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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-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-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-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-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-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-107316	ENR	Jack V Bowman	1974-02-24	UHC-76339-06	—	6010 Broadway, Plano, TX, 75013	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+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-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
ENR-139448	ENR	Harold Lewis	1983-03-15	UHC-81818-96	4272662732	6789 Elm St Apt 9, Atlanta, GA, 30321	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-110421	ENR	Tyler Oliver	1988-04-04	UHC-80744-56	2365774009	3506 Lincoln Way, San Diego, CA, 92139	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105544	ENR	Sofia Lawrence	1986-02-24	UHC-75151-15	8696347169	2571 Bayshore Dr, Seattle, WA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109723	ENR	Natlie Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd # 137, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139181	ENR	Pat H Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140343	ENR	Julie A George	1961-08-14	UHC-62078-43	8996242498	5628 Mountain View Dr, Seattle, WA, 98119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105551	ENR	Logan Q Mendoza	1997-07-19	UHC-83159-66	3264563054	5812 Jefferson Ave, Tucson, AZ, 85728	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-123489	ENR	Kelly K Park	2003-01-04	UHC-31870-54	2154662801	2146 Willow Ct, Jacksonville, FL, 32278	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113903	ENR	Nathan M Wilson	2007-10-13	UHC-55606-82	8825889225	8326 River Rd # 910, Miami, FL	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-118480	ENR	Debra J Elliott	—	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-119326	ENR	Evelyn Burns	1991-10-17	UHC-64453-70	—	4461 Spring St, Tampa, FL, 33671	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-120123	ENR	Amy F Baker	1967-05-15	UHC-44725-60	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123941	ENR	Grace P Kim	1952-04-02	UHC-89018-09	4764590477	2766 Sage Ct, Denver, CO	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-108228	ENR	Shirley V Watson	1942-01-18	UHC-42611-87	—	5102 Main St, Austin, TX, 78707	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-138119	ENR	Natalie Kim	1997-01-07	UHC-69045-49	4997363276	9655 Cedar Ln # 327, Phoenix, AZ, 85081	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-111914	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH, 43290	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-118764	ENR	Jeremy J Ortega	2002-08-07	UHC-18231-87	3009812935	4675 Indian School Rd, Charlotte, NC, 28278	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139950	ENR	Brandon M Hamilton	1965-04-13	UHC-11844-80	6679283938	8869 Mountain View Dr, Tucson, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113079	ENR	Katherine B Larson	1972-09-17	UHC-24304-50	4912407045	4444 Main St, Los Angeles, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123016	ENR	Melissa Hart	1959-12-19	—	5719269051	1003 Apache Blvd, San Diego, CA, 92175	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124183	ENR	Santiago Z Dominguez	1963-04-09	UHC-05052-57	5992637780	9297 Forest Ave, Dallas, TX, 75214	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-113586	ENR	Julia S Nguyen	1969-11-02	UHC-27419-79	4658031478	5776 Meadow Ln Apt 20, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-129468	ENR	Tyler M Mason	—	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.46	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-127727	ENR	Katherine V Wagner	1962-05-06	UHC-22531-13	7622018414	1301 Ocean Ave, Columbus, OH, 43273	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136373	ENR	Doris X James	1957-05-03	—	5085601226	1527 Elm St, Plano, TX, 75087	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-134771	ENR	Alan Smith	2004-11-04	UHC-62253-64	9226668786	8017 Highland Ave, Glendale, AZ, 85346	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-137757	ENR	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120615	ENR	Samantha Z Dunn	1938-03-25	UHC-02275-68	3393534169	627 Lake View Rd # 972, Tempe, AZ, 85298	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127192	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more

16,916 rows, page 8 of 339Previous Next