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-122726	ENR	Kimberly A Flores	1976-05-10	UHC-66093-90	6688163172	4412 Desert Sky Blvd, Columbus, OH, 43259	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-125030	ENR	Mari Schmidt	1984-08-21	UHC-33033-18	8036778112	4552 Canyon Rd, Dallas, TX, 75272	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-125029	ENR	Mari Schmidt	1984-08-21	UHC-33033-18	8036778112	4552 Canyon Rd, Dallas, TX, 75272	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-110614	ENR	Lisa Q Johnson	2006-04-28	UHC-80619-85	8377681090	7537 Forest Ave, San Antonio, TX, 78270	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-135758	ENR	George Boyd	1977-11-23	UHC-29797-34	4318058304	9125 River Rd, Denver, CO, 80288	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-104402	ENR	Kimberly Hudson	1989-01-03	UHC-30742-04	6129406108	9116 Forest Ave, Eden Prairie, MN, 55338	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-100811	ENR	Caroyn R Dixon	1973-10-21	UHC-69047-67	—	1496 Camelback Rd, Austin, TX, 78784	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-122493	ENR	Theresa C Sullivan	1977-09-18	UHC-05458-06	3569640579	1104 Mesa Dr, Sacramento, CA, 95880	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-119263	ENR	Scott K Roberts	1956-11-24	UHC-28958-09	2488889680	1572 Broadway, Phoenix, AZ, 85079	0.90	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
ENR-142754	ENR	Charlotte Lynch	1978-11-05	UHC-58530-01	2046248320	9516 Cedar Ln, Las Vegas, NV, 89120	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-142430	ENR	Jcak Graham	1981-03-04	—	5893334510	9805 Camelback Rd, Eden Prairie, MN, 55364	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-127965	ENR	John Z Shaw	1951-08-09	—	3115057518	3918 Bayshore Dr, Seattle, WA, 98188	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-141953	ENR	Carolyn C Jacobs	1954-07-07	UHC-51019-83	4862489373	4870 Main St, Chandler, AZ, 85260	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-142244	ENR	Michael B Weber	1950-12-27	UHC-63996-85	9398337186	2445 Baseline Rd, Tucson, AZ, 85705	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-140959	ENR	Lisa M Oliver	1993-10-15	UHC-26877-98	6647863210	3555 Canyon Rd, Plano, TX, 75019	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-127328	ENR	Willie L Nichols	1958-08-07	UHC-12367-51	2864549822	3358 Indian School Rd, Minneapolis, MN, 55464	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-125323	ENR	Mei West	1967-06-26	UHC-89424-95	6868852208	9560 Lincoln Way, Austin, TX, 78729	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
ENR-102868	ENR	Hiroshi D Baker	1984-01-19	UHC-28647-99	4398996615	6310 Indian School Rd, Glendale, AZ, 85357	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-139024	ENR	Frank Richards	1968-09-10	UHC-07967-95	3113210636	9647 Elm St, Sacramento, CA, 95892	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142179	ENR	Debra D Olson	2004-06-16	UHC-60589-01	5225439715	2966 Park Pl, Columbus, OH, 43236	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108936	ENR	Marilyn G Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-124608	ENR	Doris F Contreras	1982-06-15	UHC-33127-95	8113522507	5717 Palm Dr, Plano, TX, 75028	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-141988	ENR	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd, Houston, TX, 77063	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-100394	ENR	Alan A Herrera	1946-03-09	UHC-14048-79	2215403363	6548 Sunset Blvd, Columbus, OH, 43272	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-111464	ENR	Gary K Stone	1958-03-14	UHC-84473-40	—	9048 Church St, San Antonio, TX, 78241	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-137543	ENR	Hiroshi J Anderson	1956-12-13	UHC-20940-17	6677878937	8110 Desert Sky Blvd, Nashville, TN, 37282	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-102960	ENR	Julie P Oliver	2005-03-19	UHC-41333-44	9839863651	2265 Grand Ave, Mesa, AZ, 85260	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108518	ENR	John Price	1938-06-23	UHC-15883-40	6757316404	8990 Canyon Rd, Tucson, AZ, 85781	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-109838	ENR	Gloria Bell	1960-06-20	UHC-69518-52	6399867561	185 Desert Sky Blvd, Sacramento, CA, 95897	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-142165	ENR	Samuel C Carter	1993-11-27	UHC-00121-69	7375733117	4509 Sage Ct, Seattle, WA, 98190	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-127128	ENR	Doris Hert	1999-03-26	UHC-42027-01	2039518950	793 Lake View Rd, Eden Prairie, MN, 55388	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-140756	ENR	Edward Coleman	1938-04-08	UHC-02650-81	2126694821	8603 Bayshore Dr, Houston, TX, 77084	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-106537	ENR	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-114509	ENR	Raymond L Guerrero	1939-10-13	UHC-17563-08	6643366710	1378 Park Pl, Sacramento, CA, 95870	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-125115	ENR	Wei I Bryant	1968-08-13	UHC-59801-12	5982785087	9458 Desert Sky Blvd, San Diego, CA, 92108	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-110838	ENR	Sandra P Ryan	1995-12-02	UHC-24001-25	8896439703	3076 Spring St, Chandler, AZ, 85250	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-138284	ENR	Megan Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-126037	ENR	Kathryn Payne	1963-06-10	UHC-68837-89	7187472042	3681 Main St, Atlanta, GA, 30317	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-132771	ENR	David B Rios	1995-08-18	UHC-78651-32	5255411307	1708 Camelback Rd, San Antonio, TX, 78266	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-113131	ENR	Kayla Flores	1951-06-13	UHC-94241-41	5733240936	1387 Main St, Mesa, AZ, 85251	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-113132	ENR	Kayla Flores	1951-06-13	UHC-94241-41	5733240936	1387 Main St, Mesa, AZ, 85251	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-129026	ENR	Abigail M Miller	1985-10-02	—	4532474030	8170 Bayshore Dr, Dallas, TX, 75258	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-135155	ENR	Elijah L Montgomery	1993-03-04	UHC-34909-33	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-115975	ENR	Deb Z Stone	1950-05-21	UHC-68378-79	8019579825	1681 Willow Ct, Phoenix, AZ, 85078	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-113527	ENR	Elijah James	2004-09-11	UHC-35910-40	9638508164	4449 Valley View Dr, San Diego, CA, 92168	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-133016	ENR	Diaen V White	1950-05-18	UHC-90732-60	3179106352	6948 Ocean Ave, Austin, TX, 78737	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-132068	ENR	Jessica B Cox	1982-09-27	UHC-61058-29	8257126253	4717 Forest Ave, Houston, TX, 77091	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-108628	ENR	Jonathan Marquez	1959-04-01	UHC-75817-37	4422196433	8542 Maple Ave, Eden Prairie, MN, 55395	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-133497	ENR	Madison Martin	1960-07-24	UHC-79970-57	2893706386	1902 Camelback Rd, Denver, CO, 80218	0.92	Name re-cased Phone reformatted City re-cased Plan code upper-cased
ENR-115509	ENR	Isabella W Montgomery	2007-08-20	UHC-13566-87	4746184857	2219 Union St, Jacksonville, FL, 32263	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased

8,423 rows, page 150 of 169Previous Next