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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408919	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	7368 Desert Sky Blvd, San Antonio, TX	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-421826	CLM	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406140	CLM	Jacob Kim	1988-11-28	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC, 28224	0.58	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-404961	CLM	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-412453	CLM	Joey Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403616	CLM	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404970	CLM	Samantha Miller	1940-11-09	UHC-50684-94	—	5308 Grand Ave, Tucson, AZ, 85778	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-421264	CLM	Christian Hayes	1963-03-14	UHC-86167-37	9628231378	957 Camelback Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428910	CLM	Billy Lewis	1942-04-19	UHC-32201-16	2212731809	1864 Main St, Eden Prairie, MN, 55369	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431718	CLM	Maria M Armstrong	1955-12-24	UHC-22895-17	—	9894 Ocean Ave # 236, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-421726	CLM	Mason Garrett	2005-06-06	UHC-88787-58	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416405	CLM	Danielle Ross	1997-05-10	UHC-36430-99	—	6832 Main St, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409346	CLM	Timothy X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408723	CLM	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-416834	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-416835	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-412302	CLM	Mei Flores	1961-10-21	UHC-84637-68	4044486579	8565 Park Pl, Austin, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431978	CLM	Jeffrey Grant	1983-09-13	UHC-11675-92	—	8815 Oak St, Eden Prairie, MN, 55300	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423766	CLM	IsabelllaJunk	1952-04-22	UHC-16836-61	—	577 Willow Ct, Tempe, AZ, 85260	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412732	CLM	Amber Kennedy	1969-02-27	UHC-00983-53	6622072429	1169 Apache Blvd, Los Angeles, CA, 90098	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404736	CLM	Anna Mason	1972-01-02	UHC-45165-10	3113438828	1783 Main St, Austin, TX, 78797	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428233	CLM	Jerry Dunn	1993-02-22	UHC-45079-43	6789921657	5397 River Rd # 466, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-403211	CLM	Rebecca Phillips	1966-11-25	UHC-96782-86	5047057126	6764 Baseline Rd # 126, Seattle, WA, 98102	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-418369	CLM	Brandon Graham	1999-03-03	UHC-81812-78	2115434560	3790 River Rd # 101, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-425265	CLM	Wayne Y Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL, 33698	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426176	CLM	Jose Jordan	1947-12-06	UHC-22708-92	—	2093 Oak St # 606, Dallas, TX, 75201	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-402000	CLM	Anna UJunk	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-403636	CLM	Amy Q Caarlson	1948-11-09	UHC-63262-92	9274764991	4691 River Rd, Fresno, CA, 93780	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423461	CLM	Edward U Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave, Austin, TX, 78734	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408952	CLM	Sarah Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423149	CLM	Meagn Thompson	2007-01-06	UHC-08534-97	7453777462	9786 Union St, Orlando, FL, 32896	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401211	CLM	Deb Castro	1946-08-12	UHC-70408-64	8839312541	2479 Baseline Rd, Chandler, AZ, 85238	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427311	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	3670 Desert Sky Blvd, Mesa, AZ, 85233	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-400867	CLM	Zachary Geoge	1999-07-23	UHC-99695-66	9389999112	6658 Central Ave, Fresno, CA, 93763	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-431687	CLM	Andrew Q Marshall	1982-04-17	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-426320	CLM	Abby O Price	1964-04-17	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-416121	CLM	Henry Kennedy	1990-11-13	UHC-66605-39	9149678015	9248 Palm Dr, Sacramento, CA, 95860	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421368	CLM	Jeffrey U Baker	1984-07-10	UHC-91386-44	—	1091 Harbor Blvd, Tucson, AZ, 85727	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429125	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415698	CLM	Judy Burns	1980-12-09	UHC-13174-98	2899148205	3367 Maple Ave, Seattle, WA, 98109	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
CLM-428215	CLM	Rebecca Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd # 301, Plano, TX, 75019	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408779	CLM	Bryan S Smith	2003-10-02	UHC-11693-40	—	8664 Ridge Rd, Nashville, TN, 37207	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more

2,293 rows, page 6 of 46Previous Next