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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415148	CLM	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407861	CLM	Marilyn Hunt	2000-04-25	—	4334049923	9005 Ridge Rd, Glendale, AZ, 85391	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400699	CLM	Marc X Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA, 93786	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429398	CLM	Theresa Carter	1968-12-13	UHC-04988-64	8186483464	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410047	CLM	Pamela Z Santiago	1982-04-10	UHC-70706-81	—	8298 Ridge Rd, Charlotte, NC, 28222	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431601	CLM	Beverly Schultz	1981-07-09	—	—	627 Highland Ave, Dallas, TX, 75261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427303	CLM	Tyler P Cole	1999-01-20	—	—	2050 Indian School Rd, Minneapolis, MN, 55486	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424046	CLM	Henry Ross	1987-12-05	—	—	2139 Spring St, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409393	CLM	Mason Gracia	1938-08-04	UHC-80156-07	—	7806 Spring St, Austin, TX, 78702	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419150	CLM	Eugene Bell	1961-02-08	—	3255385731	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429943	CLM	Patrick Sanders	2005-09-06	—	—	4835 Apache Blvd, San Diego, CA, 92193	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-409231	CLM	Olivia G Ramos	1998-07-18	—	3836580335	6004 Harbor Blvd, Los Angeles, CA, 90046	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427782	CLM	Kren T Nichols	1965-04-02	—	—	87 Bayshore Dr, Scottsdale, AZ, 85258	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414108	CLM	Walter Estrada	1990-03-23	UHC-60096-29	5776742038	4182 Main St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424127	CLM	Dorothy Hayes	2007-11-07	UHC-27529-31	—	6272 Bayshore Dr, Tucson, AZ, 85729	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404159	CLM	Priya Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429939	CLM	Laurne I Johnson	1991-06-02	—	—	1441 Central Ave, Tempe, AZ, 85200	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-419810	CLM	Lawrence Smiith	1964-03-19	UHC-22685-39	—	259 Central Ave, Orlando, FL, 32877	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-417467	CLM	Alice Harper	1979-06-01	—	—	6995 Meadow Ln, Plano, TX, 75017	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-411742	CLM	Priya Tucker	1981-02-07	UHC-26060-45	—	619 Ocean Ave, Jacksonville, FL, 32248	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-423444	CLM	Larry N Salazar	1959-01-11	UHC-88293-04	6173975906	3354 Park Pl, Gilbert, AZ, 85257	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-400853	CLM	Nicholas Colemna	1945-09-10	UHC-80494-31	—	441 Washington St, Chandler, AZ, 85294	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424554	CLM	Santiago Franklin	1954-10-10	—	9599179021	6914 Oak St, Mesa, AZ, 85299	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401296	CLM	George Medina	1973-04-16	UHC-11140-35	3594854403	2311 Sunset Blvd, Seattle, WA, 98192	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409157	CLM	Steven Gilbert	1963-12-04	UHC-22739-27	—	2769 Lincoln Way, Tampa, FL, 33611	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-422321	CLM	Timothy Kelely	1963-02-22	UHC-22592-15	—	4707 Church St, Glendale, AZ, 85309	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407490	CLM	Doris G Murphy	1953-03-22	UHC-18676-02	—	9130 Lincoln Way, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-421310	CLM	Douglas Padilla	1983-05-27	UHC-70673-95	—	6987 Park Pl, Atlanta, GA, 30312	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-401335	CLM	Saa W Gomez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413670	CLM	Charles Hayes	1979-05-14	UHC-18806-91	—	4463 Park Pl, Houston, TX, 77073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422574	CLM	Samantha Reid	1944-10-26	—	6222867545	8681 River Rd, San Antonio, TX, 78273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-413053	CLM	Deborah O Godron	1941-05-26	UHC-25069-01	3398306272	6829 Ridge Rd, Houston, TX, 77007	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-403655	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	—	8901 Pine Dr, Minneapolis, MN, 55432	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411179	CLM	Jean Morrison	1942-01-18	—	8929707534	1239 Spring St, Tampa, FL, 33615	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-425116	CLM	Sean Larson	1990-01-19	—	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430469	CLM	Timoty Spencer	1995-07-19	UHC-67042-57	7169660914	8036 Lake View Rd, Eden Prairie, MN, 55314	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403005	CLM	David J Turner	2008-02-01	UHC-49519-18	—	6730 Sage Ct, Tampa, FL, 33629	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407664	CLM	Chris Bowman	1955-10-13	—	8887068209	1409 Jefferson Ave, Denver, CO, 80238	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429917	CLM	Melissa Soto	1979-06-25	UHC-47899-58	—	4356 Jefferson Ave, Fresno, CA, 93723	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
CLM-428056	CLM	Steven Matthews	1997-12-04	UHC-10194-82	9208786189	3860 Highland Ave, Phoenix, AZ, 85091	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416246	CLM	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-415417	CLM	William J Reynolds	1951-06-25	UHC-07356-49	—	8589 Harbor Blvd, Minneapolis, MN, 55449	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

2,633 rows, page 33 of 53Previous Next