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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101580	ENR	Ann S Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-124624	ENR	Diiego T Franklin	1984-03-24	UHC-92199-18	9633082950	8107 Jefferson Ave, Miami, FL, 33173	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-132769	ENR	Amy Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-109735	ENR	Kyle Garcia	1950-11-15	UHC-39892-95	8392548873	9830 Church St, San Diego, CA, 92173	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-101464	ENR	Stephen T Burns	1972-01-19	UHC-47911-67	4254694421	6488 Spring St, Denver, CO, 80276	0.68	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed
ENR-117746	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	—	5208 Baseline Rd, Sacramento, CA, 95816	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142595	ENR	ShirleyJunk	1949-03-16	UHC-56574-44	3376321598	4682 Ocean Ave, Columbus, OH, 43208	0.68	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
ENR-124158	ENR	Isaella G Havey	1942-01-02	UHC-50401-81	3378237824	3704 Highland Ave, Columbus, OH, 43229	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-111260	ENR	Philip Wright	1998-04-12	UHC-98948-34	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-110356	ENR	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased
ENR-140793	ENR	Jonathan Y Hunt	1991-05-28	UHC-20299-86	2338932043	8273 Palm Dr, Tampa, FL, 33613	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-100719	ENR	Helen Singgh	—	UHC-90545-25	—	5714 Sage Ct, San Antonio, TX, 78272	0.68	Date of birth missing City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-122821	ENR	Kyle Sims	—	UHC-87960-22	7233606875	4312 Oak St, Charlotte, NC, 28288	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-139487	ENR	Theresa R Davis	1980-02-14	UHC-28102-06	6578668930	3581 Cedar Ln Apt 3, Scottsdale, AZ, 85278	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-111862	ENR	James Garcya	1975-05-23	UHC-06044-51	—	1489 Baseline Rd, San Antonio, TX, 78208	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127149	ENR	Grace Nunez	1978-02-13	UHC-46022-88	3572996240	7396 Forest Ave, Nashville, TN, 37265	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-136319	ENR	Deborah R Reed	2008-09-01	UHC-53566-25	3628173087	5331 Camelback Rd, San Diego, CA, 92170	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
ENR-143042	ENR	Mason M Washington	1965-08-16	UHC-11018-53	6613339695	5155 Ridge Rd, Minneapolis, MN, 55467	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-131968	ENR	Mark Roberts	1966-05-01	UHC-52293-76	9263666913	1099 Lincoln Way, Tempe, AZ, 85208	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Email lower-cased
ENR-136094	ENR	John H Alvarez	1946-04-19	UHC-74179-09	3626012524	910 Sunset Blvd, Gilbert, AZ, 85216	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-115944	ENR	Kenneth D Riley	1956-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-112836	ENR	Cynthia Y Ford	1951-09-23	UHC-92645-67	5759134166	2718 Ridge Rd, Los Angeles, CA, 90098	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-110367	ENR	Nicholas Oliver	1954-11-23	UHC-24004-12	3185514214	270 Palm Dr, Austin, TX, 78719	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-116506	ENR	Sean D Freeman	1966-03-08	UHC-70386-67	3606138729	9782 Grand Ave, Seattle, WA, 98171	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-109916	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	189 Lincoln Way Apt 2, San Antonio, TX, 78214	0.68	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed
ENR-138570	ENR	Brandun Davis	1984-01-06	UHC-42245-62	6588525919	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138172	ENR	Yukki Walker	1939-08-08	UHC-92170-03	4015321593	3710 Willow Ct, Scottsdale, AZ, 85202	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-138171	ENR	Yukki Walker	1939-08-08	UHC-92170-03	4015321593	3710 Willow Ct, Scottsdale, AZ, 85202	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-104873	ENR	Amy Alvarado	1976-08-13	UHC-80360-58	6224939984	4689 Spring St, Las Vegas, NV, 89132	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-107372	ENR	Amanda Alvarez	1987-08-08	UHC-52288-81	3183034512	1468 Apache Blvd, Houston, TX, 77004	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-103559	ENR	Gary B Martin	1975-05-19	UHC-24825-66	4747772931	8737 Main St, Denver, CO, 80251	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-121659	ENR	Willie Walker	1978-11-27	UHC-08462-20	—	6371 Meadow Ln, Seattle, WA, 98110	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-109463	ENR	Deborah Jackson	—	UHC-89997-70	—	8786 Jefferson Ave, Las Vegas, NV, 89108	0.68	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed
ENR-127132	ENR	Mark U Estrada	1989-09-12	UHC-34804-58	9628403991	3650 Apache Blvd, Eden Prairie, MN, 55394	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-139549	ENR	David Marshall	1965-08-17	UHC-68634-52	7239458311	5382 Canyon Rd, Columbus, OH, 43290	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-128160	ENR	Mratha Griffin	1962-01-22	UHC-27032-07	—	3725 Main St, Mesa, AZ, 85276	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-109217	ENR	Sophia P George	1995-08-28	UHC-31507-97	9139925656	7428 Lake View Rd, Eden Prairie, MN, 55312	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-136821	ENR	Arthur Kelley	—	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.68	Date of birth unreadable State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-108224	ENR	Fatima K Nguyen	1965-07-25	UHC-99893-15	2286079747	8557 Camelback Rd, Miami, FL, 33104	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-102124	ENR	Abigail O Perkins	1971-04-28	UHC-99873-07	6343535772	7914 Oak St, Columbus, OH, 43289	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-113397	ENR	William H Robinson	1980-09-06	UHC-37175-59	2212040597	1200 Valley View Dr, Nashville, TN, 37228	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-101076	ENR	Brandon W Russell	1944-07-24	UHC-21934-36	8886806197	7081 Main St, Jacksonville, FL, 32262	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-103965	ENR	Jimmy C Kelly	2002-04-24	UHC-85252-31	8288937159	7739 Park Pl, Columbus, OH, 43251	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-106268	ENR	Janice D Hill	1991-10-06	UHC-86534-99	2927760357	7665 Valley View Dr, Seattle, WA, 98140	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-133333	ENR	Edward Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St # 474, San Antonio, TX, 78287	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-126762	ENR	Jesse A Phillips	1987-07-09	UHC-17172-85	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102935	ENR	Beverly H Price	1962-05-28	UHC-13639-59	2176874402	3799 Willow Ct, Seattle, WA, 98175	0.68	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-113927	ENR	Ronald Sanders	1978-08-24	UHC-31632-29	4994778591	7520 Church St, Minneapolis, MN, 55414	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138131	ENR	Thomas I Snyder	1999-07-18	UHC-50742-28	—	2100 Baseline Rd, Las Vegas, NV, 89116	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-126916	ENR	Robert G Knight	2008-07-21	UHC-16048-80	4059524641	2299 Lincoln Way, Miami, FL, 33146	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed

3,951 rows, page 59 of 80Previous Next