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-418545	CLM	Jean Wang	1965-07-21	UHC-49440-91	—	2348 Elm St, Glendale, AZ, 85368	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-422606	CLM	Megan V Carter	1953-09-14	UHC-16129-53	—	2354 Canyon Rd, Tucson, AZ, 85771	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422172	CLM	Lori Robinson	1955-05-14	UHC-28139-43	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412779	CLM	Joshua Moreno	1994-08-02	UHC-31320-52	—	5782 Market St, Mesa, AZ, 85262	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-429206	CLM	Eric Martin	1956-08-28	UHC-27656-65	9554440435	2962 Jefferson Ave, Miami, FL, 33197	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408894	CLM	Gerald Munoz	1949-12-16	UHC-69213-94	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423838	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	6593427028	3793 Park Pl, Minneapolis, MN, 55435	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-421949	CLM	Philip O Tucker	1951-04-02	UHC-10045-77	—	8795 Spring St, Glendale, AZ, 85359	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-402011	CLM	Natalie Morgan	1993-06-07	UHC-30565-43	2799938126	902 Broadway, Tucson, AZ, 85721	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-416193	CLM	Stven O Brooks	1991-05-11	UHC-72425-74	—	6614 Camelback Rd, Tampa, FL, 33699	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422048	CLM	Carlos Campbell	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr, Austin, TX, 78762	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-413908	CLM	Loi Carter	1978-12-12	UHC-77348-46	5406338501	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406862	CLM	Kimberly Davis	2000-07-21	UHC-50056-18	6603828981	8133 Union St, Glendale, AZ, 85391	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401542	CLM	Santiiago Ford	1994-12-11	UHC-19531-20	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-431750	CLM	Maria Tran	1982-06-18	UHC-00957-09	6316433919	5726 Park Pl, Phoenix, AZ, 85061	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409587	CLM	Santiago Cole	1978-07-01	UHC-58427-78	—	6345 Valley View Dr, Phoenix, AZ, 85045	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-400372	CLM	Bobby Gilbert	2001-02-27	UHC-67259-66	—	6310 Grand Ave, Dallas, TX, 75253	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-429172	CLM	Teresa O Sism	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418645	CLM	Steven Clark	2006-02-12	UHC-49567-83	—	5715 Jefferson Ave, Glendale, AZ, 85358	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412564	CLM	Ruth Perez	2001-12-01	UHC-61188-33	—	4458 Cedar Ln, San Antonio, TX, 78257	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419383	CLM	Cathernie Hart	1964-09-20	UHC-18151-19	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413636	CLM	Teresa Walsh	1949-10-07	UHC-14924-54	8586571916	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-410902	CLM	Raymond H Duncan	1998-12-22	UHC-54666-50	2735417288	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431570	CLM	Juan C Obrien	2008-07-20	UHC-63527-62	—	1923 Elm St, Los Angeles, CA, 90045	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-409105	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-409106	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-407372	CLM	Timothy Q Howell	1992-10-18	UHC-63319-69	4155704020	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415078	CLM	Diana Morris	2008-06-09	UHC-96413-53	—	9577 Oak St, Gilbert, AZ, 85266	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411600	CLM	Sophia Myers	1966-11-22	UHC-78882-36	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406012	CLM	Gregory Bowman	1992-10-22	UHC-53041-40	5414857497	1700 Apache Blvd, Atlanta, GA, 30313	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-427370	CLM	Sophia G Rivera	1983-06-15	UHC-90624-07	—	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
CLM-420661	CLM	Robert Marshall	1969-02-23	UHC-66795-74	—	—	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-421494	CLM	Billy Welch	1988-04-12	UHC-99018-57	2977371146	2988 River Rd, Columbus, OH, 43214	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
CLM-418574	CLM	Terry J Tran	1943-01-01	UHC-88172-96	6984741248	—	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-411260	CLM	Evelyn Castro	1965-08-12	UHC-23520-64	8245544497	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408567	CLM	Vincent Pena	1945-02-06	UHC-95465-09	3683430541	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-426064	CLM	Valentina Reed	1942-04-11	UHC-49323-16	7309247309	5582 Maple Ave, San Diego, CA, 92117	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-409172	CLM	Gabriel Munoz	1938-08-21	UHC-75314-01	7786725001	1299 Indian School Rd, Glendale, AZ, 85370	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-408269	CLM	Patrick Gibson	1993-10-06	UHC-07243-35	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-432683	CLM	Natalie Lane	1981-11-12	UHC-16159-95	6955752499	8085 Meadow Ln, Nashville, TN, 37241	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-405291	CLM	Catherine Myers	1954-10-08	UHC-97566-56	—	6682 Broadway, Mesa, AZ, 85252	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-405837	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419469	CLM	Kimberly Simmons	1997-02-12	UHC-05418-33	6722663609	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426581	CLM	Natalie I Reyes	1963-03-17	UHC-20278-68	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415317	CLM	Sara K Scott	1958-06-18	UHC-06212-17	8893540383	9443 Broadway, Tempe, AZ, 85270	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-425176	CLM	James Richardson	1943-05-17	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431226	CLM	Natalie Watson	2001-10-14	UHC-72185-11	—	5729 Spring St, Seattle, WA, 98143	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422148	CLM	Kieth Jordan	1998-05-23	UHC-51305-30	—	2390 Ridge Rd, Mesa, AZ, 85264	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-407350	CLM	Nicholas Romerro	1978-12-26	UHC-10303-10	—	5771 Harbor Blvd, Denver, CO, 80215	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-403497	CLM	Jacob Chavez	1959-07-11	UHC-04401-17	3894129678	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

2,293 rows, page 41 of 46Previous Next