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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411676	CLM	Grace Gumzan	1982-12-19	UHC-39682-17	7566431855	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-134334	ENR	Roy Chn	1966-08-24	UHC-64229-58	7483571501	6546 Mountain View Dr, Charlotte, NC, 28219	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412311	CLM	Logan T Salazar	2007-03-09	UHC-81920-75	—	4954 Union St, Charlotte, NC, 28266	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108668	ENR	Anthony D Collins	1966-02-19	UHC-59860-58	5729525310	1720 Pine Dr, Charlotte, NC, 28251	0.92	Name re-cased Member ID reformatted Plan code upper-cased Whitespace trimmed
CLM-427976	CLM	Aisha Peterson	1978-04-07	UHC-50378-82	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-424919	CLM	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129305	ENR	Aaron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
ENR-129304	ENR	Aaron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
CLM-427296	CLM	Jeremy West	1938-07-24	UHC-33653-23	4207577384	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
TPA-52021	TPA	Linda Gomez	1994-04-14	UHC-48209-83	—	8638 River Rd, Jacksonville, FL, 32251	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-402265	CLM	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415188	CLM	Dennis G Carteer	1993-05-11	UHC-04709-16	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-22620	PRV	Srah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
CLM-415044	CLM	Mei Harvey	1985-04-19	UHC-52374-70	—	7910 Cedar Ln, Houston, TX, 77043	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-111478	ENR	John D Maldonado	1993-03-17	UHC-79682-77	4346309860	5787 Apache Blvd, Seattle, WA, 98128	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
TPA-50733	TPA	Carl King	1958-02-06	UHC-56378-01	—	6441 Mesa Dr, Houston, TX, 77050	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418469	CLM	Garrett Nicholas	1987-02-16	UHC-58324-10	8963032558	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-116892	ENR	Christian W Lane	1971-03-19	UHC-37625-22	9039419029	5676 Meadow Ln, Jacksonville, FL, 32260	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-104881	ENR	Sean Adams	1957-08-23	UHC-18240-24	6329095427	2419 Church St, Miami, FL, 33161	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-135593	ENR	Margaret Foster	1950-06-28	UHC-01099-35	2879218901	9550 Highland Ave, Phoenix, AZ, 85045	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-108481	ENR	Janet J Graham	1983-01-19	UHC-75101-36	3137438394	7821 Ridge Rd, San Diego, CA, 92145	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
CLM-427608	CLM	Andrea Rivera	1978-04-11	UHC-61214-06	7514859454	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103459	ENR	George E Payne	1956-06-13	UHC-76291-49	2686075777	2880 Union St, Austin, TX, 78767	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-414427	CLM	Willie P Barens	1986-01-11	UHC-72052-81	4753052583	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-405689	CLM	Ruth Z Hanson	1985-06-06	UHC-73022-03	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406747	CLM	Kelly Ellis	1950-09-14	UHC-35241-11	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-406748	CLM	Kelly Ellis	1950-09-14	UHC-35241-11	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-137312	ENR	Teresa Spencer	1995-05-10	UHC-23682-43	4966736664	5215 Grand Ave, San Diego, CA, 92120	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
PRV-20174	PRV	Brandon Bryant	1980-12-13	UHC-78047-95	9533400231	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-419146	CLM	Diego Reynolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428190	CLM	Rebecca Campbell	1938-06-11	UHC-89802-47	5877750928	7151 Church St, Austin, TX, 78776	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-100198	ENR	Philip S Santos	1947-01-20	UHC-90436-31	3833134107	5673 Broadway, Austin, TX, 78761	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-127738	ENR	Nancy Stone	1969-05-05	UHC-66081-42	3677763830	1681 Lincoln Way, San Diego, CA, 92108	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
CLM-430952	CLM	Raymond L Robinson	1994-09-08	UHC-23437-72	—	8665 Bayshore Dr, Denver, CO, 80298	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
ENR-113808	ENR	Lcuia H Watson	1976-09-28	UHC-44470-52	5326763495	2545 Oak St, Tempe, AZ, 85265	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
CLM-432109	CLM	Joan Kelly	2000-02-05	UHC-83052-16	—	3036 Washington St, Gilbert, AZ, 85208	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-432110	CLM	Joan Kelly	2000-02-05	UHC-83052-16	—	3036 Washington St, Gilbert, AZ, 85208	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-106401	ENR	Joyce Wright	1966-01-14	UHC-51313-76	3668917778	3396 Elm St, Eden Prairie, MN, 55372	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
TPA-50215	TPA	Martha Parker	1981-02-15	UHC-19603-97	6026444202	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-115684	ENR	Ethan B Armstrong	1970-12-08	UHC-37037-49	5624965576	8528 Cedar Ln, Seattle, WA, 98182	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-118355	ENR	Elijah I Taylor	1986-04-15	UHC-61760-09	3363689075	5130 Highland Ave, Dallas, TX, 75270	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-117103	ENR	Michael U George	1997-12-10	UHC-99535-98	6969218894	499 Sunset Blvd, Los Angeles, CA, 90091	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131383	ENR	Amanda Hansen	1965-07-06	UHC-59930-97	—	9414 Sunset Blvd, Glendale, AZ, 85322	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419793	CLM	Larry C McCoy	2005-05-04	UHC-27497-72	—	9155 Indian School Rd, Miami, FL, 33149	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-129273	ENR	Ethan J Oliver	1938-11-05	UHC-62085-27	2193289700	646 Ridge Rd, Sacramento, CA, 95800	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
CLM-404607	CLM	Kenneth Jordan	1963-09-22	UHC-39698-67	—	3273 Canyon Rd, Minneapolis, MN, 55437	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-126699	ENR	Tyler Mendez	1984-07-19	UHC-76563-32	3425592286	8168 Church St, Tampa, FL, 33604	0.92	Name re-cased Phone reformatted Member ID reformatted State code upper-cased
ENR-105420	ENR	Ralph E Pierce	1979-03-18	UHC-14332-62	5542928664	1005 Broadway, Gilbert, AZ, 85278	0.92	Member ID reformatted City re-cased Email lower-cased Whitespace trimmed
CLM-409162	CLM	Nicolle Carter	1978-02-06	UHC-16666-12	2922199419	5698 Grand Ave, Houston, TX, 77048	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-419838	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 138 of 155Previous Next