item imgdisplay:inline-block;.header-contact-item .contact-labelmargin-left:0.3em;.rtl .header-contact-item .contact-labelmargin-right:0.3em;margin-left:0px;.header-mobile-contact-wrap .element-contact-inner-wrapdisplay:flex;flex-wrap:wrap;align-items:center;margin-top:-0.6em;margin-left:calc(-0.6em / 2);margin-right:calc(-0.6em / 2);.header-mobile-contact-wrap .element-contact-inner-wrap .header-contact-itemdisplay:inline-flex;flex-wrap:wrap;align-items:center;margin-top:0.6em;margin-left:calc(0.6em / 2);margin-right:calc(0.6em / 2);.header-mobile-contact-wrap .element-contact-inner-wrap .header-contact-item .kadence-svg-iconsetfont-size:1em;#main-header .header-button2border:2px none transparent;box-shadow:0px 0px 0px -7px rgba(0,0,0,0);#main-header .header-button2:hoverbox-shadow:0px 15px 25px -7px rgba(0,0,0,0.1);.mobile-header-button2-wrap .mobile-header-button-inner-wrap .mobile-header-button2border:2px none transparent;box-shadow:0px 0px 0px -7px rgba(0,0,0,0);.mobile-header-button2-wrap .mobile-header-button-inner-wrap .mobile-header-button2:hoverbox-shadow:0px 15px 25px -7px rgba(0,0,0,0.1);#widget-drawer.popup-drawer-layout-fullwidth .drawer-content .header-widget2, #widget-drawer.popup-drawer-layout-sidepanel .drawer-innermax-width:400px;#widget-drawer.popup-drawer-layout-fullwidth .drawer-content .header-widget2margin:0 auto;.widget-toggle-opendisplay:flex;align-items:center;background:transparent;box-shadow:none;.widget-toggle-open:hover, .widget-toggle-open:focusborder-color:currentColor;background:transparent;box-shadow:none;.widget-toggle-open .widget-toggle-icondisplay:flex;.widget-toggle-open .widget-toggle-labelpadding-right:5px;.rtl .widget-toggle-open .widget-toggle-labelpadding-left:5px;padding-right:0px;.widget-toggle-open .widget-toggle-label:empty, .rtl .widget-toggle-open .widget-toggle-label:emptypadding-right:0px;padding-left:0px;.widget-toggle-open-container .widget-toggle-opencolor:var(--global-palette5);padding:0.4em 0.6em 0.4em 0.6em;font-size:14px;.widget-toggle-open-container .widget-toggle-open.widget-toggle-style-borderedborder:1px solid currentColor;.widget-toggle-open-container .widget-toggle-open .widget-toggle-iconfont-size:20px;.widget-toggle-open-container .widget-toggle-open:hover, .widget-toggle-open-container .widget-toggle-open:focuscolor:var(--global-palette-highlight);#widget-drawer .header-widget-2style-normal a:not(.button)text-decoration:underline;#widget-drawer .header-widget-2style-plain a:not(.button)text-decoration:none;#widget-drawer .header-widget2 .widget-titlecolor:var(--global-palette9);#widget-drawer .header-widget2color:var(--global-palette8);#widget-drawer .header-widget2 a:not(.button), #widget-drawer .header-widget2 .drawer-sub-togglecolor:var(--global-palette8);#widget-drawer .header-widget2 a:not(.button):hover, #widget-drawer .header-widget2 .drawer-sub-toggle:hovercolor:var(--global-palette9);#mobile-secondary-site-navigation ul lifont-size:14px;#mobile-secondary-site-navigation ul li apadding-top:1em;padding-bottom:1em;#mobile-secondary-site-navigation ul li > a, #mobile-secondary-site-navigation ul li.menu-item-has-children > .drawer-nav-drop-wrapcolor:var(--global-palette8);#mobile-secondary-site-navigation ul li.current-menu-item > a, #mobile-secondary-site-navigation ul li.current-menu-item.menu-item-has-children > .drawer-nav-drop-wrapcolor:var(--global-palette-highlight);#mobile-secondary-site-navigation ul li.menu-item-has-children .drawer-nav-drop-wrap, #mobile-secondary-site-navigation ul li:not(.menu-item-has-children) aborder-bottom:1px solid rgba(255,255,255,0.1);#mobile-secondary-site-navigation:not(.drawer-navigation-parent-toggle-true) ul li.menu-item-has-children .drawer-nav-drop-wrap buttonborder-left:1px solid rgba(255,255,255,0.1);:root--lasso-main: #5e36ca !important;--lasso-title: black !important;--lasso-button: #22baa0 !important;--lasso-secondary-button: #22baa0 !important;--lasso-button-text: white !important;--lasso-background: white !important;--lasso-pros: #22baa0 !important;--lasso-cons: #e06470 !important;// Notice how this gets configured before we load Font Awesomewindow.FontAwesomeConfig = autoReplaceSvg: false var googletag=window.googletagcmd:[];var gptadslots=[];var googletag=googletagcmd:[]; //load the apstag.js library!function(a9,a,p,s,t,A,g)if(a[a9])return;function q(c,r)a[a9]._Q.push([c,r])a[a9]=init:function()q("i",arguments),fetchBids:function()q("f",arguments),setDisplayBids:function(),targetingKeys:function()return[],_Q:[];A=p.createElement(s);A.async=!0;A.src=t;g=p.getElementsByTagName(s)[0];g.parentNode.insertBefore(A,g)("apstag",window,document,"script","//c.amazon-adsystem.com/aax2/apstag.js");//initialize the apstag.js library on the page to allow biddingapstag.init( pubID: '0b8b4efb-a0ed-455f-9ba8-517e0c56bb55', //enter your pub ID here as shown above, it must within quotes adServer: 'googletag', simplerGPT: true); googletag.cmd.push(function() var mapping1 = googletag.sizeMapping() .addSize([1700, 400], ['fluid',[970, 90], [970, 250],[728, 90],[468, 60],[300, 250],[336, 280],[250, 250]]) .addSize([1024, 0], [[728, 90],[468, 60],[250, 250],[336, 280],[300, 250],[234, 60]]) .addSize([500, 0], [[468, 60],[250, 250],[300, 250],[336, 280],[320, 480],[200, 200]]) .addSize([0, 0], [[320, 50], [300, 250],[300, 50],[320, 100],[250, 250],[200,200]]) .build(); var mapping2 = googletag.sizeMapping() .addSize([1024, 0], ['fluid',[336, 280],[300, 250], [250, 250]]) .addSize([500, 0], [[300, 250], [336, 280], [250, 250]]) .addSize([0, 0], []) .build(); var mapping3 = googletag.sizeMapping() .addSize([1024, 0], [[300, 600], [120, 600], [160, 600],[300, 250],[336, 280],[250, 250],[300, 340],[320, 480]]) .addSize([766, 0], [[160, 600], [120, 600],[250, 250]]) .addSize([0, 0], []) .build(); var mapping4 = googletag.sizeMapping() .addSize([1024, 0], []) .addSize([0, 0], [[320, 50],[300, 50],[360, 50],[400, 50]]) .build(); var mapping5 = googletag.sizeMapping() .addSize([1700, 400], ['fluid',[970, 90], [970, 250],[728, 90],[468, 60]]) .addSize([1024, 0], [[728, 90],[468, 60],[234, 60]]) .addSize([500, 0], [[468, 60],[234, 60]]) .addSize([0, 0], [[300, 250],[336, 280],[250, 250]]) .build(); var mapping6 = googletag.sizeMapping() .addSize([1024, 0], ['fluid',[336, 280],[300, 250], [250, 250]]) .addSize([766, 0], [[300, 250], [336, 280], [250, 250]]) .addSize([0, 0], []) .build(); var mapping7 = googletag.sizeMapping() .addSize([1024, 0], []) .addSize([500, 0], []) .addSize([0, 0], [[320, 50],[300, 50],[320, 100],[200, 200],[234, 60]]) .build(); gptadslots['div-gpt-ad-9092914-1'] = googletag.defineSlot('/24132379/guru99.com_728x90', 'fluid', 'div-gpt-ad-9092914-1') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['top']) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping5) .addService(googletag.pubads()); gptadslots['div-gpt-ad-9092914-2'] = googletag.defineSlot('/24132379/guru99.com_728x90', 'fluid', 'div-gpt-ad-9092914-2') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['middle']) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping1) .addService(googletag.pubads()); gptadslots['div-gpt-ad-9092914-6'] = googletag.defineSlot('/24132379/guru99.com_728x90', 'fluid', 'div-gpt-ad-9092914-6') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['bottom']) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping1) .addService(googletag.pubads()); gptadslots['div-gpt-ad-1543194583199-0'] = googletag.defineSlot('/24132379/guru99.com_300x600_sticky', [[300, 600], [120, 600], [160, 600], [300, 250], [336, 280], [250, 250], [300, 340], [320, 480]], 'div-gpt-ad-1543194583199-0') // .setTargeting(REFRESH_KEY, REFRESH_VALUE) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping3) .addService(googletag.pubads()); gptadslots['div-gpt-ad-1565016699961-0'] = googletag.defineSlot('/24132379/guru99.com_300x250_2', 'fluid', 'div-gpt-ad-1565016699961-0') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['300x250']) // .setTargeting(REFRESH_KEY, REFRESH_VALUE) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping2) .addService(googletag.pubads()); gptadslots['div-gpt-ad-1565016699961-1'] = googletag.defineSlot('/24132379/guru99.com_300x250_2', 'fluid', 'div-gpt-ad-1565016699961-1') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['notrefreshmobiletop']) // .setTargeting(REFRESH_KEY, REFRESH_VALUE) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping7) .addService(googletag.pubads()); gptadslots['div-gpt-ad-1571916596507-0'] = googletag.defineSlot('/24132379/guru99.com_300x250_1', [[336, 280], [300, 250], [250, 250]], 'div-gpt-ad-1571916596507-0') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['300x250']) // .setTargeting(REFRESH_KEY, REFRESH_VALUE) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping6) .addService(googletag.pubads()); gptadslots['div-gpt-ad-1571916546153-0'] = googletag.defineSlot('/24132379/guru99.com_300x250-2', [[300, 250], [336, 280], [250, 250]], 'div-gpt-ad-1571916546153-0') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['300x250']) // .setTargeting(REFRESH_KEY, REFRESH_VALUE) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping6) .addService(googletag.pubads()); gptadslots['div-gpt-ad-9092914-7'] = googletag.defineSlot('/24132379/guru99.com_728x90_near_footer', 'fluid', 'div-gpt-ad-9092914-7') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['footer']).setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping1) .addService(googletag.pubads()); gptadslots['div-gpt-ad-9092914-8'] = googletag.defineSlot('/24132379/guru99.com_728x90_Interview', 'fluid', 'div-gpt-ad-9092914-8') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['interview1']).setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping1) .addService(googletag.pubads()); gptadslots['div-gpt-ad-9092914-9'] = googletag.defineSlot('/24132379/guru99.com_728x90_Interview', 'fluid', 'div-gpt-ad-9092914-9') .setTargeting('type', ['sponsored']) .setTargeting('Position', ['interview2']).setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping1) .addService(googletag.pubads()); gptadslots['div-gpt-ad-1558594248952-0'] = googletag.defineSlot('/24132379/Guru99.com_Adhesion_320x50', [[320, 50], [300, 50], [360, 50], [400, 50]], 'div-gpt-ad-1558594248952-0') // .setTargeting(REFRESH_KEY, REFRESH_VALUE) .setTargeting('refreshtime', ['30']) .defineSizeMapping(mapping4) .addService(googletag.pubads()); apstag.fetchBids( //fetch bids timeout: 2e3 , function(bids) apstag.setDisplayBids(); // set apstag targeting on googletag ); googletag.enableServices(););body --global-body-font-family: 'Source Sans Pro', sans-serif;.content-wrap .entry img,.content-wrap .entry p img margin: 0 auto;hrborder-bottom:none;hrborder-top: 1px solid 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TestingExpandAgile TestingJUnitQuality Center(ALM)BugzillaHP LoadrunnerRPACucumberSoftware TestingSAP TestingDatabase TestingMobile TestingSeleniumETL TestingMantisSoapUIJMeterPostmanTEST ManagementJIRAQTPTestLinkSAPExpandABAPCRMPI/POAPOCrystal ReportsPPBeginnersFICOSDBasisHANASAPUI5BODSHRSecurity TutorialBI/BWMMSolution ManagerBPCQMSuccessfactorsCOPayrollSAP CoursesWebExpandApacheJavaPHPSQL ServerAngularJSJSPPL/SQLUMLASP.NETKotlinPostgreSQLVB.NETCLinuxPythonVBScriptC#MariaDBReactJSWeb ServicesC++MS AccessRuby & RailsWPFCodeIgniterMySQLScalaSQLiteDBMSNode.jsSQLPerlJavaScriptMust LearnExpandAccountingEmbedded SystemsOperating SystemAlgorithmsEthical HackingPMPAndroidExcel TutorialPhotoshopBlockchainGo ProgrammingProject ManagementBusiness AnalystIoTReviewsBuild WebsiteITILSalesforceCloud ComputingJenkinsSEOCOBOLMISSoftware EngineeringCompiler DesignMovieVBACoursesNetworkingVPNBig DataExpandAWSHivePower BIBig DataInformaticaQlikviewCassandraMicroStrategyTableauCognosMongoDBTalendData WarehousingNiFiZooKeeperDevOpsOBIEEPentahoHBaseLive ProjectExpandLive Agile TestingLive Selenium ProjectLive HP ALMLive Selenium 2Live Java ProjectLive Security TestingLive Mobile TestingLive Testing ProjectLive Payment GatewayLive Testing 2Live PHP ProjectLive TelecomLive Projects HubLive UFT/QTP TestingLive Python ProjectLive SEO ProjectAIExpandArtificial IntelligencePyTorchData ScienceR ProgrammingKerasTensorFlowNLTKSearchToggle Menu25 BEST Data Mining Tools & Software (FREE) 2023ByDavid TaylorHoursUpdatedJanuary 31, 2023@media(min-width: 520px).responsive-guru99-mobile1 float:left;min-height: 280px; @media(max-width: 519px).responsive-guru99-mobile1 min-height: 280px !important; @media(max-width: 499px).responsive-guru99-mobile1display: none !important;@media(max-width: 499px).responsive-guru99-mobile12 margin-right:6px;width:345px;min-height:100px; googletag.cmd.push(function() googletag.display('div-gpt-ad-1565016699961-0'); if (typeof(pubwise) != 'undefined' && pubwise.enabled === true) pbjs.que.push(function () pwRegisterLazyLoad(gptadslots['div-gpt-ad-1565016699961-0'], 1, [50,0,50,0], 0, 768, 2); ); else googletag.pubads().refresh([gptadslots['div-gpt-ad-1565016699961-0']]); ); googletag.cmd.push(function() googletag.display('div-gpt-ad-1565016699961-1'); if (typeof(pubwise) != 'undefined' && pubwise.enabled === true) pbjs.que.push(function () pwRegisterLazyLoad(gptadslots['div-gpt-ad-1565016699961-1'], 1, [50,0,50,0], 0, 768, 2); ); else googletag.pubads().refresh([gptadslots['div-gpt-ad-1565016699961-1']]); ); Data mining is looking for hidden, valid, and all the possible useful patterns in large size data sets. Data Mining is a technique which helps you to discover unsuspected/undiscovered relationships amongst the data for business gains. 2ff7e9595c
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