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 “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
ENR-135183	ENR	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60006	TPA	Sharon Garza	1994-02-05	—	4454233349	9247 Highland Ave, Columbus, OH, 43298	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-111542	ENR	Austin X Bryant	1982-03-20	UHC-43474-78	5275559875	3056 Willow Ct, Houston, TX, 77008	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105739	ENR	Kyle Shaw	1944-01-27	UHC-46000-39	—	9403 Washington St, Charlotte, NC, 28272	0.48	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-403618	CLM	Eugene Patel	1989-11-06	UHC-40110-14	—	7309 Spring St, Charlotte, NC, 28220	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425173	CLM	Brenda Cruz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113181	ENR	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St # 767, Mesa, AZ, 85234	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111572	ENR	Vincent R Shaw	1984-04-27	—	7722673629	3323 Church St, Eden Prairie, MN, 55394	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104485	ENR	Samuel Le	1988-05-21	UHC-07604-11	7368141823	8848 Cedar Ln # 856, Columbus, OH, 43229	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110651	ENR	Albert S Morrison	1992-12-06	UHC-99651-99	7703016775	7326 Harbor Blvd, Mesa, AZ, 85235	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120594	ENR	Maria Rios	1988-04-10	UHC-61386-44	—	9019 Cedar Ln, Sacramento, CA, 95803	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-113660	ENR	Mari Dunn	2006-05-22	UHC-02585-20	—	929 Union St, Dallas, TX, 75273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-105830	ENR	Rachl X Davis	1993-10-04	UHC-17326-95	7689040466	4711 River Rd, Charlotte, NC, 28247	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22623	PRV	Amanda Reynolds	1981-04-11	—	3262891011	7514 Ocean Ave # 187, Tucson, AZ, 85725	0.48	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
PRV-29130	PRV	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave, San Antonio, TX, 78248	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-408014	CLM	Ana Ortega	1951-06-23	UHC-19282-90	—	2539 Palm Dr, Scottsdale, AZ, 85230	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-113463	ENR	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421876	CLM	Maria H Simpson	2008-12-22	UHC-29411-66	—	2468 Union St, Houston, TX, 77056	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102039	ENR	Ronald J Crawforrd	1946-11-23	UHC-31165-99	2464405025	8237 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-60000	TPA	Gregory G Le	1939-12-05	UHC-77243-54	9158164062	3244 Spring St, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-115315	ENR	Bruce Gordon	—	UHC-76548-65	9128951340	1965 Apache Blvd, Austin, TX, 78712	0.48	Name re-cased Date of birth missing Phone reformatted City re-cased+4 more
ENR-111708	ENR	Anthony Vaga	1969-08-01	UHC-69881-96	6212547981	7684 Sage Ct, Charlotte, NC, 28207	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-413596	CLM	Amanda Y McCoy	1969-01-12	UHC-80480-01	8678939961	428 Mesa Dr # 176, Houston, TX, 77016	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109102	ENR	Marilyn Hudson	1998-12-27	UHC-41649-59	—	2271 Desert Sky Blvd, Charlotte, NC, 28232	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-126083	ENR	Ann Singh	1944-09-18	UHC-68432-82	2323236049	1013 Camelback Rd # 671, Fresno, CA, 93720	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129229	ENR	Jacob O Herrera	1943-08-15	—	9255373957	3774 Palm Dr, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402888	CLM	Mark Cole	1958-09-01	UHC-08276-88	—	9515 Sunset Blvd, Nashville, TN, 37286	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415767	CLM	Mazon Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX, 78768	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432175	CLM	Anthony Park	2001-02-22	UHC-76242-39	2763139632	379 Oak St, Dallas, TX, 75231	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418564	CLM	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102978	ENR	Joshua Johnson	—	UHC-72422-30	6657950588	7815 Maple Ave, Tucson, AZ, 85726	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-422951	CLM	Bradley Bryant	1990-12-16	UHC-99924-03	—	3422 Lake View Rd, Atlanta, GA, 30370	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-119042	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22864	PRV	Raymond Payne	1967-06-01	UHC-06240-95	3808478937	7626 Broadway, Denver, CO, 80272	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-132964	ENR	Diana Little	1976-07-05	UHC-64760-52	7043619723	346 Jefferson Ave, Eden Prairie, MN, 55312	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64070	TPA	Vincent Riley	1964-12-24	—	—	1651 Grand Ave, Atlanta, GA, 30381	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-117362	ENR	Diana A Cooper	1952-09-12	UHC-80204-72	7916680548	9763 Hillcrest Rd, Las Vegas, NV	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402040	CLM	Mark Palmer	2008-07-25	—	6604513054	6191 Oak St Apt 3, Gilbert, AZ, 85298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117076	ENR	Lauren S Valdez	1944-06-21	UHC-73108-23	7699924425	1720 Market St # 963, Tucson, AZ, 85766	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-102097	ENR	Douglas Carr	1967-01-03	UHC-34967-07	6544442330	8779 Highland Ave, Phoenix, AZ, 85020	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127848	ENR	Victoria Stewart	1980-01-04	UHC-07460-23	9043190599	860 Forest Ave, San Antonio, TX, 78296	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425714	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115996	ENR	Joshua H Jensen	2002-08-16	UHC-44883-71	8132217562	5857 Cedar Ln, Dallas, TX, 75252	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100717	ENR	Dorothy N Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119006	ENR	Justin Snyder	1941-02-25	UHC-15556-78	8637442511	6092 Ocean Ave, Scottsdale, AZ	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more

16,828 rows, page 41 of 337Previous Next