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1

Ganti, Venkatesh, and Anish Das Sarma. Data Cleaning. Cham: Springer International Publishing, 2013. http://dx.doi.org/10.1007/978-3-031-01897-8.

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2

Exploratory data mining and data cleaning. Hoboken, NJ: John Wiley & Sons, 2004.

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3

Best practices in data cleaning. Thousand Oaks: SAGE, 2013.

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4

Institute, SAS, ed. Cody's data cleaning techniques using SAS. 2nd ed. Cary, NC: SAS Institute Inc., 2008.

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5

de Jonge, Edwin, and Mark van der Loo. Statistical Data Cleaning with Applications in R. Chichester, UK: John Wiley & Sons, Ltd, 2018. http://dx.doi.org/10.1002/9781118897126.

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6

Institute, SAS, ed. Cody's data cleaning techniques using SAS software. Cary, NC: SAS Institute Inc., 1999.

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7

Buttrey, Samuel. A Data Scientist's Guide to Acquiring, Cleaning and Managing Data in R. Chichester, UK: John Wiley & Sons Ltd, 2017. http://dx.doi.org/10.1002/9781119080053.

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8

United States. Environmental Protection Agency. Office of Water Regulations and Standards, ed. Preliminary data summary for the transportation equipment cleaning industry. Washington, D.C: Office of Water Regulations and Standards, Office of Water, U.S. Environmental Protection Agency, 1993.

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9

Gibbs, Roger. A review of the data available on cleaning services. [London?: Department of Trade and Industry?], 1987.

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10

Kimball, Ralph. The data warehouse ETL toolkit: Practical techniques for extracting, cleaning, conforming, and delivering data. Indianapolis, IN: Wiley, 2004.

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11

Waschbusch, Robert J. Data and methods of a 1999-2000 street sweeping study on an urban freeway in Milwaukee County, Wisconsin. Middleton, Wis: U.S. Dept. of the Interior, U.S. Geological Survey, 2003.

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12

H, Long Stephen, Marquis M. Susan, Robert Wood Johnson Foundation, and Rand Corporation, eds. Data cleaning procedures for the 1993 Robert Wood Johnson Foundation family health insurance survey. Santa Monica, CA: Rand, 1997.

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13

H, Long Stephen, Marquis M. Susan, Robert Wood Johnson Foundation, and Rand Corporation, eds. Data cleaning procedures for the 1993 Robert Wood Johnson Foundation employer health insurance survey. Santa Monica, CA: Rand, 1997.

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14

Cleaning up a computer mess: A guide to diagnosing and correcting computer problems. New York: Van Nostrand Reinhold, 1986.

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15

Pellegrin, Nathan, and Aeron Zentner. Cleansing Data. 2455 Teller Road, Thousand Oaks California 91320: SAGE Publications, Inc., 2021. http://dx.doi.org/10.4135/9781071868164.

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16

Müller, Heiko. Problems, methods, and challenges in comprehensive data cleansing. Berlin: Professoren des Inst. Für Informatik, 2005.

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17

Office, General Accounting. Hazardous waste: EPA's generation and management data need further improvement : report to the chairman, Subcommittee on Environment, Energy, and Natural Resources, Committee on Government Operations, House of Representatives. Washington, D.C: The Office, 1990.

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18

Office, General Accounting. Hazardous waste: Data management problems delay EPA's assessment of minimization efforts : report to the chairman, Subcommittee on Transportation and Hazardous Materials, Committee on Energy and Commerce, House of Representatives. Washington, D.C: GAO, 1991.

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19

Campesato, Oswald. Data Cleaning. Mercury Learning & Information, 2018.

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20

Data Cleaning. Association for Computing Machinery, 2019.

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21

Ilyas, Ihab F., and Xu Chu. Data Cleaning. Morgan & Claypool Publishers, 2019.

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22

Data Cleaning. Association for Computing Machinery, 2019.

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23

Das, Anish, and Venkatesh Ganti. Data Cleaning. Springer International Publishing AG, 2013.

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24

Mertz, David. Data Cleaning for Effective Data Science. Pearson Education, Limited, 2000.

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25

Dasu, Tamraparni, and Theodore Johnson. Exploratory Data Mining and Data Cleaning. Wiley & Sons, Incorporated, John, 2003.

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26

Johnson, Theodore, and Tamraparni Dasu. Exploratory Data Mining and Data Cleaning. Wiley-Interscience, 2003.

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27

Dasu, Tamraparni, and Theodore Johnson. Exploratory Data Mining and Data Cleaning. Wiley & Sons, Incorporated, John, 2007.

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28

Ganti, Venkatesh, and Anish Das Sarma. Data Cleaning: A Practical Perspective. Morgan & Claypool Publishers, 2013.

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29

Ganti, Venkatesh, and Anish Das Sarma. Data Cleaning: A Practical Perspective. Morgan & Claypool Publishers, 2013.

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30

Cody's Data Cleaning Techniques Using SAS. SAS Institute, 2015.

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31

Jonge, Edwin de, and Mark van der Loo. Statistical Data Cleaning with Applications in R. Wiley & Sons, Limited, John, 2018.

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32

Jonge, Edwin de, and Mark van der Loo. Statistical Data Cleaning with Applications in R. Wiley & Sons, Incorporated, John, 2018.

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33

Jonge, Edwin de, and Mark van der Loo. Statistical Data Cleaning with Applications in R. Wiley & Sons, Incorporated, John, 2018.

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34

Jonge, Edwin de, and Mark van der Loo. Statistical Data Cleaning with Applications in R. Wiley, 2018.

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35

Whitaker, Lyn R., and Samuel E. Buttrey. Data Scientist's Guide to Acquiring, Cleaning, and Managing Data in R. Wiley & Sons, Incorporated, John, 2017.

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36

Whitaker, Lyn R., and Samuel E. Buttrey. Data Scientist's Guide to Acquiring, Cleaning, and Managing Data in R. Wiley & Sons, Incorporated, John, 2017.

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37

Whitaker, Lyn R., and Samuel E. Buttrey. Data Scientist's Guide to Acquiring, Cleaning, and Managing Data in R. Wiley & Sons, Limited, John, 2017.

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38

Practical Data Cleaning: 19 Essential Tips to Scrub Your Dirty Data. Independently Published, 2019.

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39

Cody, Ron. Cody's Data Cleaning Techniques Using SAS, Third Edition. SAS Institute, 2019.

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40

Cody's Data Cleaning Techniques Using SAS, Third Edition. SAS Institute, 2017.

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41

Ilyas, Ihab F., and Xu Chu. Trends in Cleaning Relational Data: Consistency and Deduplication. Now Publishers, 2015.

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42

Publishing, Nifty Log Book. Cleaning Client Data Log Book: Customer Information Book to Keep Track Your Cleaning Client Data - Client Information Book for Cleaning Services Owner, Housekeeper, Removal Client. Independently Published, 2020.

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43

Buttrey, Samuel. A data scientist's guide to acquiring, cleaning, and managing data in R. 2018.

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44

Caserta, Joe, and Ralph Kimball. Data Warehouseetl Toolkit: Practical Techniques for Extracting, Cleaning, Conforming, and Delivering Data. Wiley & Sons, Incorporated, John, 2004.

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45

SQL for Data Science: Data Cleaning, Wrangling and Analytics with Relational Databases. Springer International Publishing AG, 2020.

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46

McCallum, Q. Ethan. Bad Data Handbook: Cleaning up the Data So You Can Get Back to Work. O'Reilly Media, Incorporated, 2012.

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47

Kimball, Ralph. Data Warehouse�ETL Toolkit: Practical Techniques for Extracting, Cleaning, Conforming, and Delivering Data. Wiley & Sons, Incorporated, John, 2007.

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48

McCallum, Q. Ethan. Bad Data Handbook: Cleaning up the Data So You Can Get Back to Work. O'Reilly Media, Incorporated, 2012.

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49

Kimball, Ralph. Data Warehouse ETL Toolkit: Practical Techniques for Extracting, Cleaning, Conforming, and Delivering Data. Wiley & Sons, Incorporated, John, 2011.

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50

Osborne, Jason W. Best Practices in Data Cleaning: Everything You Need to Do Before and after You Collect Your Data. Independently Published, 2013.

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