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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137874	ENR	Judith Carlson	1962-08-13	UHC-82292-64	6369555002	9441 Canyon Rd, San Diego, CA, 92110	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21948	PRV	Terry Kelly	1981-02-01	UHC-39031-08	—	2627 Highland Ave, Phoenix, AZ, 85077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427471	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100567	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103390	ENR	Anthony J Hoffman	1978-01-02	UHC-25832-74	5863016837	7546 Main St, Mesa, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58377	TPA	Amanda Campbell	1968-08-28	—	—	5649 Camelback Rd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51935	TPA	Benjamin Bowman	1992-05-21	—	—	8468 Willow Ct, Columbus, OH, 43269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406413	CLM	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431297	CLM	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420702	CLM	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61485	TPA	Christian Salazar	2005-12-25	—	—	6140 Elm St, Columbus, OH, 43202	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130096	ENR	Denise Williams	—	UHC-56251-29	7334825862	7599 Ridge Rd, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
CLM-421832	CLM	Larry Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102913	ENR	Mason T Schultz	1998-04-10	UHC-99478-24	—	9216 River Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-131525	ENR	Philip D Guzamn	1996-01-05	UHC-22868-86	7795373319	8571 Main St, Orlando, FL, 32886	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135422	ENR	John Hanson	1978-09-09	UHC-61409-68	2874576932	9040 Park Pl, Glendale, AZ, 85387	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429148	CLM	Bobby Ramos	1984-08-24	UHC-85174-89	—	963 Washington St, Atlanta, GA, 30331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117312	ENR	Adam Barnas	1965-05-27	UHC-10639-98	8068925862	2819 Central Ave, San Antonio, TX, 78212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102576	ENR	Patricia W Knight	2007-09-18	UHC-45826-06	7767906650	3958 River Rd, Chandler, AZ, 85217	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118543	ENR	Heather Soto	2005-05-04	UHC-19577-93	7563578272	4206 Harbor Blvd # 516, Las Vegas, NV, 89149	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428386	CLM	Eric Simons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52509	TPA	Olivia U Chavez	1973-01-15	—	—	5964 Meadow Ln, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103980	ENR	Thomas Y Wang	1962-11-04	UHC-85499-42	7647701898	6672 Park Pl, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123507	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125170	ENR	Helen Estrada	1944-12-08	UHC-63825-95	2865999236	5639 Spring St Apt 5, Las Vegas, NV, 89134	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-29190	PRV	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101459	ENR	ZJunk	1972-12-06	UHC-93980-84	7722041842	3196 River Rd, Denver, CO, 80244	0.62	Date of birth reformatted Phone reformatted City re-cased Gender normalised+3 more
ENR-142123	ENR	Jacob Garcia	1988-02-20	UHC-83504-38	3356271115	4780 Meadow Ln, Seattle, WA, 98126	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24947	PRV	Albert Stephens	1949-04-17	—	2676682075	2513 Lake View Rd # 406, Seattle, WA, 98163	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130193	ENR	—Junk	2004-06-17	UHC-98575-87	4723074932	7028 River Rd, Sacramento, CA, 95826	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423846	CLM	Anna Wong	1955-01-13	—	6014153615	3418 Indian School Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105086	ENR	Harold Y Ferguson	1985-10-17	UHC-92927-54	8982565027	6837 Jefferson Ave, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113136	ENR	Lawrence Jackkson	1941-01-05	UHC-17019-82	6357936197	2392 Lincoln Way, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-54557	TPA	Christian Griffin	2008-04-24	—	—	3553 Highland Ave Apt 33, Glendale, AZ, 85351	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127367	ENR	Logan I Ruiz	2006-12-13	UHC-90013-58	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61041	TPA	Patricia Martin	1947-04-24	—	—	1060 Desert Sky Blvd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26106	PRV	Stephanie Ross	1998-02-27	—	4375058933	504 Sunset Blvd, Austin, TX, 78795	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138875	ENR	Arthur W Dean	1960-02-04	UHC-82188-54	2609648921	8700 Ridge Rd, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28267	PRV	Adam X Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-64294	TPA	Alan Estrada	1981-01-01	—	—	7463 Canyon Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59176	TPA	Doris Bradley	1946-08-01	—	—	158 Cedar Ln, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119585	ENR	Virginia O Griffin	1959-12-09	UHC-40983-79	3854270634	9324 Oak St, Tempe, AZ, 85244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412783	CLM	Christina M Herrera	1954-09-19	UHC-81624-09	—	6995 Pine Dr, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127329	ENR	Pamela Brown	2003-11-10	UHC-00296-23	6977895461	6660 Maple Ave, Orlando, FL, 32806	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60787	TPA	Douglas Yang	—	UHC-55719-11	—	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-21033	PRV	Sarah M Alvarado	1963-04-16	—	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109893	ENR	Janice G Rojas	2005-10-21	UHC-88398-83	2317912351	6773 Washington St Apt 33, Denver, CO, 80290	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423675	CLM	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 126 of 648Previous Next