Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26983	PRV	Grace I Williiams	1977-04-18	—	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26411	PRV	Ntaalie Ward	1959-04-17	UHC-22202-45	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26586	PRV	Shirley Powel	1968-11-08	—	6714997328	7652 Ocean Ave, Seattle, WA, 98160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21093	PRV	Btty Y Willis	2006-05-12	—	9413319643	7434 Canyon Rd, Gilbert, AZ, 85267	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28439	PRV	Joyce Johnson	1994-08-04	UHC-57438-80	—	1785 Ridge Rd, Scottsdale, AZ, 85209	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21512	PRV	Ana Contreras	2003-05-17	—	6187624848	9416 Ridge Rd, Atlanta, GA, 30359	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29307	PRV	David Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV, 89153	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22024	PRV	Steve Meyer	1999-09-17	—	7189393961	226 Indian School Rd, Tucson, AZ, 85773	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21828	PRV	Bryan Valdez	1964-07-24	UHC-23489-04	3205360215	5054 Lake View Rd, Mesa, AZ, 85254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23156	PRV	Noah Sctot	1995-03-20	—	7635846302	8854 Mountain View Dr, San Diego, CA, 92129	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24696	PRV	Tyler X Snyder	1964-08-19	UHC-00613-40	7393587845	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26761	PRV	Cynthia Oretga	2002-07-08	UHC-54454-59	2574457724	3415 Canyon Rd, Nashville, TN, 37299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23624	PRV	Brandon White	2000-04-11	UHC-94755-46	—	1696 Apache Blvd, Las Vegas, NV, 89171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27856	PRV	Jordan Weaver	1947-11-19	UHC-41990-34	5623143035	4916 Sunset Blvd, Phoenix, AZ, 85065	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24650	PRV	John Porter	1993-06-22	—	7939670501	2936 Camelback Rd, San Diego, CA, 92107	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28834	PRV	Isabella Crawford	1950-05-23	UHC-64929-99	4734618525	4169 Willow Ct, San Diego, CA, 92146	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25921	PRV	Emma X Meyer	1950-04-22	UHC-01738-01	6689947215	4057 Main St, Tampa, FL, 33669	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-25674	PRV	Pat I Howard	—	UHC-28807-93	9308686400	7671 Sunset Blvd, Minneapolis, MN, 55499	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
PRV-26114	PRV	Madison Daniels	1946-07-06	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20766	PRV	Sean V Stevens	1989-01-21	—	9728432516	7458 Grand Ave, Chandler, AZ, 85227	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26055	PRV	Gloria Tran	1945-05-04	—	5176778499	403 Lake View Rd, Tampa, FL, 33674	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27593	PRV	Jesse Fields	1949-08-24	—	3619781581	2531 Mountain View Dr, Denver, CO, 80255	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20126	PRV	Charlotte X Nichols	1960-03-16	—	—	5200 Bayshore Dr, Tempe, AZ, 85259	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21172	PRV	Zachary Luna	1949-03-04	—	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20961	PRV	Jeremy Torres	1982-06-17	UHC-01486-09	—	8802 Jefferson Ave, Plano, TX, 75017	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23101	PRV	Ashley Hayes	1970-03-20	—	4842802916	2850 Valley View Dr, Chandler, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21412	PRV	Kathleen Wallace	2000-03-14	UHC-39042-54	—	6675 Harbor Blvd, Los Angeles, CA, 90015	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21413	PRV	Kathleen Wallace	2000-03-14	UHC-39042-54	—	6675 Harbor Blvd, Los Angeles, CA, 90015	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21063	PRV	Cheryl Colilns	1973-08-10	—	9049643456	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20986	PRV	Camila Olson	1938-06-17	—	7345417864	5990 Camelback Rd, Denver, CO, 80272	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-20526	PRV	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23861	PRV	Cynthia Ray	1944-07-28	—	9855465699	2807 Lake View Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-24861	PRV	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21053	PRV	Mei A Griffin	1958-01-25	—	—	7654 Mesa Dr, Sacramento, CA, 95860	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25039	PRV	Dan Jimenez	1959-01-18	UHC-38087-84	2503385724	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28983	PRV	Sarah Evans	2005-06-24	—	7863518033	834 Cedar Ln, Eden Prairie, MN, 55356	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26740	PRV	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-28420	PRV	Christina Dunn	1942-03-01	—	6476114354	6848 Market St, Atlanta, GA, 30334	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21637	PRV	Jessica Taylor	1951-02-22	—	3448900471	2381 Lincoln Way, Nashville, TN, 37246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24881	PRV	Judith Owens	1954-02-15	—	6107756168	1095 Willow Ct, Las Vegas, NV, 89164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21786	PRV	Luis I Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL, 32286	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21545	PRV	Adam Spencer	1959-01-01	—	2167382345	8509 Mesa Dr, Columbus, OH, 43280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27157	PRV	Martha Patterson	1991-05-22	—	—	7089 River Rd, Tempe, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28366	PRV	Julie Stephens	1955-03-26	UHC-55281-28	6747149796	7634 Washington St, Atlanta, GA, 30391	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28336	PRV	Russell Ford	1949-11-02	—	2576840382	5170 Apache Blvd, Jacksonville, FL, 32220	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22784	PRV	Elizabeth F Greene	1950-01-08	—	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24944	PRV	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave, Minneapolis, MN, 55475	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26383	PRV	Ahmde Alexander	1989-05-22	—	6583100140	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-22000	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23072	PRV	Eugene L Peterson	1942-11-20	—	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

3,816 rows, page 44 of 77Previous Next