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-127385	ENR	Dorothy Morgan	1981-07-26	UHC-97334-08	8542069173	3903 Bayshore Dr, Columbus, OH, 43296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142618	ENR	Beverly Young	2007-12-12	UHC-77513-85	—	7270 Union St, Glendale, AZ, 85335	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111750	ENR	Aisha Robinson	1961-10-19	UHC-79685-78	—	1393 Spring St, San Antonio, TX, 78206	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-136785	ENR	Steven Z Matthews	1997-12-04	UHC-10194-82	9208786189	3860 Highland Ave, Phoenix, AZ, 85091	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134953	ENR	Logan T Wallace	2006-03-23	UHC-86756-78	7064362179	255 Valley View Dr, San Diego, CA, 92111	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123386	ENR	Gloria H Carter	1965-01-18	UHC-49800-43	—	2657 Washington St, Charlotte, NC, 28276	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-108285	ENR	Joseph X Thompson	1944-11-23	UHC-49525-57	—	1294 Cedar Ln, Eden Prairie, MN, 55385	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105427	ENR	Judith Long	1942-01-02	UHC-26096-75	6518832404	1102 Willow Ct, Tucson, AZ, 85768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136342	ENR	Samuel Henry	1960-05-19	UHC-65312-44	—	1088 Ocean Ave, Tucson, AZ, 85766	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-121661	ENR	Helen Reynolds	1939-11-04	UHC-69199-10	2552162791	7342 River Rd, Nashville, TN, 37256	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123878	ENR	Madison Burns	1961-08-14	UHC-32517-89	7015640936	723 Washington St, San Diego, CA, 92125	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139371	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	8807405655	6570 Mesa Dr, Phoenix, AZ, 85053	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111670	ENR	Kayla H Wagner	1973-12-01	UHC-41223-83	9787448220	8933 Park Pl, Denver, CO, 80218	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115116	ENR	Kayla Car	1964-05-19	UHC-29390-48	6977835291	37 Camelback Rd, Phoenix, AZ, 85042	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106436	ENR	Danielle Lynch	1968-05-23	UHC-12247-26	4214510163	2337 Mountain View Dr, Tampa, FL, 33692	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121398	ENR	Jerry Andrews	1953-01-18	UHC-76255-49	8372885905	3655 Camelback Rd, Tucson, AZ, 85792	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121197	ENR	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128817	ENR	Nathan T Munoz	1969-05-26	UHC-14152-14	9432247692	8839 Spring St Apt 30, Scottsdale, AZ, 85254	0.76	Phone reformatted Unit split from street City re-cased Email lower-cased+2 more
ENR-125883	ENR	Jen W Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122569	ENR	Miller K Sara	1998-11-05	UHC-39295-54	3775009481	6269 Grand Ave, San Diego, CA, 92134	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125279	ENR	Garza Frances	2000-08-16	—	3242173350	3974 Valley View Dr, Fresno, CA, 93731	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119299	ENR	Julia D Graham	2006-04-17	UHC-59944-91	—	1535 Cedar Ln, Denver, CO, 80244	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129501	ENR	Theresa K Franklin	1944-11-18	UHC-24902-41	4046862638	7509 Willow Ct, Seattle, WA, 98149	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134774	ENR	Denise D Smith	1962-02-23	UHC-92718-75	7722464564	3876 Baseline Rd, Tucson, AZ, 85705	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135056	ENR	Catherine W Sullivan	2006-11-23	UHC-40306-36	7414916830	8198 Valley View Dr, Orlando, FL, 32864	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109764	ENR	Emily G King	2004-05-04	UHC-68108-34	3353136834	5574 Palm Dr, Miami, FL, 33143	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121076	ENR	Gerald Davis	1968-08-09	—	7815974840	8465 Grand Ave, Houston, TX, 77083	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-142166	ENR	Carlos Fields	1981-09-23	UHC-60623-70	7847010916	1316 Desert Sky Blvd, Tampa, FL, 33602	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129021	ENR	Henry O Clark	1985-04-23	UHC-79767-43	8249075055	7061 Canyon Rd, Columbus, OH, 43272	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-133416	ENR	Billy Green	1939-11-06	UHC-09265-41	—	1467 Sage Ct, Las Vegas, NV, 89165	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125803	ENR	Mason Myers	1987-09-02	UHC-97541-34	—	7448 Elm St, Columbus, OH, 43277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131689	ENR	Julie Arnold	1981-09-06	UHC-68011-71	6902193859	9784 Highland Ave, Fresno, CA, 93779	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115046	ENR	Andrew Edwards	1957-06-19	UHC-43496-82	—	6231 Bayshore Dr, Glendale, AZ, 85339	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117640	ENR	Amber P Weaver	1948-04-09	UHC-51563-55	9692565825	9210 Mountain View Dr, Glendale, AZ, 85340	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117938	ENR	Patrick Wang	2002-10-13	UHC-07469-37	9024684675	9187 Ocean Ave, Jacksonville, FL, 32272	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140339	ENR	Sharon Patterson	1979-09-01	UHC-95546-22	5988342245	448 Camelback Rd, Miami, FL, 33168	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139114	ENR	Virgginia O Welch	1960-01-07	UHC-88505-96	9644301229	6082 Pine Dr, Denver, CO, 80209	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105695	ENR	Andrew Den	2000-08-15	UHC-77304-84	—	7677 Market St, Phoenix, AZ, 85063	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-114123	ENR	Ruth L Ray	1953-06-22	UHC-75171-95	4968209622	3090 Harbor Blvd, Las Vegas, NV, 89114	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131011	ENR	Diane Schultz	1997-10-25	UHC-82582-51	8666175518	4295 Mesa Dr, Tampa, FL, 33680	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-131012	ENR	Diane Schultz	1997-10-25	UHC-82582-51	8666175518	4295 Mesa Dr, Tampa, FL, 33680	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-114992	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-113546	ENR	Alexander F Jordan	1979-06-22	UHC-41447-04	6527957318	8019 Church St, Charlotte, NC, 28263	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104236	ENR	Sandra Sims	1972-10-20	UHC-39033-63	8636774627	7953 Church St, Austin, TX, 78769	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125126	ENR	Mateo Cooper	1999-09-15	UHC-44800-44	7666829596	3576 Central Ave, Phoenix, AZ, 85051	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100039	ENR	Jennifer Matthews	—	UHC-41569-96	2678221359	1779 Harbor Blvd, Charlotte, NC, 28281	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-106583	ENR	Ethan A Ramirez	1946-04-27	UHC-43410-40	7797237346	5792 Harbor Blvd, Columbus, OH, 43251	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-118743	ENR	Carlos Lucas	1965-04-04	UHC-26021-69	7392993918	7146 Market St, Chandler, AZ, 85280	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124862	ENR	Amanda M Campbell	1968-08-28	UHC-76091-62	2934874031	5649 Camelback Rd, Mesa, AZ, 85295	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108492	ENR	Julia L Alexander	1952-09-16	UHC-32113-93	6082393444	6675 Palm Dr, Tempe, AZ, 85218	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 105 of 169Previous Next