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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106247	ENR	Rebecca E Mitchell	1966-11-10	UHC-40679-64	9823155216	2829 Central Ave # 788, Phoenix, AZ, 85045	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107997	ENR	George R Fernandez	1959-03-23	UHC-61162-85	8189960415	5931 Union St, Columbus, OH, 43208	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127852	ENR	Virginia N Ray	1956-07-22	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138812	ENR	Dylan Yang	1966-08-02	UHC-03495-85	2436589421	5592 Lake View Rd Apt 21, Tucson, AZ, 85758	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120574	ENR	DJunk	1999-09-26	UHC-97761-78	5245278049	8845 Mesa Dr # 672, Jacksonville, FL, 32221	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-141129	ENR	Michelle A Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-124457	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd, Nashville, TN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104833	ENR	Diego K George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN, 55424	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-112046	ENR	Jennifer S Bradley	1986-09-17	—	4868409963	8203 Park Pl Apt 17, Houston, TX, 77044	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103534	ENR	Ann Wallace	1937-08-24	UHC-77936-04	5063945714	2695 Washington St, Sacramento, CA, 95883	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102434	ENR	Brandon M Fox	2005-04-28	UHC-96771-85	—	267 Camelback Rd, Plano, TX	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-125365	ENR	Christina Morgan	2007-03-17	UHC-99715-06	6007923722	5927 Cedar Ln, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130377	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave, Nashville, TN, 37284	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136770	ENR	Donald Santos	—	UHC-53519-21	5115161080	2431 Indian School Rd, Columbus, OH, 43292	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-141839	ENR	Patricia Rice	1951-11-26	UHC-18805-90	9116215964	8745 Mesa Dr # 267, Los Angeles, CA, 90086	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104970	ENR	Mason Marquez	1998-12-04	UHC-73096-61	6466029964	2385 Elm St, Mesa, AZ, 85228	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132023	ENR	Charlotte Matthews	1979-09-26	UHC-91604-76	9234670934	7380 Lincoln Way, Miami, FL, 33180	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-140296	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102646	ENR	Randy Booyd	1984-06-23	UHC-69182-33	7288310334	8961 Baseline Rd # 693, Fresno, CA, 93715	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-132380	ENR	Stephanie B Jenkins	1972-11-19	UHC-66957-95	—	3598 Hillcrest Rd, Tempe, AZ, 85273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-140346	ENR	Eugene F Reyes	1966-05-18	UHC-92197-11	5669062931	9300 Maple Ave, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142406	ENR	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119190	ENR	Nicole Robertson	1976-07-12	UHC-67797-47	4732463823	3505 Sage Ct, Los Angeles, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122887	ENR	Linda Z Garrett	1979-03-06	UHC-28085-18	3679134093	8977 Hillcrest Rd, Tempe, AZ, 85255	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133683	ENR	Lisa V Singh	1998-06-03	UHC-77375-17	—	3457 Mesa Dr, Miami, FL, 33101	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-137569	ENR	Katherine Padila	1943-06-08	UHC-78445-75	9416774613	4199 Ridge Rd, Seattle, WA, 98116	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-139931	ENR	Kyle Z Le	—	UHC-49171-75	—	3289 Church St, Eden Prairie, MN, 55370	0.48	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-109710	ENR	Gerald Bailey	1939-07-16	UHC-38263-55	3892274811	6098 Washington St, Plano, TX, 75064	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107598	ENR	Daniiel D Roberts	2005-12-26	UHC-94741-83	7797070570	631 Sunset Blvd, Sacramento, CA, 95832	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-132914	ENR	Scott T Gardner	1989-04-26	UHC-83945-74	2146698821	3672 Lake View Rd, Dallas, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114579	ENR	Jordan W Morles	1952-08-11	UHC-10237-84	6153410818	9688 Forest Ave, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101242	ENR	Roger D Clark	1985-04-20	UHC-11754-69	7485158732	1018 Grand Ave, Nashville, TN, 37221	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-100362	ENR	Alice R Hudson	1997-06-04	UHC-39004-68	8112174753	5423 Bayshore Dr, Fresno, CA, 93714	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-116655	ENR	Teresa Taylor	2007-08-11	UHC-76093-82	4685133749	3498 Bayshore Dr, Tampa, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102974	ENR	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112697	ENR	Willie P Hoffman	1963-05-05	UHC-26483-10	3829388058	5145 Mesa Dr # 515, Denver, CO, 80241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122884	ENR	Shirley Griffin	2008-09-22	UHC-80810-02	—	3836 Oak St, Denver, CO, 80262	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-104860	ENR	Willie W Phillips	1991-11-15	UHC-87487-87	2262724213	7567 Grand Ave, Charlotte, NC, 28265	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124863	ENR	Russell Valdez	1968-04-09	UHC-94337-10	6368216455	5367 Pine Dr, Miami, FL, 33107	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-112853	ENR	George Banks	1987-07-19	UHC-71568-86	—	8067 Washington St, Columbus, OH, 43209	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-141081	ENR	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104963	ENR	DJunk	1995-01-26	UHC-47283-19	6999370930	2816 Hillcrest Rd, Fresno, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102690	ENR	Brittany J Reyes	2005-12-07	UHC-09394-82	6403240460	2192 Maple Ave, Austin, TX, 78737	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138813	ENR	Ashley Rivera	1996-08-18	UHC-34802-94	5224495365	2309 Apache Blvd Apt 22, Tempe, AZ, 85227	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-131727	ENR	Edward Carr	1942-01-23	UHC-78994-20	9218258331	7910 Willow Ct, Fresno, CA, 93785	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110502	ENR	Sara Sanders	1970-11-07	UHC-46950-51	8132133545	2403 Spring St, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

13,989 rows, page 12 of 280Previous Next