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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51931	TPA	Hannah Pierce	1997-06-26	—	—	340 Indian School Rd, Orlando, FL, 32857	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50657	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50656	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53774	TPA	Susan Murphy	1996-06-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58005	TPA	Robert Franklin	1956-02-12	—	7522231700	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-55034	TPA	Tran Brenda	1994-10-17	—	—	9506 Lake View Rd Apt 23, Tucson, AZ, 85739	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
TPA-62897	TPA	Bruce Q Wilson	2007-09-09	—	—	2098 Baseline Rd, Tampa, FL, 33668	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-55552	TPA	Sarah Singh	2004-10-21	—	—	6395 Bayshore Dr, Nashville, TN, 37224	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-59615	TPA	Julie Carroll	1953-12-25	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59975	TPA	Dennis Hill	1956-09-17	—	—	1492 Ridge Rd, Houston, TX, 77057	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59674	TPA	Juan Morrison	1942-06-03	—	8823937301	917 Cedar Ln, Jacksonville, FL, 32263	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-62594	TPA	Helen Snyder	1967-06-25	—	—	4492 Ridge Rd, Atlanta, GA, 30333	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52125	TPA	Kayla Williamson	2008-07-14	—	—	9478 Jefferson Ave, Columbus, OH, 43221	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56904	TPA	George F Salazar	—	—	—	1928 Palm Dr, San Antonio, TX, 78272	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
TPA-53265	TPA	Vincent Meyer	2005-07-25	—	—	7588 Camelback Rd, Dallas, TX, 75251	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-64248	TPA	Denise Mills	1982-03-24	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54198	TPA	Gerald Nichols	1956-12-02	—	—	592 Broadway, Los Angeles, CA, 90092	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-63785	TPA	Alexis Elliott	1965-02-04	—	—	9576 Cedar Ln, Atlanta, GA, 30344	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55667	TPA	Kimberly Mitchell	1945-05-18	—	5469420396	2928 Ridge Rd, Phoenix, AZ, 85096	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
TPA-61895	TPA	Elijah Campbell	1959-10-22	—	—	—	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52546	TPA	Martha Austin	1992-04-23	—	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56963	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56962	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51000	TPA	Gerald Walsh	2000-04-07	—	—	8766 Forest Ave, Plano, TX, 75052	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56083	TPA	Cheryl Cruz	1952-05-01	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50748	TPA	Jacob Diaz	1951-10-15	—	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53312	TPA	Bruce Sanchez	1966-12-13	UHC-67947-39	—	9891 Highland Ave # 771, Tempe, AZ, 85216	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
TPA-63418	TPA	Daniel Davis	2004-12-08	UHC-43463-17	—	8632 Camelback Rd, Dallas, TX, 75272	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-64437	TPA	Carlos Gardner	1963-10-26	—	—	503 Elm St, Columbus, OH, 43241	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58069	TPA	Sullivan Janet	1962-02-20	UHC-73270-99	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52794	TPA	Terry Coooper	1988-02-23	—	—	3070 Bayshore Dr, Minneapolis, MN, 55439	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-64171	TPA	Carolyn Gonzalez	2007-10-04	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56331	TPA	Billy Parkeer	1967-06-08	—	—	6710 Maple Ave, Mesa, AZ, 85220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61482	TPA	Madison Coopre	2001-05-26	—	—	300 Church St, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-53133	TPA	Nicholas Gibson	—	—	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58429	TPA	Walter Gilbert	1963-05-27	—	—	2595 Maple Ave, Chandler, AZ, 85266	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51774	TPA	Alexander F Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54516	TPA	Anela Moreno	1984-07-14	—	—	5944 Park Pl, Houston, TX, 77001	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-63046	TPA	Russell Torres	1984-12-02	UHC-27828-45	—	4623 Lake View Rd # 404, Nashville, TN, 37205	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56309	TPA	Camila Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX, 77047	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61352	TPA	Kimberly Bell	1938-02-18	—	5787019905	9241 Elm St, Mesa, AZ, 85270	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
TPA-62655	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-62656	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-51707	TPA	Brian Bishop	1959-01-02	—	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59518	TPA	Richard Hamilton	2001-10-03	—	—	7349 Bayshore Dr, Plano, TX, 75099	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57989	TPA	Margaret Mills	1980-01-24	UHC-42099-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61096	TPA	James Richardson	1943-05-17	—	—	4127 Highland Ave, Gilbert, AZ, 85229	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-62116	TPA	Diane Meendoza	1967-08-13	—	—	3454 Bayshore Dr, Mesa, AZ, 85216	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-53386	TPA	Paul Little	—	—	—	7967 Sage Ct, Tampa, FL, 33667	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
TPA-63386	TPA	Terry Salazar	1946-12-06	UHC-65903-57	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared

2,435 rows, page 34 of 49Previous Next