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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140270	ENR	Doriis Lynch	—	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-136715	ENR	Sharon P Phillips	1990-05-13	UHC-98745-60	8686642307	5082 Mesa Dr, Nashville, TN	0.78	Phone reformatted City re-cased ZIP missing Email lower-cased+1 more
ENR-132056	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	6772240783	900 Church St, Houston, TX, 77017	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132641	ENR	Jacob Kelly	1987-12-10	UHC-59781-92	—	9215 Valley View Dr, Charlotte, NC, 28208	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-103460	ENR	Carl M George	1959-08-09	UHC-98825-70	—	2222 Oak St, Tucson, AZ, 85739	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-101627	ENR	Sandra Montgomery	1962-10-01	UHC-06730-33	4687705268	38 Highland Ave, Nashville, TN, 37281	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104210	ENR	Kenneth Martinez	1966-11-26	UHC-66774-91	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-128696	ENR	Timothy J Howard	1983-08-07	UHC-05063-05	—	791 Lincoln Way, Scottsdale, AZ, 85225	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-107307	ENR	Henry Hanson	1966-08-15	UHC-62543-51	2536098999	1511 Forest Ave, Nashville, TN, 37288	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-126375	ENR	Hiroshi Guerrero	1959-10-27	UHC-62930-88	9214336320	4508 Broadway, Miami, FL, 33132	0.78	Date of birth reformatted Phone reformatted Address re-cased City re-cased+1 more
ENR-126376	ENR	Hiroshi Guerrero	1959-10-27	UHC-62930-88	9214336320	4508 Broadway, Miami, FL, 33132	0.78	Date of birth reformatted Phone reformatted Address re-cased City re-cased+1 more
ENR-122934	ENR	Kyle H Lynch	1947-10-15	UHC-65995-18	7977288722	7672 Washington St, Phoenix, AZ, 85018	0.78	Middle initial moved out of first name Name re-cased City re-cased Email lower-cased+1 more
ENR-142301	ENR	Kathryn V Bryant	1968-01-25	UHC-78247-83	3027216377	4127 Pine Dr, Plano, TX, 75066	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-113568	ENR	Edward Q Cole	1994-09-24	UHC-33289-65	9093891581	9543 Forest Ave, Fresno, CA, 93763	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-115380	ENR	Heather G Clark	1979-05-05	UHC-77791-65	—	5935 Market St, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-131988	ENR	Ronald E Rodriguez	1997-08-28	UHC-68443-56	5759590844	5039 Forest Ave, Gilbert, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116594	ENR	Larry K Nguyen	1991-04-28	UHC-46245-28	4618733055	9165 Lake View Rd, Atlanta, GA, 30327	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-100201	ENR	Douglas R Hudson	1962-06-13	UHC-30767-41	6458406926	176 Union St, Charlotte, NC, 28240	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119909	ENR	Joe C Garrett	2005-05-28	UHC-59014-53	—	2495 Hillcrest Rd, Tempe, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105027	ENR	Donald Garrett	1953-09-19	UHC-03929-65	7365497756	6376 Washington St, Tampa, FL, 33656	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-141034	ENR	Vincent Schultz	1981-04-22	UHC-81777-37	6334965617	1802 Ocean Ave, Seattle, WA, 98180	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113696	ENR	Roald J Meier	1953-06-23	UHC-86684-74	6318214847	3978 Spring St, Jacksonville, FL, 32254	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139647	ENR	Virginia Hansen	1944-07-06	UHC-14278-08	8386718672	3692 Sunset Blvd, Jacksonville, FL, 32220	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140721	ENR	Sara Guzman	1964-06-15	—	—	1638 Washington St, Sacramento, CA, 95816	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-120742	ENR	Emily Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-116224	ENR	Stephen Evans	2005-02-27	UHC-29479-71	3963716719	4867 Central Ave, Glendale, AZ, 85377	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125655	ENR	Albert U Park	2006-06-08	UHC-40288-97	3174560268	7915 Sunset Blvd, Seattle, WA, 98128	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-114043	ENR	Ann S Carpenter	1951-04-11	UHC-14386-85	2404185373	118 Camelback Rd, Sacramento, CA, 95857	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134287	ENR	Joe Mills	1948-12-08	UHC-55414-21	8457087300	2003 Mountain View Dr, Miami, FL, 33167	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132136	ENR	Paul D Estrada	1983-07-26	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA, 98113	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-105472	ENR	Carol Perry	1987-06-27	UHC-00745-17	6725718460	2551 Washington St, Plano, TX, 75043	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138562	ENR	Mason Walsh	1973-11-18	UHC-13566-73	—	3634 Meadow Ln, San Antonio, TX, 78263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-131582	ENR	Juy X Reed	1995-10-25	UHC-47525-60	2538245081	7590 Grand Ave, Atlanta, GA, 30378	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110566	ENR	Rob Reid	1941-12-12	UHC-67432-29	9286724757	8473 Valley View Dr, Austin, TX, 78744	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-105989	ENR	Laura P Wood	1940-03-03	UHC-76189-23	6142107629	4514 River Rd, Columbus, OH, 43270	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126003	ENR	Emily Wong	—	UHC-28920-93	—	9395 Sage Ct, Tampa, FL, 33628	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-132443	ENR	Aaron Payne	1996-08-06	UHC-08039-35	4999130492	8273 Maple Ave, Glendale, AZ, 85326	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137270	ENR	Nancy Rojas	2007-10-03	UHC-59612-31	8799502293	309 Ocean Ave, Austin, TX, 78700	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132421	ENR	Ethan Welch	1941-06-23	UHC-61196-41	6982498220	9226 Lake View Rd, Minneapolis, MN, 55409	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-110776	ENR	Denise Thomas	1986-06-26	—	3374672726	9077 Mesa Dr, Atlanta, GA, 30387	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-105208	ENR	Omar Stewart	1954-07-03	UHC-95053-34	5494679807	767 Park Pl, Miami, FL, 33104	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-125612	ENR	Alan F Stewart	2000-02-14	UHC-87879-50	3529748245	5241 River Rd, Orlando, FL, 32863	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131829	ENR	Sam O Harrison	1993-10-26	UHC-46392-98	3578894533	589 Camelback Rd, Los Angeles, CA, 90006	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-106793	ENR	Lisa Gilbert	1950-09-21	UHC-20142-82	—	8003 Highland Ave, Eden Prairie, MN, 55386	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-114150	ENR	Ethan Castro	1966-04-12	UHC-59720-05	5829727452	7176 Hillcrest Rd, Seattle, WA, 98106	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121305	ENR	Maria H Casstro	1973-08-17	UHC-68892-31	7587053617	571 Maple Ave, Denver, CO, 80249	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-107042	ENR	Jennifer O Berry	1953-05-01	UHC-30911-04	3217403113	6932 Ocean Ave, Chandler, AZ	0.78	Phone reformatted Member ID reformatted City re-cased ZIP missing+1 more
ENR-100118	ENR	Bruce Mejia	1970-08-18	UHC-01522-17	4186795090	8027 Lake View Rd, Jacksonville, FL, 32285	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-102825	ENR	Alexis W Shaw	2006-03-21	UHC-99178-38	2864031843	7789 Union St, Los Angeles, CA, 90090	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119089	ENR	Lura Weaver	1983-03-21	UHC-83781-90	8313131212	5819 Ridge Rd, Charlotte, NC, 28207	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 112 of 169Previous Next