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-118344	ENR	Camila Burton	2003-01-14	UHC-40210-78	3334075142	6355 Mesa Dr, Seattle, WA, 98185	0.80	Name split from “Last, First”City re-cased Email lower-cased Plan code upper-cased
ENR-139856	ENR	Janet N Reed	1958-05-16	UHC-76562-94	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-113792	ENR	Carl Allen	1981-08-05	UHC-10011-76	4626636251	4161 Sage Ct, Tampa, FL, 33674	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-116623	ENR	Katherine B Snyder	1982-05-12	UHC-79450-77	—	9191 Broadway, Fresno, CA, 93754	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-123389	ENR	Henry Hudson	1962-05-17	UHC-35103-42	3995319723	3276 Camelback Rd, Glendale, AZ, 85374	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-133340	ENR	Philip Howard	1958-01-17	UHC-87051-91	6345591407	9266 Highland Ave, Denver, CO, 80261	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-136025	ENR	Emily Duncan	1995-02-28	UHC-52565-95	3099604838	9117 Harbor Blvd, Sacramento, CA, 95818	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-120837	ENR	Austin H Simmons	1962-05-06	UHC-84270-59	3022741832	4773 Palm Dr, Denver, CO, 80218	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-116374	ENR	Aaron Reid	1992-03-17	UHC-70326-11	3809383103	2093 Baseline Rd, Sacramento, CA, 95813	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-112057	ENR	Stephen H Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-109403	ENR	Maria Rivera	1950-06-19	UHC-52757-67	2558532356	6699 Valley View Dr, San Diego, CA, 92153	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-141120	ENR	Bradley L Silva	2006-03-08	UHC-52424-70	8055883195	7257 Broadway, Mesa, AZ, 85235	0.80	Phone reformatted Address re-cased City re-cased State name converted to code
ENR-131550	ENR	Juan T Morris	2008-10-17	UHC-99012-31	4495801407	2005 Church St, Los Angeles, CA, 90059	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-129002	ENR	Samuel D Martinez	1993-04-08	UHC-56424-34	4304654165	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
ENR-128515	ENR	Barb Martinez	1961-08-20	UHC-80756-39	3094428887	3302 Sunset Blvd, Fresno, CA, 93706	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-140714	ENR	Jeremy Fisher	1939-09-22	UHC-17117-71	2352089526	2873 Church St, Minneapolis, MN, 55467	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-131009	ENR	Anthony A Sandoval	1968-12-17	UHC-09369-10	5763242191	5204 Central Ave, Austin, TX, 78703	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-124495	ENR	Mariana E Matthews	1941-02-12	UHC-24776-39	8857922664	241 Jefferson Ave, Tempe, AZ, 85277	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-130242	ENR	Mariana H Henderson	2002-03-27	UHC-04490-01	8248401156	3267 Broadway, Orlando, FL, 32884	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-115196	ENR	Martha B Washington	1951-06-12	UHC-94243-99	2173951112	8382 Palm Dr, Glendale, AZ, 85394	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-120526	ENR	Dennis J Dominguez	1966-12-28	UHC-79255-89	7702938775	7029 Union St, San Diego, CA, 92171	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-122796	ENR	Russsell A Long	1993-02-19	UHC-26038-09	8278847497	1286 Broadway, Glendale, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-137755	ENR	Cristina Z Dominnguez	1985-09-15	UHC-80528-85	8428256560	949 Pine Dr, Dallas, TX, 75251	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-122145	ENR	Shirley Miller	1998-06-04	UHC-10380-20	9636805989	7852 Lincoln Way, Phoenix, AZ, 85011	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-132019	ENR	Kyle A Li	1941-01-02	UHC-08368-16	8854722241	1629 River Rd, Tucson, AZ, 85724	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-120596	ENR	Marhta R Campbell	2007-12-27	UHC-49054-08	3533336055	2352 Broadway, Mesa, AZ, 85287	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-117612	ENR	Carol Freeman	2002-02-12	UHC-85035-14	—	2804 Elm St, Minneapolis, MN, 55448	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-139681	ENR	Carlos C Riivera	1950-02-02	UHC-03714-69	5166720201	4640 Canyon Rd, Eden Prairie, MN, 55372	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-102460	ENR	Walter Harvey	1982-01-11	UHC-29088-65	5662353926	836 Spring St, Eden Prairie, MN, 55362	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-132881	ENR	Camila Hanson	2008-01-09	—	9133989663	9600 Lincoln Way, Nashville, TN, 37256	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-129907	ENR	Sharon Q Reyes	1995-01-28	UHC-18188-08	9855349995	8929 Forest Ave, San Antonio, TX	0.80	City re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-129460	ENR	Jessica I Reed	1945-08-10	UHC-81057-51	—	3048 Cedar Ln, Minneapolis, MN, 55466	0.80	Name re-cased SSN last four extracted City re-cased Placeholder values cleared
ENR-102016	ENR	Wayne Mitchell	1969-03-13	UHC-39406-06	9322550645	6633 Central Ave, Fresno, CA, 93789	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-137083	ENR	Nancy B Arnold	1956-01-19	UHC-27742-29	9242397837	1624 Camelback Rd, Tucson, AZ, 85719	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-110782	ENR	Amy R Thompson	2002-07-04	UHC-07707-05	—	1010 Apache Blvd, Dallas, TX, 75241	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-107695	ENR	Sandra H Guzman	2006-03-20	UHC-67011-38	2384782927	9335 Ocean Ave, Glendale, AZ, 85305	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-133587	ENR	Ronald Hunt	2008-07-06	UHC-29546-60	4686530697	463 Maple Ave, Dallas, TX, 75254	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-105542	ENR	Evelyn Gomez	1964-11-10	UHC-57767-40	7547276835	9527 Broadway, Orlando, FL, 32876	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-103863	ENR	Philip G Armstrong	1975-07-16	UHC-66009-69	2698857667	4773 Washington St, Austin, TX, 78799	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-126689	ENR	Mason Z Alvarado	1990-01-19	UHC-58827-31	5324430253	1974 Mesa Dr, San Antonio, TX, 78285	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-112000	ENR	Omar J Carter	1940-09-08	UHC-59754-70	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-111568	ENR	Jerry Butler	1964-11-15	UHC-90087-88	—	467 Indian School Rd, Mesa, AZ, 85268	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-111569	ENR	Jerry Butler	1964-11-15	UHC-90087-88	—	467 Indian School Rd, Mesa, AZ, 85268	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-137308	ENR	Ronald Ferguson	1953-03-03	UHC-32246-73	2179560060	50 Hillcrest Rd, San Diego, CA, 92178	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-118859	ENR	Luis Y Miller	1998-03-25	UHC-85826-69	—	6417 Apache Blvd, Fresno, CA, 93795	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-121356	ENR	Arthur N Ryyan	1963-11-16	UHC-21613-25	7099349751	3760 Spring St, Los Angeles, CA, 90056	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-141584	ENR	Camila J Price	1972-05-11	UHC-50192-84	—	6672 Canyon Rd, Nashville, TN, 37270	0.80	Name re-cased SSN last four extracted City re-cased Placeholder values cleared
ENR-115059	ENR	Ben D Stone	1987-12-28	UHC-41687-73	3274549377	7644 Grand Ave, Tempe, AZ, 85220	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-117179	ENR	Sophia Bowamn	1968-08-22	UHC-14385-23	—	4709 Highland Ave, Denver, CO, 80233	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-111103	ENR	Kathryn Z Sandoval	1956-09-11	UHC-45312-96	4086045288	2498 Meadow Ln, Fresno, CA, 93760	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased

8,423 rows, page 138 of 169Previous Next