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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115057	ENR	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126457	ENR	David Pteerson	1982-03-16	UHC-64170-21	3687919880	1308 Apache Blvd, Atlanta, GA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418825	CLM	Carlos Young	1958-03-14	—	7564710943	8579 Spring St, Tampa, FL, 33678	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114963	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114964	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421198	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28881	PRV	Sofia Y Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-121140	ENR	Deborah Morales	1968-08-17	UHC-91939-51	5815369177	9045 Ridge Rd, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60100	TPA	Soto Arthur	1963-03-10	—	—	487 Maple Ave, Austin, TX, 78796	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139891	ENR	Doris E Jackson	1989-08-14	UHC-01934-16	6426414493	2996 Mountain View Dr, Sacramento, CA, 95897	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113541	ENR	Santiago Ortega	1951-03-09	UHC-77303-84	7813300830	4015 Cedar Ln, Tampa, FL, 33676	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-415362	CLM	Ruth West	1976-01-09	UHC-47531-91	—	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57203	TPA	Rebeca Armstrong	1941-01-17	UHC-21586-51	6088433273	4269 Jefferson Ave, San Diego, CA, 92152	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110509	ENR	Priya Nelson	1961-02-03	UHC-65947-09	7128746994	9565 Ridge Rd, Seattle, WA, 98154	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401498	CLM	Judith Arnold	1968-02-05	UHC-64428-98	2258522295	5198 Church St, Dallas, TX, 75262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119346	ENR	Santiago Tran	1948-11-04	UHC-92618-69	—	2331 Cedar Ln, Fresno, CA, 93757	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-405902	CLM	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403388	CLM	Joseph Martin	1948-01-18	UHC-05158-85	5115572616	4130 Washington St, Gilbert, AZ, 85285	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402251	CLM	Nancy Bennett	1940-03-16	—	—	7655 Bayshore Dr, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-21975	PRV	Barbara U Warren	1979-06-15	—	4519681684	9804 Ocean Ave # 139, Austin, TX, 78763	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106390	ENR	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	7942 Maple Ave Apt 23, Austin, TX, 78721	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
TPA-50122	TPA	Santiago Valdez	2000-02-24	UHC-41588-95	—	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108909	ENR	Doris Simmons	1952-07-04	UHC-64986-08	7423385337	3635 Mountain View Dr, Scottsdale, AZ, 85252	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-118789	ENR	Kevin K Robertson	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct # 205, Eden Prairie, MN, 55337	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108148	ENR	Andrew Y Vazquez	2005-02-10	UHC-77055-30	9878165635	3130 Baseline Rd, Jacksonville, FL, 32213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117204	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117205	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28552	PRV	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62641	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave Apt 18, Plano, TX, 75011	0.62	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60818	TPA	Alex V Silva	1984-08-10	—	3258510146	5783 Pine Dr, Phoenix, AZ, 85008	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125422	ENR	Dorothy R Soto	1962-07-04	UHC-69938-65	9598416482	5349 Highland Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142982	ENR	Dorohy Harper	2001-04-01	UHC-09089-86	2576364916	6132 Forest Ave, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61697	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-61698	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
CLM-412596	CLM	Kathy Brown	1994-08-14	—	—	3092 Sage Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404550	CLM	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ, 85772	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21086	PRV	Gerald B Harris	2001-11-10	UHC-76132-83	—	2875 Mountain View Dr, Dallas, TX, 75275	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120399	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	—	9836 Canyon Rd, Chandler, AZ, 85249	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104694	ENR	Bell U Benjamin	1987-05-19	UHC-88671-74	4879437971	8479 Camelback Rd, Minneapolis, MN, 55428	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102621	ENR	Arthur J Garrett	1965-11-27	UHC-35004-63	4847752631	5313 Sunset Blvd # 298, Charlotte, NC, 28207	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407826	CLM	Christopher Rojas	1949-11-02	UHC-25497-48	—	3036 Spring St, Denver, CO, 80242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402450	CLM	Beverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave, San Diego, CA, 92180	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27195	PRV	Ralph A Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410434	CLM	Emma Hawkins	1947-08-08	—	—	1302 Ocean Ave, Nashville, TN, 37263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426232	CLM	Russell J Holmes	1969-07-10	—	—	6297 Sage Ct, Atlanta, GA, 30312	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105593	ENR	James Cunningham	—	UHC-68874-94	—	7014 Desert Sky Blvd, Denver, CO, 80253	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
TPA-52695	TPA	Julie Vasquez	1970-04-09	UHC-46484-67	—	3365 Willow Ct, Sacramento, CA, 95816	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426970	CLM	Wei K Ruiz	1962-05-15	UHC-43378-20	4914342973	4731 Canyon Rd, Sacramento, CA, 95879	0.62	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426647	CLM	Lori Lucas	1987-09-03	UHC-85098-51	—	699 Spring St, Los Angeles, CA, 90097	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

4,010 rows, page 18 of 81Previous Next