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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119488	ENR	Isabella U Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd # 188, Tempe, AZ, 85238	0.44	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-116127	ENR	Juie Sullivan	1979-09-27	UHC-95420-85	—	5655 Union St, Las Vegas, NV	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-115545	ENR	Ethan Kennedy	—	UHC-94235-35	3559499214	2663 Hillcrest Rd # 756, Mesa, AZ, 85297	0.44	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+6 more
ENR-100688	ENR	Martha B Parker	—	UHC-19603-97	6026444202	9366 Maple Ave Apt 24, Eden Prairie, MN, 55321	0.44	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-120316	ENR	Cynthia Alvarez	1953-07-13	UHC-21356-89	8032261633	1555 Lake View Rd, Scottsdale, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-120279	ENR	Scott Guzman	1989-02-04	UHC-03230-14	3716428266	2262 Cedar Ln, Tampa, FL	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-128740	ENR	VincentJunk	1990-12-24	UHC-51856-42	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117815	ENR	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St # 237, Denver, CO, 80218	0.44	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-105153	ENR	Timothy H Rivera	1946-03-08	UHC-26841-12	9212725890	5323 Canyon Rd, Scottsdale, AZ, 85236	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-129154	ENR	Joseph M Daniiels	1995-07-13	UHC-26322-25	8167990088	9477 Bayshore Dr, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-124415	ENR	Ashley E Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN, 55320	0.44	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-135864	ENR	Emily C Dominguez	1985-10-01	UHC-30743-93	5233103106	4578 Pine Dr, Jacksonville, FL, 32253	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-115925	ENR	Patricia B Kim	1998-05-23	UHC-30627-19	5126885251	3503 Elm St # 816, Columbus, OH, 43251	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-107898	ENR	Ray U Ruiz	1949-08-14	UHC-95302-67	2634070107	4347 Camelback Rd Apt 28, Tempe, AZ, 85245	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-135689	ENR	Maria G Stone	1953-02-23	UHC-66345-90	6979797447	3800 Sage Ct # 456, Sacramento, CA, 95814	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-134675	ENR	Nancy Sims	2000-10-07	UHC-83909-97	7729925748	8212 Market St Apt 7, Seattle, WA	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-124209	ENR	Brittany Ferguson	1960-11-14	UHC-34165-52	2619062973	8443 Valley View Dr, Fresno, CA, 93729	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-127264	ENR	Carol X Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-106041	ENR	Amber White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-116462	ENR	Lauren G Holmes	1992-02-16	UHC-98314-28	2107885949	8144 Camelback Rd, Austin, TX, 78749	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119401	ENR	Sophia P Dunn	1968-06-01	—	3682036313	3089 Grand Ave # 798, Miami, FL, 33123	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128529	ENR	Jacqueline Stone	1970-04-24	UHC-69765-49	8124567795	607 Apache Blvd, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138630	ENR	Kevin Mills	1948-08-03	UHC-92487-72	6254216797	7712 Mountain View Dr # 836, Scottsdale, AZ, 85209	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103640	ENR	Theresa M Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-127999	ENR	Alan Lynch	1993-06-03	—	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-130771	ENR	Pamla Y Hunt	2001-10-27	UHC-01030-03	8318026467	8873 River Rd, Plano, TX, 75042	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-107224	ENR	Sandra E Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-114125	ENR	Alice A McDonald	1963-06-01	UHC-51908-02	9589190958	4905 Jefferson Ave, Tucson, AZ, 85722	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-131356	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave # 686, Tampa, FL, 33680	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-125315	ENR	Mari O Campbell	1986-11-08	UHC-54075-92	2086846093	3520 Lincoln Way, Charlotte, NC, 28219	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-119598	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-119597	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-102299	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-128634	ENR	Haroold Rivera	1954-10-21	UHC-92156-95	6767250850	2799 Cedar Ln # 734, Orlando, FL, 32849	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-134939	ENR	Willie Franklin	1974-09-24	UHC-39455-06	—	5953 Bayshore Dr, Dallas, TX, 75226	0.46	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+5 more
ENR-108846	ENR	Carl Owens	2001-01-10	UHC-24250-02	8243071686	1298 Forest Ave, Minneapolis, MN	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111637	ENR	—Junk	1981-08-16	UHC-81108-80	8174093848	2178 Apache Blvd # 803, Eden Prairie, MN, 55348	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-140915	ENR	Donald D Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St, San Antonio, TX	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138859	ENR	Robert W Jacobs	1971-01-14	UHC-66748-29	5938408570	7254 Central Ave, Atlanta, GA, 30335	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-122842	ENR	Bryan Gordon	—	UHC-04003-37	7232021397	1344 Ocean Ave, Glendale, AZ, 85326	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-107731	ENR	Camila A Perkins	1961-05-20	UHC-07700-45	4719038136	6104 Spring St, Scottsdale, AZ, 85222	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-114943	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-114942	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-117208	ENR	Heather Reyes	1945-01-26	UHC-65077-06	7025427306	786 Sunset Blvd, Atlanta, GA, 30351	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119233	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave, Houston, TX, 77030	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-109316	ENR	Jackie Gray	—	UHC-83000-12	3257914314	5307 Baseline Rd, Denver, CO, 80263	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-113200	ENR	Teresa Santos	1959-12-22	UHC-28319-23	9576359236	194 Oak St, Dallas, TX, 75256	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133966	ENR	Katherine King	1947-06-28	UHC-21776-91	2332893316	339 Church St, Dallas, TX, 75243	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more

26,564 rows, page 21 of 532Previous Next