© 2020 JETIR March 2020, Volume 7, Issue 3 ... · I.INTRODUCTION Data integration is the combination of technical and business processes used to combine data from disparate sources

© 2020 JETIR March 2020, Volume 7, Issue 3 www.jetir.org (ISSN-2349-5162)

JETIR2003289 Journal of Emerging Technologies and Innovative Research (JETIR) www.jetir.org 2043

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

http://www.jetir.org/



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




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+




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 7665+

96 B N Rathi Securities 7605+

97 Arham Share Consultants 7556+

98 Astha Credit & Securities (P) 7524+




99 Inventure Growth & Securities 7482+

100 Joindre Capital Services 7238+

101 Guiness Securities 6965+

102 Safal Capital (India) 6915+

103 Intime Equities 6906+

104 Indira Securities 6873+

105 Sunidhi Securities & Finance 6700+

106 Standard Chartered Securities (India) 6533+

107 Cholamandalam Securities 6289+

108 Zebu Share And Wealth Managements 6151+

109 Ifci Financial Services 6114+

110 Lakshmishree Investment & Securities 6052+

111 Coimbatore Capital 5926+

112 Patel Wealth Advisors 5872+

113 Alice Blue Financial Services 5776+

114 R Wadiwala Securities 5750+

115 Acumen Capital Market (India) 5649+

116 Celebrus Capital 5508+

117 Hedge Equities 5429+

118 Pace Stock Broking Services 5251+

119 Systematix Shares & Stocks (India) 5021+

120 Tradejini Financial Services 4947+

121 India Advantage Securities 4900+

122 Marfatia Stock Broking 4893+

123 Ashlar Securities 4888+

124 Indus Portfolio (P) 4781+

125 Fortune Capital Services 4725+

126 Consortium Securities 4566+

127 Fyers Securities 4343+

128 Gcl Securities 4155+

129 Basan Equity Broking 3874+

130 Manubhai Mangaldas Securities 3852+

131 Zuari Finserv 3847+

132 Peerless Securities 3694+

133 Vertex Securities 3667+

134 A C Agarwal Share Brokers 3573+

135 Exclusive Securities 3568+

136 Prabhat Financial Services 3567+

137 Finvasia Securities 3255+

138 Ganpati Securities 3223+

139 Stewart & Mackertich Wealth Management 3182+

140 Satco Capital Markets 3157+

141 Quantum Global Securities 3136+

142 Kaynet Finance 3041+

143 Frr Shares And Securities 3020+

144 Sunlight Broking Llp 2755+

145 Integrated Master Securities 2646+

146 A . G. Shares & Securities 2577+

147 Hse Securities 2512+

148 Kantilal Chhaganlal Securities 2510+

149 Ng Rathi Investrades d 2459+




150 Almondz Global Securities 2372+

151 Abhipra Capital 2310+

152 Bhumika Consultancy (P) 2310+

153 Kalpataru Multiplier 2288+

154 Vck Share & Stock Broking Services 2271+

155 Multiplex Capital 2206+

156 Competent Finman 2194+

157 Aasmaa Securities 2186+

158 C.D. Equisearch 2178+

159 Sumpoorna Portfolio 2174+

160 Comfort Securities 2172+

161 Ambalal Shares & Stocks 2075+

162 Raghunandan Capital 2025+

163 Just Trade Securities 2017+

164 Ats Share Brokers 1985+

165 Modex International Securities 1922+

166 Fair Intermediate Investments 1860+

167 Findoc Investmart 1819+

168 Cil Securities 1811+

169 Escorts Securities 1679+

170 Iifl Wealth Management 1566+

171 Farsight Securities 1527+

172 Gogia Capital Services 1501+

173 Artha Vrddhi Securities 1496+

174 Composite Investments 1485+

175 Maheshwari Technical & Financial Services 1280+

176 Grovalue Securities 1265+

177 Fast Capital Markets 1235+

178 Anvil Share & Stock Broking 1229+

179 Arch Finance 1229+

180 Achiievers Equities 1217+

181 Narayan Securities 1197+

182 R.K. Stockholding (P) 1125+

183 Karuna Financial Services 1115+

184 Wealth Discovery Securities 1084+

185 C. M. Goenka Stock Brokers 1076+

186 Ski Capital Services 1075+

187 Skung Tradelink 1048+

188 Unlock Wealth Securities 1007+

189 J M Global Equities 977+

190 Lfs Broking 973+

191 Khandwala Securities 930+

192 Saaketa Consultants 923+

193 Berkeley Securities 897+

194 Sunness Capital India 872+

195 Bezel Stock Brokers 869+

196 Mandot Securities 860+

197 Vachana Investments 853+

198 Sri Shirdi Capital Services 813+

199 Greenbucks Securities 775+

200 Veracity Financial Services 748+




201 Edelweiss Securities 719+

202 Maxgrowth Capital 707+

203 Wellindia Securities 686+

204 Ksbl Securities 649+

205 Achintya Securities 614+

206 Interactive Brokers (India) 597+

207 Dhwaja Shares & Securities 522+

208 Quantum Securities 502+

209 J G Shah Financial Consultants 470+

210 Shreni Shares 453+

211 Action Financial Services (India) 451+

212 Rr Equity Brokers 434+

213 Sanchit Financial & Management Services 382+

214 Indian Finance Guaranty 365+

215 Indo Jatalia Securities 327+

216 Omkam Capital Markets 317+

217 Pantomath Stock Brokers 304+

218 First Global Stockbroking 273+

219 Moneylicious Securities 256+

220 Allied Financial Services 247+

221 United Credit Securities 219+

222 Capital Wizard Stock Broking 217+

223 Amrapali Capital And Finance Services 194+

224 Astitva Capital Market 171+

225 4A Securities 134+

226 Ishta Securities 119+

227 Arj Securities 113+

228 Sunglow Capital Services 104+

229 Burgeon Securities 88+

230 Nirmal Bang Equities 79+

231 Krisha Incap Services 70+

232 Rtg Share Broking 69+

233 A. S. Stock Broking And Management 62+

234 Pug Securities 54+

235 Destiny Securities 48+

236 Nkb Securities 48+

237 Smvd Securities 44+

238 Basant Securities 29+

239 Bajaj Share & Stock Brokers 29+

240 A.N. Securities 25+

241 Goldstreet Securities 20+

242 Good Fortune Capitals 17+

243 Angel Securities 9+

244 Rkg Share Brokers 6+

245 Zerodha Securities 4+

246 ICICI Bank 4+

247 Fortune Capital Services 2+

248 Union Bank Of India 1+

249 Amu Shares & Securities 1+

250 ICICI Securities Primary Dealership 1+

251 Advent Stock Broking 1+




C. The list of NCDEX/CMX- Frequent Direct Commodity Traders website in India(approximated sample only)

[1] www.sharekhan.com

[2] www.indiainfoline.com

[3] www.commodityonline.com

[4] www.angelcommodities.com

[5] www.rathionline.com/

[6] www.geojitcomtrade.com/

[7] www.kediacommodity.com

[8] www.kotakcommodities.com

[9] www.edelweiss.in

[10] www.religarecommodities.com

[11] www.smctradeonline.com

[12] www.rkglobal.net/

[13] www.unicon.in

[14] www.commohifi.com/

[15] www.inditrade.com/

[16] www.indovisiongroup.in

[17] www.fairwealth.in/

[18] www.monarchproject.com/

[19] www.geplcapital.com/

[20] www.berkeleygains.com

[21] www.zerodha.com

[22] www.bezel.com

For data field Preprocessing :

Query: SELECT NAME FROM INDIAMARKETS WHERE ACTIVEPRIORITY BETWEEN 1 AND 4.

The familiar stock markets which are highly active and feasible to PAN India network are,

1.BSE

2.NSE

3.NCDEX

4.CMX

For data value Preprocessing :

Query: SELECT BROKERNAME,COUNT FROM INDIAMARKETBROKERS HAVING COUNT(CLIENT)>4900

The active brokers with top ranking in client count based(nearly 5000) performance availability are in table-2,

Table-2:Client Count based 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+

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 Limtied 7923+

94 Jk Securities 7775+

95 Gepl Capital 7665+

96 B N Rathi Securities 7605+

97 Arham Share Consultants 7556+

98 Astha Credit & Securities (P) 7524+

99 Inventure Growth & Securities 7482+

100 Joindre Capital Services 7238+

101 Guiness Securities 6965+

102 Safal Capital (India) 6915+

103 Intime Equities 6906+

104 Indira Securities 6873+

105 Sunidhi Securities & Finance 6700+

106 Standard Chartered Securities (India) 6533+

107 Cholamandalam Securities 6289+

108 Zebu Share And Wealth Managements 6151+

109 Ifci Financial Services 6114+

110 Lakshmishree Investment & Securities 6052+

111 Coimbatore Capital 5926+

112 Patel Wealth Advisors 5872+

113 Alice Blue Financial Services 5776+

114 R Wadiwala Securities 5750+

115 Acumen Capital Market (India) 5649+

116 Celebrus Capital 5508+

117 Hedge Equities 5429+

118 Pace Stock Broking Services 5251+

119 Systematix Shares & Stocks (India) 5021+

120 Tradejini Financial Services 4947+




For Integrated data Contingency :

Now the integration of these 3 interrelated datasets based on the commodity trading facility providing stockbroker based on top customer

rating Broker with more number of clients in NSE,BSE,NCDEX and CMX markets alone in India represents the valuable resultant

query. The resultant query produced the optimality in integration of 3 datasets for a common trading purpose for the customer to save

time and money.

Query: SELECT INDIMARKETBROKERS.BROKERNAME as BROKER_NAME FROM INDIMARKETBROKERS,NCCMXBROKER WHERE

INDIMARKETBROKERS.BROKERNAME = NCCMXBROKER.BROKERNAME AND CLIENTCOUNT > 4900 INNERJOIN BROKERNAME ON

INDIAMARKETS.BROKERNAME= INDIMARKETBROKERS.BROKERNAME;

The results are as follows,

[1] www.sharekhan.com

[2] www.indiainfoline.com

[3] www.angelcommodities.com

[4] www.geojitcomtrade.com/

[5] www.kotakcommodities.com

[6] www.edelweiss.in

[7] www.religarecommodities.com

[8] www.inditrade.com/

[9] www.fairwealth.in/

[10] www.zerodha.com

IV.RESULTS AND DISCUSSION:

The Data field preprocessing provides the good results by removing the unfamiliar Indian Markets from the available datasets. The

process of eliminating the non frequent markets improves the access feasibility of Indian stock market study in a convenient way, the

following results yield the betterment of results after Data field preprocessing.

Table-3:Data Field Preprocessing Results

Data Field Preprocessing No of Markets Required Efficiency

Earlier State 9 100%

Preprocessed State 4 44%

The following graph shows the data field preprocessing results which reduces the data magnitude for energy efficiency as follows,

Fig-3: Data Field Preprocessing Results

The Data value preprocessing provide the better results by reducing the minimal client accessing platform brokers in Indian Stock

Markets from the available datasets. The process of reducing the minimal client market brokers improves the query based qualitative

assessment foe studying the large transactions and frequent trade communicating markets along with the familiar mode of equity or

commodity transfers for further research, the following results yield the compact results after Data value preprocessing.

Table-4:Data Value Preprocessing Results

Data Value Preprocessing No of Market Brokers Required Efficiency


Preprocessed State 120 48%




The following graph shows the data value preprocessing results which reduces the data magnitude for energy efficiency as follows,

Fig-4: Data Value Preprocessing Results

The data integration based on the commodity trading facility providing stockbroker based on top customer rating Broker with more

number of clients in NSE,BSE,NCDEX and CMX markets alone in India. The following results yield the optimal results after Data

Integration contingency is as follows,

Table-5:Heuristic Data Integration Contingency Results

Data Integration No of Market Brokers Required Efficiency


After contingency and preprocessing based

Data Integration

10 45%

The following graph shows the heuristic data integration contingency results which yields the optimal integrated results as follows,

Fig-5: Heuristic Data Integration Contingency Results

V.CONCLUSION:

Web data integration is an important aspect in our daily life in order to save time and space for easier web data accessing, processing and

analyzing. This paper deals with Data field preprocessing ,data value preprocessing and data integration based on customized query for

easier way of data retrieval as a whole entity. In data field pre processing the frequent usage and vast availability are taken into

consideration for compacting the datasets. In data value preprocessing the number of users accessing the entities is taken into

consideration based on the priority given to the more number of customers accessing the market. In data integration the customized

query initiated from user request conversion are optimized for the expected results in efficient manner which acts as the separate entity.

Our proposed methodology yields 56% improvement in data field preprocessing, along with the 52% improvements in the data value

preprocessing followed by the 55% efficiency improvement i the data integration contingency results. In near future we will implement

the Fuzzy based Data association for huge website data integration schema approaches.




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Documents

© 2020 JETIR March 2020, Volume 7, Issue 3 ... · I.INTRODUCTION Data integration is the combination of technical and business processes used to combine data from disparate sources