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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-424489	CLM	Eugene Aguilar	1957-12-24	—	—	869 Lincoln Way, Orlando, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-428438	CLM	Tyler X Meyer	1964-04-20	UHC-06884-65	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-64005	TPA	Mari Tran	1982-06-18	UHC-00957-09	—	5726 Park Pl, Phoenix, AZ, 85061	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-405081	CLM	Sofia Fuller	1956-08-14	—	—	9744 Cedar Ln # 821, Tucson, AZ, 85784	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
TPA-58566	TPA	Jerry Lane	1949-10-23	—	—	2060 Ocean Ave, Orlando, FL, 32820	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
TPA-63875	TPA	Priya Santos	1994-05-09	—	—	686 Canyon Rd, Tampa, FL, 33615	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402754	CLM	Lawrence Bakns	2004-04-05	UHC-87347-98	—	6645 Ocean Ave, Orlando, FL, 32824	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-135249	ENR	Jordan Ferguson	1942-06-09	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-121958	ENR	Jonathan M Dunnn	1942-10-25	UHC-19168-37	3582511527	7019 Union St, Jacksonville, FL, 32255	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-118526	ENR	Andrea Z Hunt	1980-01-21	UHC-49474-85	7233311893	354 Lincoln Way, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-131086	ENR	Ronald C Lee	1992-01-02	UHC-60511-78	4692263918	4093 Ocean Ave, San Antonio, TX, 78206	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-129527	ENR	Lori Wang	1973-04-24	UHC-32944-06	2679288761	3476 Park Pl Apt 30, Nashville, TN, 37295	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-112949	ENR	Ruth O Cole	1966-12-16	UHC-17849-48	6157496335	2598 Broadway, Jacksonville, FL, 32232	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421365	CLM	Lori Santiago	1993-02-12	UHC-83318-54	4878488971	3583 Hillcrest Rd, Tempe, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-103388	ENR	Kelly Lawson	1976-01-10	UHC-63912-15	8888384992	2654 Sunset Blvd, Miami, FL, 33192	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-415477	CLM	Jeffrey Gardner	1959-02-16	UHC-08046-17	—	9517 Highland Ave, Tampa, FL, 33671	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-431169	CLM	Theresa Bradley	1954-11-05	—	—	8604 Forest Ave, Sacramento, CA, 95810	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-430214	CLM	Austin Millar	2000-11-16	UHC-05857-13	—	1627 Church St, Minneapolis, MN, 55476	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-126916	ENR	Robert G Knight	2008-07-21	UHC-16048-80	4059524641	2299 Lincoln Way, Miami, FL, 33146	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-427160	CLM	Sue Owens	1941-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-111197	ENR	Philip U Carlson	1949-02-09	UHC-39625-55	4673875117	7382 Highland Ave, Tempe, AZ, 85258	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-423391	CLM	Hiroshi Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408961	CLM	Priya Carr	1970-04-24	UHC-13946-61	—	5301 Church St, Plano, TX, 75093	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408960	CLM	Priya Carr	1970-04-24	UHC-13946-61	—	5301 Church St, Plano, TX, 75093	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57824	TPA	Robert Palmer	1977-11-13	—	8903221400	5226 Forest Ave # 180, Tucson, AZ, 85735	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-119502	ENR	Ronald X Reid	1978-09-11	UHC-15374-37	8807949813	3966 Mountain View Dr, Austin, TX, 78799	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
TPA-51861	TPA	Virginia Lopez	1984-07-02	—	—	9805 Maple Ave, Charlotte, NC, 28277	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-134766	ENR	Tyler O Reyes	1978-09-23	UHC-36619-57	4789038854	4440 Maple Ave, Orlando, FL, 32849	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
CLM-415383	CLM	Santiago Tayllor	2007-08-18	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-53565	TPA	Judith Peters	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-415914	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-403036	CLM	Patricia Ray	1993-04-14	—	—	7829 Jefferson Ave, Phoenix, AZ, 85020	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-141436	ENR	Margaret Ortiz	1991-11-07	UHC-72001-53	4307127063	3380 Mesa Dr, Houston, TX, 77053	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-401354	CLM	Jean Lucas	1940-03-20	UHC-13467-31	2322739061	4579 Union St, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-402562	CLM	Melissa Black	1988-07-05	—	8829433229	2435 Meadow Ln Apt 16, Eden Prairie, MN, 55353	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
ENR-138409	ENR	Kayla B Dominguez	2005-12-04	UHC-24025-42	7923689334	9187 Hillcrest Rd, Mesa, AZ, 85231	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-126991	ENR	Mariana Z Cooper	1991-01-18	UHC-00105-56	4358986576	3910 Willow Ct, Seattle, WA, 98127	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-54151	TPA	Jacob R Aguilar	—	UHC-45993-82	3825439235	8043 Palm Dr, Tampa, FL, 33622	0.68	Name split from “Last, First”Date of birth missing Phone reformatted Placeholder values cleared
CLM-402750	CLM	Patrick Martin	1999-03-11	—	8724437999	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-403595	CLM	Isabella Griffin	1958-12-20	UHC-44529-74	—	8641 Main St, Houston, TX, 77018	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414618	CLM	Cynthia Y Chavez	2008-06-17	—	—	4829 Willow Ct, Mesa, AZ, 85299	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-121972	ENR	Juan T Richards	1968-07-12	UHC-31607-39	—	5895 Church St, Glendale, AZ, 85384	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57404	TPA	Daniel P Patel	1995-10-17	—	—	8966 Sunset Blvd, Las Vegas, NV, 89196	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62472	TPA	Roy Vargas	1985-08-04	—	5765607975	4832 Canyon Rd, Los Angeles, CA, 90037	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-116105	ENR	Ahmed Matthews	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL, 33649	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-413605	CLM	Kevin S Price	1988-06-23	—	5727758697	8595 Broadway, Austin, TX, 78786	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-106565	ENR	Diego O Turner	1949-06-20	UHC-55844-12	5127468412	6968 Harbor Blvd, Dallas, TX, 75279	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-137963	ENR	Carol B Chen	1939-05-17	UHC-82948-63	7937736343	5135 Maple Ave, Seattle, WA, 98168	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-51546	TPA	Teresa Wilson	1977-09-18	UHC-45385-63	—	456 Canyon Rd, Tucson, AZ, 85775	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Placeholder values cleared

9,980 rows, page 134 of 200Previous Next