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

All sources, 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
TPA-58325	TPA	Mdaison Vazquez	1994-10-09	—	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61262	TPA	Jeffrey V Soto	2006-08-10	—	3134055672	4743 Desert Sky Blvd, Fresno, CA, 93734	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+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
TPA-63623	TPA	Linda Duncan	1962-10-21	—	—	838 Grand Ave # 845, Las Vegas, NV, 89126	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-52333	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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
CLM-425945	CLM	Diego W Turner	1988-02-28	UHC-92924-96	—	8225 Union St, Tampa, FL, 33644	0.48	Name re-cased Date of birth reformatted Phone missing area code 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
PRV-22628	PRV	Mei Johnston	1938-01-05	—	5093151717	3813 Sunset Blvd, Charlotte, NC, 28243	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406376	CLM	Brian Patel	2004-10-26	UHC-04047-38	—	2330 Maple Ave Apt 21, Orlando, FL, 32876	0.48	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-419322	CLM	Megan Thomas	1998-10-14	UHC-49695-95	—	2120 Highland Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408904	CLM	Marcus Snyder	1958-10-04	UHC-27788-70	—	7609 Central Ave Apt 1, Tampa, FL, 33672	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+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
CLM-403486	CLM	Megaan Y Jenkins	1988-07-16	UHC-29869-80	9145677518	9484 River Rd, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431437	CLM	Wayne Lopez	2001-12-26	UHC-76174-84	—	8070 Highland Ave, Dallas, TX, 75296	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-424425	CLM	Sara Burke	1969-04-08	UHC-67629-21	—	95 Maple Ave, Houston, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-417221	CLM	Gregory Dixon	1989-11-13	UHC-47337-39	—	4750 Highland Ave, Glendale, AZ, 85314	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-431939	CLM	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
TPA-63047	TPA	Cheryl Lnua	1999-12-26	—	9438515939	5148 Harbor Blvd, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422253	CLM	Ruth Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 429, Tempe, AZ, 85217	0.48	Date of birth reformatted Phone reformatted Unit split from street 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
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27712	PRV	Carl Sims	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-411367	CLM	Jonathan Wheeler	2007-10-20	—	—	8429 Hillcrest Rd # 900, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61933	TPA	Eugene Henderson	1959-02-22	—	2215016506	3030 Ocean Ave Apt 21, Scottsdale, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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
CLM-422595	CLM	Teresa H West	1965-11-01	UHC-07289-33	—	5088 Main St Apt 27, Mesa, AZ, 85245	0.48	Name re-cased Date of birth 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
TPA-50075	TPA	Richard Kelley	1961-01-10	UHC-55573-18	7543617207	1539 Spring St, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
CLM-405249	CLM	Kathryn T Lawson	1984-08-08	UHC-85546-13	—	6848 Harbor Blvd, Phoenix, AZ, 85001	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address 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

32,400 rows, page 22 of 648Previous Next