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 “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
ENR-114244	ENR	Jacqueline F Florres	1938-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110314	ENR	Ahmed Vea	1991-05-16	UHC-71140-57	3914332193	1975 Jefferson Ave Apt 1, San Diego, CA, 92114	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-123217	ENR	Joyce Bryant	1964-12-20	UHC-28974-37	2048651733	8094 Central Ave, Austin, TX, 78739	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-51309	TPA	Jose Howell	1979-11-01	UHC-12973-72	—	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-103424	ENR	Yuki J Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St Apt 4, San Diego, CA, 92148	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-135435	ENR	Edward Y Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-113559	ENR	Gabriel Padilla	2007-08-22	UHC-42797-52	4564186944	7856 Ocean Ave, Fresno, CA, 93786	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411756	CLM	Sofia Weaaver	1968-01-17	UHC-57114-29	9573490682	8340 Spring St, Glendale, AZ, 85310	0.62	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-105239	ENR	Alexis Johnson	1972-06-12	UHC-94986-32	5215843430	8738 Ridge Rd, Eden Prairie, MN, 55398	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125727	ENR	Abigali O Stewart	—	UHC-23233-80	2465601392	4773 Ridge Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
PRV-26492	PRV	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402676	CLM	WJunk	1993-02-22	UHC-11771-60	—	3287 Bayshore Dr, Orlando, FL, 32887	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-27401	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27402	PRV	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-62340	TPA	Jack J Taylor	1971-03-07	UHC-47608-49	5294633874	3243 Main St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123281	ENR	Andrea Y Patel	2008-04-01	UHC-55738-89	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107760	ENR	Valentina Owens	1978-09-17	UHC-20864-67	5964934896	3667 Desert Sky Blvd, Mesa, AZ, 85291	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117708	ENR	Cynthia Ellis	1976-04-02	UHC-95330-90	—	2224 Church St, Plano, TX, 75078	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-103960	ENR	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140560	ENR	Joshua D Stevens	1947-07-11	UHC-35290-99	7107124016	7109 Oak St, Mesa, AZ, 85268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23563	PRV	Edward Coleman	1971-11-17	UHC-77392-61	6329700454	7471 Washington St, Denver, CO, 80222	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-126223	ENR	Judy Willis	1997-06-11	UHC-66735-76	8972562951	7572 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118020	ENR	Michelle M Schultz	1957-06-07	UHC-25246-36	8605355818	8375 Forest Ave # 397, Tempe, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-114692	ENR	Charles H Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107427	ENR	Andrew Z Gray	1940-08-20	UHC-91376-30	7474566000	8118 Meadow Ln Apt 32, Chandler, AZ, 85284	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-419231	CLM	Gabriel Esipnoza	1939-11-25	UHC-49887-40	—	6048 Lake View Rd, Glendale, AZ, 85330	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21799	PRV	Stephen D Simpson	1999-12-10	UHC-28570-29	8766063654	4833 Willow Ct Apt 40, Sacramento, CA, 95891	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-127060	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-406123	CLM	Logan Thompson	1942-05-19	UHC-52807-74	—	6607 Park Pl Apt 8, Las Vegas, NV, 89177	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-411300	CLM	Kathryn Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.64	Date of birth reformatted Member ID reformatted Address re-cased ZIP missing+2 more
CLM-420969	CLM	Melissa Marshall	1998-06-13	UHC-73960-39	—	4529 Grand Ave, Minneapolis, MN, 55492	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133599	ENR	Jeffrey Howard	1986-12-07	UHC-77025-69	6842821472	4279 Palm Dr, Columbus, OH, 43287	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-131131	ENR	Arjun Padilla	2008-01-06	UHC-09207-46	5726481694	9809 Spring St, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402093	CLM	Natalie Graham	1969-01-02	UHC-06183-55	—	8770 Oak St, Jacksonville, FL, 32228	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131456	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd, Glendale, AZ, 85394	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-119833	ENR	Brandon Fuller	1942-06-14	UHC-12578-08	—	5550 Ocean Ave # 218, Scottsdale, AZ, 85280	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-106629	ENR	Jose Tran	1977-01-02	UHC-46323-19	—	6958 Mesa Dr, San Antonio, TX, 78214	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109018	ENR	Harold U Marquez	1956-02-26	UHC-97300-32	6986645508	3616 Apache Blvd, Charlotte, NC, 28207	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124733	ENR	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	3186 Indian School Rd, Orlando, FL	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136584	ENR	Charles F Sims	1988-03-08	UHC-42845-48	—	1382 Sunset Blvd, Tampa, FL, 33692	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-131348	ENR	Charles Cook	—	UHC-68735-07	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130453	ENR	Robert Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102648	ENR	Jack N Sanchez	1979-09-16	UHC-62801-89	6739817625	5240 Union St, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429409	CLM	Martha Carpenter	2001-04-23	UHC-56556-79	5298798361	5056 Lincoln Way, Fresno, CA, 93726	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407732	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl, Mesa, AZ, 85225	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 42 of 155Previous Next