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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403737	CLM	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-410269	CLM	Rebecca Elliott	1951-07-04	UHC-15131-53	—	1001 Lincoln Way, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-418196	CLM	Jake Little	1952-04-05	UHC-83659-74	3375392416	6539 Broadway, Phoenix, AZ	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
CLM-407004	CLM	Deborah Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-408576	CLM	Marilyn H Nichols	1944-03-06	—	2109932813	5511 Baseline Rd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-422366	CLM	Mary Dunn	2006-01-08	UHC-29729-74	—	7093 Mountain View Dr, Tampa, FL	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-406176	CLM	Denny Davis	1995-02-16	UHC-45986-39	—	1031 Jefferson Ave, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
CLM-412433	CLM	Alice Henry	1942-11-22	—	3186401988	4514 Indian School Rd, Denver, CO	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-417272	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-432245	CLM	Frak Alen	1974-11-07	UHC-03524-51	6138829522	3277 Baseline Rd, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-413241	CLM	Lisa Mendez	1953-09-05	UHC-19854-24	5005642611	9253 Jefferson Ave, San Diego, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-409512	CLM	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-401938	CLM	Katherine Montgomery	1996-08-07	—	9325545090	6855 Sunset Blvd, Tempe, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-431992	CLM	Eily N Coleman	1989-07-05	UHC-34875-70	4516399546	6077 Highland Ave, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-421163	CLM	Elijah Carlson	1990-07-25	UHC-45667-50	6164011340	7199 Broadway, Miami, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-420577	CLM	Willie Daniels	2006-11-01	UHC-73258-28	2929570764	604 Broadway, San Antonio, TX	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-427861	CLM	Mariana Perez	1994-09-22	—	6747055863	4020 Meadow Ln, San Diego, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-401298	CLM	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-415386	CLM	Sara Wlech	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
CLM-430511	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-422828	CLM	Camila Larson	1954-08-12	UHC-67351-26	—	9175 Maple Ave, Nashville, TN	0.78	City re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-410172	CLM	Romero Katherine	1960-05-18	—	9134558005	1998 Spring St, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-429869	CLM	Austin Contreras	1941-12-19	—	2887922714	7460 Canyon Rd, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-408410	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-406486	CLM	Ralph Schultz	1980-08-17	—	—	8278 Elm St, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-400590	CLM	Kathleen Le	1997-11-22	—	7797794064	4502 Pine Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407448	CLM	Joseph C Kng	1982-12-04	UHC-46651-11	—	9130 Broadway, Jacksonville, FL	0.78	Date of birth reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-408559	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	4309762568	7374 Lake View Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-410373	CLM	Stephen Z Singh	1943-03-25	UHC-40288-91	—	1488 Canyon Rd, Fresno, CA	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-427382	CLM	Stephanie Bennett	1990-02-04	—	3279715548	9669 Maple Ave, Glendale, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-406384	CLM	Vincent Jenkins	1960-10-26	UHC-91130-49	—	789 Oak St, Tampa, FL	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
CLM-417358	CLM	Billy Edwrds	1985-12-05	UHC-09876-01	—	5729 Camelback Rd, Tempe, AZ	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
CLM-425429	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	420 Hillcrest Rd, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+1 more
CLM-403791	CLM	William O Ward	1984-05-17	UHC-96074-07	7434220103	5716 Mountain View Dr, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
CLM-425433	CLM	Diego Carr	1967-11-21	UHC-28046-62	3638781836	8252 Sunset Blvd, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-417822	CLM	Aisha B Nguyen	1985-06-09	—	—	6265 Elm St, Chandler, AZ	0.78	Name re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-426069	CLM	Alexander Marquez	1978-08-01	UHC-84217-49	—	8121 Park Pl, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-421329	CLM	Rebecca Mitchell	1963-12-03	—	6237979279	8905 Canyon Rd, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-409893	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC	0.78	Name re-cased City re-cased State code upper-cased ZIP missing+1 more
CLM-412804	CLM	Jesse H Stevens	1992-11-10	—	5224321924	2642 Harbor Blvd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-413018	CLM	Juan Guerrero	1963-05-04	UHC-70320-01	9588018924	7648 Broadway, Atlanta, GA	0.78	Name re-cased Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430756	CLM	Jerry Knight	1993-08-06	—	5025207306	2251 Forest Ave, Los Angeles, CA	0.78	Phone reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-401621	CLM	Diana Rice	2002-10-03	UHC-58756-45	5177671526	4811 Maple Ave, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-419414	CLM	Charlotte Weebr	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-401097	CLM	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-420035	CLM	Bobby Butler	2008-11-09	UHC-08110-05	—	7923 Ridge Rd, Fresno, CA	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-419278	CLM	Mason Cunningham	1994-06-09	UHC-61288-67	7495032429	5701 Apache Blvd, San Diego, CA	0.78	Name re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-432820	CLM	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-421430	CLM	Robert Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406192	CLM	Fatima Perkins	1992-04-14	UHC-00138-75	—	107 Central Ave, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more

2,072 rows, page 35 of 42Previous Next