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-409183	CLM	Richard Mendez	1960-12-03	UHC-15987-92	—	2643 Desert Sky Blvd, Gilbert, AZ, 85235	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101255	ENR	Aaron Parker	1978-02-21	UHC-40195-45	—	4641 Palm Dr, Denver, CO	0.76	Member ID reformatted City re-cased ZIP missing Plan code upper-cased+2 more
ENR-117897	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.76	Name re-cased Member ID reformatted City re-cased ZIP missing+2 more
ENR-116904	ENR	Kathryn Lawrence	1992-05-09	UHC-50224-09	4057660111	6151 Broadway, Columbus, OH, 43227	0.76	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-112876	ENR	Pamela K Cooper	1951-09-04	UHC-77721-65	6077037757	9487 Church St, Tampa, FL, 33685	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-113198	ENR	Cynthia O Contreras	1978-03-06	UHC-50913-71	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415609	CLM	Joshua Coleman	1999-09-26	UHC-97761-78	5245278049	3148 Willow Ct, Chandler, AZ, 85286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120425	ENR	Pamela X Santiago	1980-12-17	UHC-11261-20	9189099029	3766 Palm Dr, Atlanta, GA, 30373	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118321	ENR	Anna Clark	1952-04-05	UHC-98211-28	2444950357	7111 Lincoln Way, San Diego, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-139901	ENR	Roy F Hall	1943-01-05	UHC-31782-08	4077335360	4144 Mesa Dr, Dallas, TX, 75215	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-117948	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-429021	CLM	Nancy Martin	1947-07-28	UHC-66350-74	—	7326 Highland Ave, Tempe, AZ, 85243	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123874	ENR	Valentina R Olson	1955-12-12	UHC-29563-18	4943939026	5864 Highland Ave, Houston, TX, 77048	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-130557	ENR	Charles Li	1987-12-15	UHC-11969-12	2623569623	4405 Cedar Ln, Tempe, AZ, 85253	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-29203	PRV	Jordan Brooks	1963-03-19	UHC-55414-72	7516578927	9719 Church St, Plano, TX, 75053	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106556	ENR	Raymond U Delgado	1998-07-11	UHC-90173-03	3593413835	184 Central Ave, Seattle, WA, 98147	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-123659	ENR	Noah X Vega	1942-04-12	UHC-15557-20	9832073044	1389 Spring St, Gilbert, AZ, 85235	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122191	ENR	Elijah Myers	1989-12-09	UHC-19261-88	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403839	CLM	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103700	ENR	Danielle I Ruiz	1986-03-25	UHC-31158-95	2437724978	754 Park Pl, Las Vegas, NV, 89143	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-102659	ENR	Larry Butler	1953-04-19	UHC-35192-72	5824519472	3941 Palm Dr, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-109219	ENR	Joseph Evans	1993-02-13	UHC-49441-33	—	731 Canyon Rd, Orlando, FL, 32842	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28460	PRV	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-118440	ENR	George Burton	1984-04-21	UHC-36587-41	8726721912	3557 Bayshore Dr, Miami, FL, 33147	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
ENR-100364	ENR	Angela M Bryant	1938-04-06	UHC-22165-57	—	9768 Spring St, Mesa, AZ, 85236	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108359	ENR	Megan Z Santiago	1948-05-15	UHC-27734-09	8463227078	4521 Ridge Rd, Glendale, AZ, 85384	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129899	ENR	Peter Johnson	1978-09-24	UHC-39197-64	2335824895	1545 Spring St, San Diego, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-110880	ENR	Helen S Miller	1947-08-21	UHC-02371-93	4167295976	999 Willow Ct, Tampa, FL, 33695	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127315	ENR	Elijah R Gutierrez	1966-05-09	UHC-69658-63	2325738974	8582 Washington St, San Antonio, TX, 78262	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121052	ENR	Billy R Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-113192	ENR	Elijah Grant	1988-02-25	UHC-76626-15	—	4698 Oak St, Scottsdale, AZ, 85271	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131191	ENR	Arjun X Austin	1960-03-04	UHC-84919-23	4358302251	2454 Highland Ave, Tempe, AZ, 85211	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111744	ENR	Tyler Y Nguyne	1992-11-10	UHC-08002-13	2512665547	857 Cedar Ln, Scottsdale, AZ, 85266	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-403999	CLM	Amber Richards	1978-07-21	UHC-43880-34	7769510980	7473 Willow Ct, Columbus, OH, 43218	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110982	ENR	Valentina B Hunter	1996-08-09	UHC-81524-61	7874606518	6551 Oak St, Chandler, AZ, 85291	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55874	TPA	Marcus Whte	1984-02-10	UHC-00927-15	8558303111	3172 Main St, Scottsdale, AZ, 85299	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426357	CLM	Juan Williamson	1956-04-04	UHC-85093-20	9003655053	8463 Valley View Dr, Denver, CO, 80253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128557	ENR	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138129	ENR	Margaret Vasquez	1946-06-20	UHC-54000-11	6319263839	5246 Sage Ct, Charlotte, NC, 28232	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-101606	ENR	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112228	ENR	Juan Hoffman	2000-10-05	UHC-66382-01	—	2964 Desert Sky Blvd, Denver, CO, 80240	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-63710	TPA	Deniel Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave # 518, Columbus, OH, 43222	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-134946	ENR	Dorothy H Vega	2008-07-13	UHC-98464-33	9195000350	7754 Lake View Rd, Miami, FL, 33181	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140633	ENR	Deborah B Hughes	1956-01-10	UHC-56499-04	8689929527	7923 Lake View Rd, San Antonio, TX, 78224	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134144	ENR	Stteve F Hayes	1945-12-03	UHC-41332-96	—	4298 Union St, Eden Prairie, MN, 55331	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120391	ENR	Jack M Barnes	1979-04-24	UHC-75054-56	7666769332	3185 Washington St, Las Vegas, NV	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104296	ENR	Judy Harvey	1961-05-25	UHC-36773-55	9042981881	6205 Highland Ave, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-425497	CLM	Stephen Cox	1959-07-01	UHC-59464-99	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,723 rows, page 84 of 155Previous Next