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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114257	ENR	Dot H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126145	ENR	Bryan S Ramirez	1996-01-11	UHC-62667-46	2718844585	9889 Indian School Rd, Plano, TX, 75009	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109539	ENR	Jacqueline Ward	2005-10-19	UHC-85118-85	4097503030	523 Lake View Rd, Tucson, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120010	ENR	Dennis G Carter	1993-05-11	UHC-04709-16	5205396307	749 Mountain View Dr, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131509	ENR	Omar D Ferguson	1950-11-04	UHC-22742-24	6027145674	7551 Harbor Blvd, Los Angeles, CA, 90022	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113971	ENR	Evelyn V Coleman	—	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-122200	ENR	Carol Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-139678	ENR	Richard McDonald	1966-04-08	UHC-41907-91	3604042254	1822 Central Ave, Orlando, FL, 32863	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108415	ENR	Tyler Dean	2004-08-17	UHC-36417-96	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127068	ENR	Zachary Pena	1950-06-06	UHC-45681-34	3799111696	6126 Mountain View Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118573	ENR	Priyya Moore	1977-07-03	UHC-65655-63	4862887244	8579 Hillcrest Rd, Glendale, AZ, 85364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140285	ENR	Hiroshi Y Sims	1972-10-22	UHC-85479-92	8352798010	393 Lincoln Way, Fresno, CA, 93766	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-120659	ENR	Kayla Kim	1993-05-19	UHC-11035-62	3094746433	9631 Church St # 591, Los Angeles, CA, 90092	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115774	ENR	Hiroshi Lawrece	1943-01-16	UHC-54967-01	2835169672	7093 Grand Ave, Scottsdale, AZ, 85275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105311	ENR	Eugene W Yang	1964-02-15	UHC-43655-69	4672258196	1127 Palm Dr # 815, Denver, CO, 80204	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106152	ENR	Adam L Freeman	1954-12-10	UHC-15081-88	8559862182	2392 Oak St, San Antonio, TX, 78223	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103766	ENR	Bettty I Edwards	1968-05-11	UHC-46319-99	4423840908	7053 Main St, Seattle, WA, 98147	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124799	ENR	Cheryl U Hudson	—	UHC-35698-66	6883864303	3694 Market St, Miami, FL, 33164	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132768	ENR	Danielle D Henry	1950-11-16	UHC-92098-20	3755439260	863 Ocean Ave Apt 21, Tempe, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-128229	ENR	Valentina Q Patel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119000	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113241	ENR	Karen E Murphy	1960-01-28	UHC-64792-24	3754695202	8224 Willow Ct, Seattle, WA, 98116	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117432	ENR	Jonathan I Pierce	—	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-122812	ENR	Roger V Howard	1945-02-23	UHC-89900-25	8835059944	3622 Sage Ct, Austin, TX, 78770	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136493	ENR	Arthur N Santos	1994-07-02	UHC-64643-18	7043428300	9820 Market St, Fresno, CA, 93776	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-100538	ENR	David T Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-106215	ENR	Harold B Ortega	1974-01-26	UHC-31718-01	5055759303	9698 Ridge Rd, San Diego, CA, 92118	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-126447	ENR	Kimberly G Reynolds	1995-06-10	UHC-53253-11	8079070095	5724 Elm St, Austin, TX, 78741	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120831	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125565	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139747	ENR	Cynthia C Williams	—	UHC-21317-72	4572067195	5152 Valley View Dr, Orlando, FL, 32896	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-130195	ENR	Dennnis Phillips	1996-12-07	UHC-63082-94	7066237718	725 Grand Ave, Orlando, FL	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-142228	ENR	Diane Fowler	1962-09-21	UHC-21142-80	6362236489	2837 Park Pl, Tampa, FL, 33665	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121318	ENR	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126193	ENR	Mariana E Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ, 85338	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124552	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA, 95810	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124440	ENR	Lawrence V Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138721	ENR	Judith I Sanchez	1953-05-23	UHC-37863-85	—	4710 Maple Ave, Jacksonville, FL, 32210	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Street suffix standardised+3 more
ENR-123009	ENR	Bobby T Mendez	1987-11-04	UHC-62846-21	3643893026	5296 Central Ave, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119391	ENR	Yuki G Foster	1987-04-23	UHC-89406-61	9873332156	3566 Lake View Rd, Sacramento, CA, 95847	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101049	ENR	Lida Bshop	1974-01-25	UHC-90214-76	3506569452	2829 Pine Dr # 841, Tampa, FL, 33684	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127140	ENR	Chritian A Le	1970-07-15	UHC-11475-19	4538368457	544 Central Ave, Seattle, WA, 98133	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127100	ENR	Jennifer Z Griffin	1957-12-17	UHC-36930-80	7429375619	9526 Washington St, Denver, CO, 80206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113370	ENR	Patrick J Hoffman	1960-11-21	UHC-10829-67	3153528761	2406 Forest Ave, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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