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

Third-party administrator, 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
TPA-58858	TPA	Kimberly Reynolds	1995-06-10	UHC-53253-11	8079070095	5724 Elm St, Austin, TX, 78741	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
TPA-58289	TPA	Willie Walsh	1986-02-01	UHC-20447-25	—	408 Sage Ct, Scottsdale, AZ, 85249	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-63573	TPA	Diego Weaver	1970-08-19	UHC-97229-55	4447441769	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-57778	TPA	Ashley Montgomery	1948-10-22	UHC-77256-81	9675824786	8839 Broadway, Minneapolis, MN, 55439	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-59463	TPA	Maria Garcia	1981-09-10	UHC-26872-43	6287714238	3787 Mountain View Dr, Houston, TX, 77048	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-56354	TPA	Aaron Harris	1968-02-17	UHC-65969-21	—	422 Park Pl, Scottsdale, AZ, 85211	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
TPA-53210	TPA	Bryan Bradley	1941-10-26	UHC-11645-27	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-52021	TPA	Linda Gomez	1994-04-14	UHC-48209-83	—	8638 River Rd, Jacksonville, FL, 32251	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
TPA-50733	TPA	Carl King	1958-02-06	UHC-56378-01	—	6441 Mesa Dr, Houston, TX, 77050	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-50215	TPA	Martha Parker	1981-02-15	UHC-19603-97	6026444202	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-50197	TPA	Debra Davis	1986-02-13	UHC-91305-53	—	1252 Church St, Orlando, FL, 32862	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-62721	TPA	Rebecca G Fox	2000-12-04	UHC-05601-41	—	7732 Harbor Blvd, Eden Prairie, MN, 55371	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
TPA-54761	TPA	Jacqueline Flores	1939-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-54916	TPA	Madison I Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd, Scottsdale, AZ, 85251	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-61746	TPA	Bradley B Padilla	1961-04-03	UHC-12439-31	—	2055 Mesa Dr, Tempe, AZ, 85206	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-55519	TPA	Jason E Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
TPA-57832	TPA	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-57692	TPA	Ahmed Hudosn	1963-04-04	UHC-89402-89	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-50172	TPA	Ralph Elliott	1993-06-26	UHC-06749-67	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-50148	TPA	Aisha Henry	2005-07-22	UHC-56044-79	2469615696	2707 Market St, San Antonio, TX, 78268	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
TPA-62782	TPA	Donald Cooper	1989-03-11	UHC-62188-44	5756987106	4619 Central Ave, Los Angeles, CA, 90000	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
TPA-63611	TPA	Martha Ruiz	1948-04-01	UHC-79278-09	—	5670 Main St, Eden Prairie, MN, 55372	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-54018	TPA	Patricia Carpenter	1953-12-18	UHC-50496-96	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-54271	TPA	Matthew Jones	2002-04-11	UHC-71563-08	—	5855 Broadway, Austin, TX, 78700	0.94	Member ID reformatted City re-cased Placeholder values cleared
TPA-62275	TPA	Samuel Yang	1982-10-08	UHC-03605-29	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-53523	TPA	Kate Frod	1939-07-16	UHC-11119-53	—	9302 Main St, Tucson, AZ, 85720	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-57783	TPA	Jasno L Austin	1986-11-16	UHC-01733-48	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-59191	TPA	Patrick Q Henderson	1968-09-17	UHC-63091-04	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-63184	TPA	Jason Ortega	1996-12-07	UHC-48110-72	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-58175	TPA	Roy Simpson	1956-07-16	UHC-12089-16	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-59542	TPA	Larry Mendez	1941-10-16	UHC-28324-36	—	—	0.94	Member ID reformatted Email lower-cased Placeholder values cleared
TPA-55495	TPA	Kathy Salazar	1988-03-07	UHC-62432-29	5826762980	9564 Lincoln Way, Mesa, AZ, 85203	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-61578	TPA	Dylan Maldonado	1994-07-14	UHC-83801-46	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-64463	TPA	Valentina Garrett	1946-08-06	UHC-90419-92	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-53116	TPA	Sarah Bryant	1943-10-16	UHC-10170-91	—	3900 Meadow Ln, Mesa, AZ, 85253	0.96	Member ID reformatted Placeholder values cleared
TPA-61002	TPA	Angela Carpenter	1990-07-20	UHC-21076-40	—	4829 Jefferson Ave, Austin, TX, 78752	0.96	Member ID reformatted Placeholder values cleared
TPA-51428	TPA	Jacob Larson	1956-04-26	UHC-52805-48	4215827082	—	0.96	Member ID reformatted Placeholder values cleared
TPA-59471	TPA	Christian Mendez	1983-12-11	UHC-32156-74	—	9346 Market St, Tucson, AZ, 85710	0.96	Member ID reformatted Placeholder values cleared
TPA-51781	TPA	Sean Allen	1993-09-14	UHC-37430-07	—	1226 Willow Ct, Los Angeles, CA, 90091	0.96	Member ID reformatted Email lower-cased
TPA-58045	TPA	Virginia Gilbert	1993-01-02	UHC-53698-80	—	1426 Broadway, Fresno, CA, 93706	0.96	Member ID reformatted Placeholder values cleared
TPA-52276	TPA	Joe Cook	1938-06-26	UHC-94709-46	—	—	0.96	Member ID reformatted Placeholder values cleared
TPA-61794	TPA	Jessica Burns	1957-03-03	UHC-46307-71	—	7840 Desert Sky Blvd, Scottsdale, AZ, 85211	0.96	Member ID reformatted Placeholder values cleared
TPA-57623	TPA	Carolyn Gutierrez	1948-06-25	UHC-61047-79	8753951746	4424 Church St, Seattle, WA, 98189	0.96	Member ID reformatted Placeholder values cleared
TPA-58792	TPA	Valentina Matthews	1997-01-27	UHC-48680-26	—	—	0.96	Member ID reformatted Placeholder values cleared
TPA-63861	TPA	Rachel Gordon	1973-01-27	UHC-47143-30	—	—	0.96	Member ID reformatted Placeholder values cleared

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