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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57808	TPA	Eugene Graham	2004-10-26	UHC-44398-20	—	1088 Maple Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120305	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-103504	ENR	Ray C Smith	1940-04-03	UHC-53560-72	—	240 Spring St, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51241	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62770	TPA	Karen Morales	1943-05-21	—	—	6903 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111465	ENR	Gary K Stone	1958-03-14	UHC-84473-40	3732544516	9048 Church St, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51799	TPA	Emily Rojas	1973-08-11	—	4547015886	3655 Market St, Las Vegas, NV	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-100277	ENR	Danielle C Gordon	1993-10-25	UHC-68096-32	8766024887	1327 Hillcrest Rd, Austin, TX	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-117169	ENR	Gabriel D Evans	1957-11-25	UHC-09691-23	6278628703	3036 Apache Blvd, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101323	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120283	ENR	Philip E Marquez	1996-12-05	UHC-60620-95	4993872619	875 Broadway, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-122581	ENR	Thomas K Fields	1949-10-08	UHC-92660-62	8223916695	5303 Sunset Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64260	TPA	Jerry Weber	2007-02-02	—	—	1357 Union St, Eden Prairie, MN	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
ENR-138364	ENR	Alan M McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
ENR-119926	ENR	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134375	ENR	Julie S Nunez	1942-09-10	UHC-39256-14	8078498874	9642 Harbor Blvd, San Antonio, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-415817	CLM	Patricia Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-132734	ENR	Mei A Bailley	1966-11-09	UHC-36377-34	5165565888	1353 Desert Sky Blvd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111587	ENR	Judith L Armstrong	1989-03-13	—	5127131909	6268 River Rd, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421970	CLM	Jonathan M Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-108008	ENR	Kayla R Myers	1980-11-25	—	4393803860	3718 Church St, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25509	PRV	Kelly G Bishop	1958-01-12	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-124860	ENR	Arjun V Cox	1991-04-20	UHC-36444-06	2093988889	2443 Mesa Dr, Phoenix, AZ	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-57677	TPA	Elijah Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-135266	ENR	John S Warren	1949-09-03	UHC-16912-39	5816515165	5092 Park Pl, Phoenix, AZ	0.66	Phone reformatted ZIP missing Email lower-cased Gender normalised+1 more
ENR-138920	ENR	Christine Moore	1954-06-10	UHC-37303-77	—	8018 Maple Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-29560	PRV	Peter M Wang	1989-06-01	UHC-50056-32	2403355409	7241 Baseline Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-404770	CLM	Luis Park	1950-09-14	—	—	759 Forest Ave, Houston, TX	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-403106	CLM	Ethan Stevens	1961-05-25	UHC-83036-06	—	7486 River Rd, Dallas, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424759	CLM	Thomas Matthews	2005-09-23	UHC-54543-72	7982542444	6278 Central Ave, Nashville, TN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-52307	TPA	Dylan Hill	1962-01-21	—	—	5307 Valley View Dr, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-57205	TPA	Noah Woods	1999-05-23	—	—	6006 Maple Ave, San Antonio, TX	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-112422	ENR	Castro Cynthia	1981-10-06	UHC-71182-79	—	1248 Sunset Blvd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-21678	PRV	Joe A Hamilton	2003-10-17	UHC-71097-95	—	9027 Central Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20399	PRV	Maria Washngton	1968-08-24	—	6074832921	1478 Bayshore Dr, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62470	TPA	Scott Phillips	1981-08-18	—	8883190206	4082 River Rd Apt 13, Sacramento, CA	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
ENR-118567	ENR	Beverly O Payne	1955-03-19	UHC-38142-66	8263664630	5836 Sunset Blvd, Minneapolis, MN	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-425118	CLM	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-104709	ENR	Samuel A Burke	1965-10-11	UHC-10627-80	7104256971	7094 Cedar Ln, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24578	PRV	Charlotte Obrien	1944-12-04	—	8398329182	2619 Central Ave, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414059	CLM	Russell Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-421139	CLM	Arthur T Parker	1971-03-13	—	—	680 Park Pl, Chandler, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
PRV-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20815	PRV	Sandra Wang	1992-07-25	UHC-11750-72	2492660154	4488 Cedar Ln, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-118287	ENR	Gregory X Hernandez	1963-06-25	UHC-87273-38	5885543049	1634 Park Pl, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-414833	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-28444	PRV	Daina M Maldonado	1979-10-19	—	6018294529	5458 Jefferson Ave, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405313	CLM	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more

7,146 rows, page 103 of 143Previous Next