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-124108	ENR	Dennis C Flores	1954-01-08	UHC-39982-50	5627481899	4971 Lincoln Way, Fresno, CA, 93716	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-132830	ENR	Nicole F Riley	2000-12-27	UHC-46627-03	3845626863	5128 Baseline Rd, Miami, FL, 33183	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-110678	ENR	Harold Hunt	1943-12-24	UHC-87704-14	8373328788	6737 Lincoln Way, Austin, TX, 78743	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-120390	ENR	Tylar N Luna	1977-07-09	UHC-66717-89	8569158143	1937 Meadow Ln, Atlanta, GA, 30361	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-132516	ENR	Terry K Franklin	2000-12-13	UHC-05661-73	2913248681	2019 Indian School Rd, Houston, TX, 77057	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-136336	ENR	Natalie D Ruiz	1955-01-02	UHC-88246-04	—	5510 Grand Ave, Tucson, AZ, 85756	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-109006	ENR	Albert V Miller	1942-04-13	UHC-48815-83	4248689851	9252 Lincoln Way, Tampa, FL, 33629	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-138804	ENR	Roy W Edwards	1991-09-12	UHC-95393-02	2316610302	6782 Harbor Blvd, Seattle, WA, 98114	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-129680	ENR	Gary Myers	1981-04-13	UHC-24954-02	5292239926	5636 Ridge Rd, Fresno, CA, 93701	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-126977	ENR	Bruce Perkins	1973-10-17	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-103988	ENR	Valentina S Banks	1954-05-17	UHC-95054-93	—	7203 Palm Dr, Atlanta, GA, 30397	0.80	Name re-cased City re-cased Email lower-cased Gender normalised
ENR-118646	ENR	Amanda N Harvey	1999-08-08	UHC-58750-19	8569828966	4005 Palm Dr, Gilbert, AZ, 85222	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
ENR-140305	ENR	George E Adams	1976-08-26	UHC-51826-62	3229868102	8976 Lincoln Way, Fresno, CA, 93736	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-125868	ENR	Frances A Little	1955-10-03	—	7812576212	4003 Ridge Rd, Nashville, TN, 37284	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-102279	ENR	John Gardner	1994-01-21	UHC-23813-69	—	249 Mesa Dr, Houston, TX, 77028	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-117328	ENR	Austin Warren	2000-12-22	UHC-49327-29	9039775490	917 Indian School Rd, Scottsdale, AZ, 85202	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-118574	ENR	Ann V Jacobs	—	UHC-42385-69	9818201943	7551 Oak St, Nashville, TN, 37283	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-128816	ENR	Gloria R Murphy	1993-02-22	UHC-39582-92	5414973767	1268 Indian School Rd, Fresno, CA, 93776	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
ENR-123875	ENR	Katherine A Rodriguez	—	UHC-60482-17	4708167449	9607 Camelback Rd, Eden Prairie, MN, 55394	0.80	Name re-cased Date of birth missing City re-cased Whitespace trimmed
ENR-106503	ENR	Susan Contreras	1995-09-03	UHC-84724-80	2698513941	4132 Baseline Rd, Tempe, AZ, 85203	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-135913	ENR	Anderw X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd, Gilbert, AZ, 85214	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-102580	ENR	Patrick Q Harris	1985-03-10	UHC-30417-93	4844439768	3195 Church St, Orlando, FL, 32808	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-125311	ENR	Alexis I Welch	1944-05-17	UHC-53543-47	2086318175	7502 Palm Dr, San Diego, CA, 92102	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-115823	ENR	Tim Z Young	—	UHC-63709-83	8006714748	2331 Jefferson Ave, Tampa, FL, 33656	0.80	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed
ENR-116942	ENR	Ashley D Schmidt	1947-03-01	UHC-48601-56	8658408318	4122 Grand Ave, Tucson, AZ, 85714	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-138093	ENR	Russell Morrison	1925-07-14	UHC-44516-35	—	6556 Spring St, Houston, TX, 77089	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-118888	ENR	Anna D Park	—	UHC-82241-54	2906267195	68 Broadway, San Diego, CA, 92104	0.80	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased
ENR-122018	ENR	Alex Alvarez	1981-02-27	UHC-83616-39	7053353676	1113 Desert Sky Blvd, Nashville, TN, 37222	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-110173	ENR	Vincent Coook	2008-04-20	UHC-88788-90	7632934940	8602 Highland Ave, Eden Prairie, MN, 55363	0.80	Phone reformatted City re-cased State name converted to code Email lower-cased
ENR-103255	ENR	Alexis Duncan	1974-05-28	UHC-03463-23	8952710364	2572 Union St, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-120394	ENR	Matthew B Wheeler	1984-07-08	UHC-80819-04	—	3627 Market St, Austin, TX, 78704	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
ENR-100993	ENR	Carolyn D Anderson	1946-03-07	UHC-16813-73	5865068640	2764 Market St, Plano, TX	0.80	Name re-cased City re-cased State code upper-cased ZIP missing
ENR-127742	ENR	Richard Lawrence	1950-10-16	UHC-94560-14	6272118276	6026 Church St, Gilbert, AZ, 85225	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-121282	ENR	Patrick M Schmidt	1979-01-23	UHC-38127-44	6073844243	3334 Mesa Dr, Jacksonville, FL, 32248	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-136942	ENR	Megan I Perez	—	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
ENR-119196	ENR	Mariana Z West	1971-08-21	UHC-37899-83	6869797115	8020 Spring St, Minneapolis, MN, 55453	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-141486	ENR	Jeffrey F Howard	2003-07-19	UHC-61119-21	—	7209 Market St, Gilbert, AZ, 85246	0.80	Name re-cased SSN last four extracted City re-cased Email lower-cased
ENR-113248	ENR	Samuel N Holmes	1960-02-12	UHC-57779-10	7489567212	378 Willow Ct Apt 14, Eden Prairie, MN, 55322	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
ENR-110308	ENR	Carol W Cruz	2005-10-21	UHC-06042-26	9486972303	4813 Washington St, Houston, TX, 77065	0.80	Date of birth reformatted Phone reformatted City re-cased Gender normalised
ENR-114115	ENR	Lawrence H Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ, 85275	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-104757	ENR	Sofia Stevens	1980-06-13	UHC-74147-78	—	8184 Cedar Ln, Glendale, AZ, 85382	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-103574	ENR	Santiiago N Banks	1976-05-22	UHC-96314-19	3716590599	913 Lincoln Way, Orlando, FL, 32890	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-116345	ENR	Amanda D Schmidt	1994-04-21	UHC-60957-45	4453803209	768 Oak St, Jacksonville, FL, 32215	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-141646	ENR	Mariana Y Moore	1970-04-24	UHC-57676-62	8817138923	5410 Palm Dr, Chandler, AZ, 85228	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-122505	ENR	Jeremy Perkins	1984-03-05	UHC-28780-80	4355137165	2499 Forest Ave, Tucson, AZ, 85789	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-137143	ENR	Scott Welch	1981-07-13	UHC-80197-78	3428648102	5665 Elm St Apt 21, Denver, CO, 80220	0.80	Member ID reformatted Unit split from street City re-cased Placeholder values cleared
ENR-103549	ENR	Mei Wilsn	1944-02-23	UHC-43668-25	7469940803	8621 Sunset Blvd, Eden Prairie, MN, 55342	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
ENR-107232	ENR	Vncent Fuller	1970-02-22	UHC-51108-12	—	9805 Baseline Rd, Las Vegas, NV, 89184	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-113789	ENR	Brandon L Sandoval	1947-03-07	UHC-30571-89	3475981600	4538 Washington St, Orlando, FL, 32890	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased
ENR-134178	ENR	Kelly Woods	1955-08-01	UHC-82264-05	9173625532	422 Willow Ct, Plano, TX, 75091	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased

8,423 rows, page 133 of 169Previous Next