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-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141187	ENR	Heather N Reid	1993-03-26	UHC-36200-07	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101586	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101585	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135486	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103155	ENR	Hlen Rios	1964-12-02	UHC-06308-99	4718544729	4173 Ocean Ave, Columbus, OH, 43219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123740	ENR	Bryan C Ryan	1949-05-02	UHC-95424-62	5319694436	991 Grand Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-115492	ENR	Omar O Simppson	1999-11-26	UHC-59095-99	3475638475	7949 Central Ave, Charlotte, NC, 28273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123305	ENR	Vincent Jacobs	1999-09-07	UHC-69484-81	2264674918	4581 Ocean Ave, Nashville, TN, 37229	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127409	ENR	Jeremy Y Barnes	1988-02-13	UHC-66920-30	2072481591	3426 Market St, San Antonio, TX, 78238	0.64	Two-digit birth year Phone reformatted SSN last four extracted City re-cased+2 more
ENR-140584	ENR	Valentina Reid	1965-04-06	UHC-92970-85	6779096548	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-104078	ENR	Yuki Morrison	1972-06-13	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138822	ENR	Marcus K Russell	—	UHC-96252-01	7084628688	3158 Jefferson Ave, Tampa, FL, 33688	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128377	ENR	Janice Fox	1953-01-27	UHC-33647-05	4982815092	3828 Meadow Ln, Nashville, TN, 37207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113763	ENR	Carolyn C Price	2005-12-07	UHC-98537-14	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131032	ENR	Terry G Bishop	1994-02-15	UHC-02714-33	6156223904	6872 Church St, Austin, TX, 78741	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106063	ENR	Deborah Vazquez	2002-04-08	UHC-47652-65	9415419807	7172 Bayshore Dr, Tucson, AZ, 85785	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102429	ENR	Brenda Trner	1992-07-09	UHC-73778-21	8205075819	9071 Bayshore Dr, Eden Prairie, MN, 55346	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102664	ENR	Thomas V Johnston	1982-02-16	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105057	ENR	Ahmed D Morris	1994-02-09	UHC-46601-86	6163059632	2498 Oak St, Charlotte, NC, 28281	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109197	ENR	Dennis J Baker	1967-07-16	UHC-24430-47	6542482250	4332 Jefferson Ave, Orlando, FL, 32882	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136121	ENR	Marilyn Y George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134361	ENR	Hannah Martinez	1944-05-13	UHC-52664-14	—	6560 Lincoln Way, San Diego, CA, 92159	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124718	ENR	Bobby W Rodriguez	1940-03-22	UHC-05374-77	—	9029 Main St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132854	ENR	Marilyn Hunt	1941-12-14	UHC-10199-34	—	9381 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-103701	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103702	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138351	ENR	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-136646	ENR	Marilyn H Lynch	1971-07-02	UHC-71293-82	7913156564	8726 Washington St, Columbus, OH, 43222	0.64	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-134732	ENR	Bran Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122148	ENR	Sophia Watkins	1947-12-21	UHC-75455-64	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-128724	ENR	Brenda Henry	1982-05-17	UHC-49567-69	3468753213	62 Ridge Rd, Los Angeles, CA, 90069	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130561	ENR	Deborah M Clark	1985-04-10	UHC-43310-10	2334145134	1310 River Rd Apt 38, Fresno, CA, 93750	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141403	ENR	Christina X Rios	1973-07-13	UHC-96267-36	7035855466	4772 Main St, San Antonio, TX	0.64	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-104335	ENR	Lawrence M Bure	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-139139	ENR	Eric U Willsi	1956-05-07	UHC-18969-07	4484409971	1367 Ridge Rd, Las Vegas, NV, 89151	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124508	ENR	Denniis Tran	2002-06-18	UHC-56298-27	5114924669	2865 Highland Ave, Phoenix, AZ, 85088	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 53 of 169Previous Next