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

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411504	CLM	Jeffrey Valdez	1998-02-08	UHC-15233-48	—	5176 Baseline Rd, Atlanta, GA, 30310	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-413859	CLM	Jose Adams	1938-05-09	—	—	8059 Elm St, Columbus, OH, 43246	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-409781	CLM	Joshua M Diaz	1983-01-17	UHC-62814-55	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426088	CLM	Scott Gardner	1973-09-10	UHC-41805-67	—	7087 Ridge Rd, Glendale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-424804	CLM	Fatima Ford	1971-04-08	—	—	5826 Pine Dr, Mesa, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-415552	CLM	Gregory Howard	1941-03-20	UHC-16734-85	—	101 Main St Apt 34, Tucson, AZ, 85777	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-404706	CLM	Aisha Robinson	—	UHC-54963-89	—	9227 Canyon Rd, Chandler, AZ, 85251	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-419192	CLM	Joan Burton	1996-12-17	UHC-29497-54	—	4143 River Rd, Denver, CO, 80253	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-423104	CLM	Megan Rios	1951-04-03	—	—	9068 Central Ave, Atlanta, GA, 30361	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-400062	CLM	Christian Ruz	—	UHC-95544-56	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-426662	CLM	Debra T Lee	1995-07-27	UHC-67515-75	—	8651 Jefferson Ave, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-407447	CLM	Joseph King	1982-12-04	UHC-46651-11	—	9130 Broadway, Jacksonville, FL, 32290	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-407343	CLM	Douglas James	1943-06-02	UHC-64300-08	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-432738	CLM	Ana Gutierrez	1971-09-20	UHC-10479-88	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-416287	CLM	Bryan Gonzales	1982-09-28	UHC-98234-91	4257360730	—	0.82	Name re-cased SSN last four extracted Whitespace trimmed
CLM-414925	CLM	Ann Adams	1983-01-10	UHC-99901-62	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-401022	CLM	Margaret Powell	1987-06-01	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-428249	CLM	Mark Ferguson	2006-06-06	—	—	8257 Indian School Rd, Tampa, FL, 33606	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-418949	CLM	Eugene Fields	1946-04-17	—	—	8134 Valley View Dr, Columbus, OH, 43232	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-403690	CLM	Dennis G Gardner	1975-09-27	—	—	3984 Pine Dr # 834, Dallas, TX, 75241	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-410252	CLM	David Wheeler	1980-07-27	—	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-424750	CLM	Julia Murphy	2005-01-03	UHC-12257-62	6847912313	752 Palm Dr, Scottsdale, AZ, 85274	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
CLM-418729	CLM	Juile Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd, San Antonio, TX, 78208	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-401764	CLM	Walter Wang	—	UHC-97777-83	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-406650	CLM	Walter Patel	2005-07-01	—	—	6868 Maple Ave, Phoenix, AZ, 85063	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-401721	CLM	Catherine Graham	1947-02-08	UHC-44692-74	5778719451	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-411889	CLM	Dylan Esipnoza	1971-05-12	UHC-73048-76	—	6787 Willow Ct, Tampa, FL, 33685	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-407818	CLM	Hiroshi Ryan	1940-05-02	UHC-40939-18	6475535353	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-417137	CLM	Christine Davis	1968-04-16	—	9487277411	5608 Lincoln Way # 763, Dallas, TX, 75252	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-411985	CLM	Aisha Bradley	1939-02-03	—	—	2403 Washington St, Minneapolis, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-400651	CLM	Arjun Lucas	—	—	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-430628	CLM	Barbara Stevens	—	UHC-77280-77	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-429139	CLM	Fatima Payne	1984-11-02	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-420391	CLM	Laura Smith	2008-02-11	UHC-97695-33	—	123 Ridge Rd Apt 13, Eden Prairie, MN, 55365	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-420111	CLM	Daniel Greene	2007-02-23	—	—	6597 Cedar Ln, Houston, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-410764	CLM	Brittany Fowler	1948-04-11	UHC-05869-27	—	4303 Lake View Rd, San Antonio, TX, 78274	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-426495	CLM	Ethan Foster	1941-08-06	UHC-36897-68	—	7698 Lincoln Way # 465, Minneapolis, MN, 55426	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-423095	CLM	Alan X Gibson	1958-08-25	UHC-17762-84	—	4425 Ridge Rd, San Diego, CA, 92195	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-415170	CLM	Paul Garza	1980-09-17	UHC-63984-52	—	9746 Forest Ave, Austin, TX, 78724	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
CLM-425127	CLM	Josh Gray	1994-04-12	UHC-40679-05	—	1373 Lincoln Way # 117, Sacramento, CA, 95872	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-421975	CLM	Thomas Wheeler	1951-03-02	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-400350	CLM	Bruce Henry	2001-02-18	UHC-59684-25	—	415 Palm Dr, Nashville, TN, 37202	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-424067	CLM	Patricia Russ	1949-05-22	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-423467	CLM	Amy Jenkins	1970-03-01	UHC-40298-28	—	5235 Bayshore Dr, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-431352	CLM	Frances Jacobs	1971-04-06	—	—	2941 Pine Dr, Mesa, AZ, 85299	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424689	CLM	George Wright	1952-09-05	—	—	7428 Spring St, Houston, TX, 77069	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-427193	CLM	Carol Murray	1967-04-06	UHC-75188-27	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424225	CLM	Jesse Gray	1985-11-06	—	—	1014 Desert Sky Blvd, San Antonio, TX, 78239	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-400646	CLM	Debra M Ortiz	1977-11-15	UHC-42847-74	—	2295 Highland Ave, San Antonio, TX, 78205	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-417784	CLM	Jordan Mitchell	1999-01-13	UHC-41287-90	—	882 Lake View Rd # 630, Dallas, TX, 75281	0.82	Name re-cased Unit split from street Placeholder values cleared

13,120 rows, page 184 of 263Previous Next