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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109239	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased
CLM-405662	CLM	Brenda Bennett	1945-06-16	—	—	2887 Ridge Rd, San Antonio, TX, 78286	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-409926	CLM	Brittany Crawford	1950-05-27	UHC-52699-22	—	9286 Highland Ave, Charlotte, NC, 28201	0.68	Phone missing area code Member ID reformatted Gender normalised Placeholder values cleared
ENR-115616	ENR	Jessica I George	1963-01-01	UHC-83099-36	6448574088	9646 Washington St, Miami, FL, 33126	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-106849	ENR	Patrick Bailey	1980-02-24	UHC-21188-48	6383080033	6207 Ocean Ave, Denver, CO, 80267	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-411568	CLM	Santiago L Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-424247	CLM	Richard Murphy	1992-02-22	UHC-66444-91	—	546 Lincoln Way, Chandler, AZ, 85223	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423888	CLM	Judy Montgomery	1962-02-14	—	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-101199	ENR	Angela J Gardner	1939-02-11	UHC-38497-83	—	1589 Jefferson Ave, Plano, TX, 75016	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-422705	CLM	Virginia Cunningham	1956-10-16	—	—	2093 Bayshore Dr, Charlotte, NC, 28297	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-429966	CLM	Julia L Boyd	1948-03-02	UHC-64928-95	9887337836	4048 Union St, Dallas, TX, 75264	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
ENR-120675	ENR	Lauren Day	2007-01-09	UHC-99031-14	4848709885	6691 Broadway, Denver, CO, 80276	0.68	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised
CLM-407437	CLM	Christopher Adams	1956-06-26	—	—	4764 Spring St, Atlanta, GA, 30333	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414085	CLM	Evelyn Nguyen	2003-06-09	—	2067358821	5532 Union St, Tucson, AZ, 85739	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-142517	ENR	Stephen O Harris	2001-01-28	UHC-18624-69	8413302005	6491 Grand Ave, Plano, TX, 75015	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-111666	ENR	Virginia Oliver	1972-01-15	UHC-84406-02	3209596604	7715 Valley View Dr, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-120899	ENR	George S Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Phone missing area code State code upper-cased Gender normalised Whitespace trimmed
TPA-50590	TPA	Deborah Stephens	1998-04-13	—	—	2776 Mesa Dr, Chandler, AZ, 85203	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-132939	ENR	Emma Davis	1971-03-17	UHC-44979-84	4045502751	3791 Meadow Ln, Las Vegas, NV, 89168	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58219	TPA	Douglas Day	1946-08-13	—	—	3209 Washington St, Orlando, FL, 32814	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-117429	ENR	Abigail D Dunn	1965-01-06	UHC-14067-97	4825949958	5392 Union St, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-418324	CLM	Omar Moore	—	UHC-47663-42	2598112902	—	0.68	Name re-cased Date of birth unreadable Gender normalised Plan code upper-cased
TPA-64414	TPA	Bobby Myers	1956-05-09	UHC-26951-75	—	4441 Mesa Dr # 139, Phoenix, AZ, 85041	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-129423	ENR	Diane Luna	1986-05-10	UHC-76638-85	2762676344	6350 Main St, Minneapolis, MN, 55490	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-125735	ENR	Susan Butler	1977-10-28	UHC-38271-73	6656606122	7733 Bayshore Dr, Orlando, FL, 32872	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
CLM-401054	CLM	Rebecca Kannedy	1945-09-11	UHC-19364-47	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57463	TPA	Bill Wallace	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124310	ENR	Joshua C Hicks	1938-10-10	UHC-89302-30	5458676089	4961 Harbor Blvd, Orlando, FL, 32882	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-122100	ENR	Abigail Kelly	2001-07-26	UHC-62505-47	—	3327 Oak St, Sacramento, CA, 95875	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-426995	CLM	Harold Matthews	1967-11-23	UHC-47451-76	—	1371 Elm St, Nashville, TN, 37212	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406888	CLM	Priya F Cook	1956-08-04	—	—	8550 Cedar Ln, Eden Prairie, MN, 55326	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-425042	CLM	Patrick H Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-109456	ENR	Carlos L Montgomery	1956-05-18	UHC-95754-93	—	9412 Broadway, Austin, TX, 78724	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-132693	ENR	Alan Mendez	1999-04-23	UHC-09937-27	—	9237 Lincoln Way, Las Vegas, NV, 89135	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-431848	CLM	Roy U James	2008-11-12	UHC-07344-39	5557193929	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
ENR-107129	ENR	Roger Carroll	1972-03-04	UHC-21603-47	3613523313	1194 Elm St, Fresno, CA, 93764	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
CLM-408774	CLM	Gary Jimenez	1976-03-26	UHC-29986-91	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61846	TPA	Matthew Warren	1958-10-03	—	—	6845 Lake View Rd, San Diego, CA, 92154	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-59401	TPA	Noah Cook	1966-08-22	—	7552284724	—	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
TPA-58215	TPA	Deborah Simpson	1939-04-23	—	—	5622 Forest Ave, Nashville, TN	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-406382	CLM	Vincent Jenkins	1960-10-26	—	5849638809	789 Oak St, Tampa, FL, 33696	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-420010	CLM	Edward W Elliott	1979-05-08	UHC-33180-88	—	2976 Park Pl, Tempe, AZ, 85230	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-403100	CLM	Ruht Black	1962-11-09	UHC-63053-46	2228050783	3100 Washington St, Plano, TX, 75023	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-409266	CLM	Edward Bishop	1986-11-16	UHC-10043-12	3099843614	8152 Lincoln Way, Chandler, AZ, 85231	0.68	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed
TPA-53740	TPA	Kenneth U Larson	1982-07-22	—	3224386680	3899 Central Ave, Tempe, AZ, 85267	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-126030	ENR	Roger T Ferguson	1960-04-12	UHC-15165-36	9527383499	4199 Church St, Glendale, AZ, 85349	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-22084	PRV	Andrew Fisher	1976-09-27	UHC-49611-17	6218418223	6348 Bayshore Dr, Tampa, FL, 33622	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51932	TPA	Brandon Salazar	1965-01-21	—	—	4338 River Rd, Mesa, AZ, 85268	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-24596	PRV	Rebecca Y Ramirez	1951-02-24	—	—	9399 Grand Ave # 848, Dallas, TX, 75223	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
CLM-431170	CLM	Paul Valdez	1957-11-17	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared

16,828 rows, page 235 of 337Previous Next