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

All sources, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108035	ENR	Logan Y Thompson	1942-05-19	UHC-52807-74	5892928123	6607 Park Pl, Las Vegas, NV	0.56	Two-digit birth year Phone reformatted ZIP missing Gender normalised
CLM-419048	CLM	David Yang	1991-09-02	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-421115	CLM	Kathryn Gutierrez	2000-11-17	UHC-77738-19	2853333842	1505 Palm Dr, Austin, TX, 78744	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
CLM-404140	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
TPA-55510	TPA	Henry Pierce	2007-07-20	—	—	6795 Park Pl # 146, Plano, TX, 75007	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-127342	ENR	Oliviia Boyd	1990-02-22	UHC-64956-73	4953555836	2665 Canyon Rd, Nashville, TN	0.56	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed
TPA-56474	TPA	Wei Dunn	1946-05-02	—	—	6309 Lincoln Way # 257, Plano, TX, 75041	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
TPA-60143	TPA	Amber Watkins	1976-10-16	—	—	9383 Baseline Rd, Tempe, AZ	0.56	Name split from “Last, First”Two-digit birth year ZIP missing Placeholder values cleared
ENR-127284	ENR	Cheryl A Owens	1976-10-12	UHC-97448-63	4679141075	9579 Lincoln Way, Phoenix, AZ, 85022	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-139875	ENR	Brenda D Lawrence	2008-09-19	UHC-03077-34	8376431059	418 Jefferson Ave, Mesa, AZ, 85206	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-118719	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-118718	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
ENR-102775	ENR	Amber Armstrong	1991-11-26	UHC-39729-71	—	145 Sage Ct # 117, Atlanta, GA, 30392	0.56	Name re-cased Two-digit birth year Phone missing area code Unit split from street
TPA-57881	TPA	Kelly Park	2003-01-04	UHC-31870-54	2154662801	4154 Apache Blvd, Las Vegas, NV, 89132	0.56	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
TPA-59866	TPA	George Riley	1959-08-20	—	—	1602 Elm St # 416, San Antonio, TX	0.56	Two-digit birth year Unit split from street ZIP missing Placeholder values cleared
ENR-111649	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St Apt 21, Phoenix, AZ, 85061	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased
CLM-405686	CLM	Jerry Lynch	1978-12-27	UHC-81730-62	—	5218 Broadway Apt 32, Miami, FL, 33112	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-119105	ENR	Lori F Hunt	1990-05-24	UHC-23583-92	3428429051	4504 Forest Ave, Plano, TX, 75013	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-131956	ENR	Scutt Z Lawrence	2002-08-06	UHC-34761-11	5983835297	823 Valley View Dr # 845, Tempe, AZ, 85281	0.56	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street
CLM-423308	CLM	Justin S Tucker	1968-12-26	—	—	7759 Forest Ave, Denver, CO, 80231	0.56	Two-digit birth year State name converted to code Gender normalised Placeholder values cleared
TPA-57507	TPA	Gerald Hamilton	1986-10-02	—	—	6006 Spring St Apt 21, San Antonio, TX, 78237	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-423801	CLM	Doris P King	1976-07-06	UHC-76651-46	—	1377 Indian School Rd, Tampa, FL	0.56	Two-digit birth year State name converted to code ZIP missing Placeholder values cleared
CLM-417598	CLM	Jason Garrett	1978-04-08	UHC-04664-80	—	7286 Baseline Rd, Phoenix, AZ, 85081	0.56	Two-digit birth year Phone missing area code Gender normalised Placeholder values cleared
ENR-128744	ENR	Jeremy T Flores	1973-01-23	UHC-14635-78	7528652778	8701 Highland Ave, Columbus, OH, 43291	0.58	Two-digit birth year SSN last four extracted State name converted to code
PRV-24451	PRV	Philip Luna	1999-12-08	UHC-82234-73	4016399901	3718 Camelback Rd, Minneapolis, MN, 55498	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-120291	ENR	Anglea Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-139963	ENR	Frances F Ortega	1967-12-23	UHC-57356-50	6367187785	5402 Valley View Dr, Charlotte, NC, 28275	0.58	Two-digit birth year SSN last four extracted Gender normalised
ENR-101788	ENR	Douglas Carlson	1939-01-28	UHC-97519-33	—	3127 Washington St Apt 34, Austin, TX, 78718	0.58	Two-digit birth year Unit split from street Gender normalised
ENR-124011	ENR	Austin G Alvarado	1970-08-08	UHC-25449-29	3039362540	3546 Highland Ave, Chandler, AZ, 85293	0.58	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year
CLM-405926	CLM	Vaalentina Knight	1972-03-19	UHC-33721-28	9385331839	8232 Elm St, Miami, FL, 33166	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-430092	CLM	Yuki Spencer	1939-06-28	UHC-90438-72	—	1176 Ocean Ave, Miami, FL, 33186	0.58	Name split from “Last, First”Two-digit birth year State name converted to code
CLM-423884	CLM	Mason Rios	1980-07-07	UHC-58394-45	7052457259	8660 Central Ave, Houston, TX, 77095	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-136870	ENR	Dylan Day	1946-11-15	UHC-32420-88	—	8287 Central Ave # 731, Gilbert, AZ	0.58	Two-digit birth year Unit split from street ZIP missing
TPA-64245	TPA	Virginia Armstrong	1961-07-18	UHC-99958-97	8458388168	2450 Valley View Dr, Mesa, AZ, 85204	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-117053	ENR	Willie Gordon	1944-06-13	UHC-53886-67	9893213490	7310 Church St, Tucson, AZ, 85754	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-415745	CLM	Nancy Myers	1991-06-05	—	5585585147	5117 Indian School Rd, Minneapolis, MN, 55429	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-120292	ENR	Janet W Edwards	1965-07-10	UHC-30103-66	7378263478	3833 Market St, Scottsdale, AZ, 85260	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-108291	ENR	Bobby M Jimenez	1963-03-15	UHC-23688-88	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-54077	TPA	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-410444	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410443	CLM	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412512	CLM	Ana Jenkins	1946-01-22	UHC-83983-70	7778597230	882 Broadway Apt 28, Columbus, OH, 43233	0.60	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-130945	ENR	Jonathan Castillo	1970-02-18	UHC-98958-75	9342811565	8032 Camelback Rd, Fresno, CA, 93730	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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
ENR-116327	ENR	Austin Robertson	1968-11-08	UHC-21088-14	6407955327	169 Valley View Dr, Gilbert, AZ, 85284	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123481	ENR	Justin A Turner	1995-11-12	UHC-52766-67	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405266	CLM	Emma Willis	1954-08-24	UHC-58209-41	3946726890	2532 Grand Ave, Austin, TX, 78758	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122559	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.60	Two-digit birth year Phone reformatted City re-cased State code upper-cased+4 more
ENR-119562	ENR	Timothy Q Berry	2007-12-24	UHC-32504-88	6572168277	1940 Cedar Ln, Plano, TX, 75095	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

6,661 rows, page 46 of 134Previous Next