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Productive Data Integration in Web Data Mining Using Contingency Approach © 2020 JETIR March 2020, Volume 7, Issue 3 www.jetir.org (ISSN-2349-5162) Productive Data integration in Web Data Mining Using Contingency Approach Velanganni.A 1 and S.P.Victor 2 1Research Scholar, Manonmaniam Sundaranar University, Tirunelveli, 2Associate Professor, Department of Computer Science, St.Xaviers College, Tirunelveli. Abstract We are living in the extended digital era in which the digital data is emphasized with heavy impact on every component in our activities. Each activity or event has its own set of data stored, accessed and manipulated in the web servers, the process of accessing the web data is slowly categorized itself into several entities. Different servers hold its own way of storing information's the users who require the flexibility in accessing the individual server is easy but the way of getting an integrated data from multiple servers are difficult due to its heterogeneous nature of different formats ,type, patterns, techniques and accessibility features. Web data integration is an important role in our modern digital era for its time and space complexity effectiveness. The process of integrating web data is a complex process due to its variety, value and velocity which extends the tediousness in productive or qualitative data integration based on user requirement is essential for effective web data accessibility and usage. This paper deals with the productive web data integration using contingency approach for effective web data integration. In near future we will implement the advanced neural network based web data integrity for optimal productive data integration in web data mining. Keywords: web mining, data integration, productivity, contingency, optimality. I.INTRODUCTION Data integration is the combination of technical and business processes used to combine data from disparate sources into meaningful and valuable information [1]. A complete data integration solution delivers trusted data from various sources [2].The data integration allows us to transform data in any style and deliver it to any system, supporting faster time to value and reduced IT risk. The integrated data delivers a wide range of data quality capabilities from data profiling, standardization, matching and enrichment to active data-quality monitoring [3].Data integration is a process where data from many sources goes to a single centralized location, which is often a data warehouse [5].The end location needs to be flexible enough to handle lots of different kinds of data at potentially large volumes. Data integration is deal for powering analytical use cases [7]. Data integration example Some of the examples of data integration entities are as follows, Face book Ads and Google Ads in order to acquire new users Google Analytics to track events on its website and in its mobile app Mysql database to store user information and image metadata (e.g. hot dog or not hot dog) Market to send marketing email and nurture leads Zen desk to perform customer support Net suite for accounting and financial tracking.[4] Data integration can be used in any and all industries. The rewards gained from unifying data into a single data source can and will help you access untapped information from within your datasets [9].Whether a government department looking to eliminate data silos between departments or an organization looking to merge databases between partners, data integration can play an essential role in mitigating tedious data manipulation methods [6].Data is worth nothing if it just sits there. Across all industries, data must be made accessible to those who need it before its full potential can be achieved. Integrating data can help organization leverage information that would otherwise still be hidden. Doing so can help increase communication between departments, provide better customer service, streamline operations, improve decision making, and overall increase productivity[8].Fig-1 shows the Data integration features for the basic conceptual understanding. Fig-1: Data Integrity Features II.PROPOSED METHODOLOGY The proposed methodology represented in figure-2 focuses on the web data integrity schema for heterogeneous web data resources with the feature of data field preprocessing and data value preprocessing in web database functional facility. This proposed integrity schema JETIR2003289 Journal of Emerging Technologies and Innovative Research (JETIR) www.jetir.org 2043 © 2020 JETIR March 2020, Volume 7, Issue 3 www.jetir.org (ISSN-2349-5162) is equipped with contingency of integrated data retrieving capabilities such that the final results yield the complete productive integration for the entire web data. Fig 2: Proposed Contingency approach for productive data integration in Web mining The contingency approach focuses on the grouping of data based on categorization and selection of fields and value based in the policy or strategy on information retrieval or query processing system for further processing in data integration. The final integrated data is highly valid because of its effective preprocessing and arrangement of data based on requirement order which saves time and space. III. IMPLEMENTATION Consider the web data resources as follows, A. Operating Stock exchanges in India (as per sebi and information from Wiki) Bombay Stock Exchange (BSE) in Mumbai, one of the two principal large stock exchanges of India National Stock Exchange of India (NSE) in Mumbai, one of the two principal large stock exchanges of India Calcutta Stock Exchange in Kolkata, a smaller stock exchange India International Exchange (India INX) in GIFT City Indian Commodity Exchange (ICEX) in Airoli, Navi Mumbai Metropolitan Stock Exchange of India Ltd. (MSE) in Mumbai Multi Commodity Exchange of India Ltd. (MCX) in Mumbai National Commodity & Derivatives Exchange Ltd. (NCDEX) in Mumbai NSE IFSC Ltd. (NSE International Exchange) in Gandhinagar JETIR2003289 Journal of Emerging Technologies and Innovative Research (JETIR) www.jetir.org 2044 © 2020 JETIR March 2020, Volume 7, Issue 3 www.jetir.org (ISSN-2349-5162) B. Stock brokers list of India by bestbrokerindia.com [10] with approximated active clients till 2019(It's a sample temporary reference data for active clients count but it will vary according to time and feasibility) are in table-1. Table-1: Indian Stock Brokers approximated List Sl.No Stock Broker Name Active Clients 1 Zerodha 868360+ 2 ICICI Direct 830368+ 3 HDFC Securities 669931+ 4 Share khan 528983+ 5 Kotak Securities 424024+ 6 Axis Direct 416775+ 7 Angel Broking 413156+ 8 Motilal Oswal 322042+ 9 Karvy Online 269327+ 10 India Info line(IIFL) 224111+ 11 SBI Capital 208625+ 12 Geojit Financial 167222+ 13 Religare Online 163500+ 14 Reliance Securities 122385+ 15 Edelweiss Broking 120327+ 16 Smc Global Securities 107917+ 17 Nirmal Bang Securities 96554+ 18 5Paisa Capital 95907+ 19 Marwadi Shares And Finance 90442+ 20 Rksv Securities India 87647+ 21 Ventura Securities 79030+ 22 Anand Rathi Share And Stock Brokers 75930+ 23 Tradebulls Securities (P) 73619+ 24 Jainam Share Consultants 54400+ 25 Monarch Networth Capital 49683+ 26 India bulls Ventures 46317+ 27 Master Capital Services 42589+ 28 Aditya Birla Money 41801+ 29 Samco Securities 38578+ 30 Idbi Capital Markets & Securities 38482+ 31 Bonanza Portfolio 38176+ 32 Integrated Enterprises (India) 37701+ 33 Jm Financial Services 37584+ 34 Sushil Financial Services 36355+ 35 Jhaveri Securities 36236+ 36 Shri Parasram Holdings 32968+ 37 Arihant Capital Markets 32010+ 38 Lkp Securities 28921+ 39 Shriram Insight Share Brokers 28120+ 40 Swastika Investmart 26970+ 41 Way2Wealth Brokers 26888+ 42 Suresh Rathi Securities 26265+ 43 Globe Capital Market 25192+ 44 Bma Wealth Creators 25031+ 45 Kifs Trade Capital 23332+ 46 Shcil Services 23134+ 47 Asit C Mehta Investment Interrmediates 22243+ JETIR2003289 Journal of Emerging Technologies and Innovative Research (JETIR) www.jetir.org 2045 © 2020 JETIR March 2020, Volume 7, Issue 3 www.jetir.org (ISSN-2349-5162) 48 Eureka Stock & Share Broking Services 22133+ 49 Vns Finance & Capital Services 21880+ 50 Choice Equity Broking 21262+ 51 Prabhudas Lilladher 20421+ 52 Ase Capital Markets 19263+ 53 Prudent Broking Services 19066+ 54 Alankit Assignments 17538+ 55 Emkay Global Financial Services 15964+ 56 Arcadia Share & Stock Brokers 15823+ 57 Goldmine Stocks 15789+ 58 Ashika Stock Broking 15356+ 59 Nj India Invest 15236+ 60 Indianivesh Securities 14980+ 61 Zen Securities 14490+ 62 Ise Securities & Services 13588+ 63 Phillipcapital (India) 12840+ 64 Narnolia Financial Advisors 12775+ 65 South Asian Stocks 12578+ 66 Ss Corporate Securities 12513+ 67 Bansal Finstock 12511+ 68 Inditrade Capital 12230+ 69 Pravin Ratilal Share And Stock Brokers 12055+ 70 Ratnakar Securities 12016+ 71 Profitmart Securities 11958+ 72 Fairwealth Securities 11786+ 73 Trustline Securities 11736+ 74 Bgse Financials 11431+ 75 Dealmoney Securities 11161+ 76 Yes Securities (India) 10947+ 77 Pcs Securities 10566+ 78 Adroit Financial Services 10289+ 79 Kunvarji Finstock 10077+ 80 Nine Star Broking 9709+ 81 Canara Bank Securities 9584+ 82 Bp Equities 9360+ 83 Navia Markets 9015+ 84 Goodwill Wealth Management 8943+ 85 Shree Bahubali International 8926+ 86 R K Global Shares & Securities 8912+ 87 Maverick Share Brokers 8603+ 88 Anugrah Stock & Broking 8430+ 89 Mangal Keshav Financial Services Llp 8317+ 90 Dbfs Securities 8250+ 91 Vrise Securities 8060+ 92 Bhansali Value Creations 7966+ 93 Kisan Ratilal Choksey Shares And Securities Limited 7923+ 94 Jk Securities 7775+ 95 Gepl Capital
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