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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131879	ENR	Danielle F Patterson	1947-08-04	UHC-68603-82	7465963510	5328 Elm St, Fresno, CA	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+2 more
ENR-131880	ENR	Danielle F Patterson	1947-08-04	UHC-68603-82	7465963510	5328 Elm St, Fresno, CA	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+2 more
ENR-137476	ENR	Angela O Herrera	1958-01-18	UHC-17382-71	5154822420	3209 Mountain View Dr, Fresno, CA, 93716	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103191	ENR	Susan P Berry	2006-03-19	UHC-10401-53	2478755364	8177 River Rd, Tempe, AZ, 85250	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138937	ENR	Barbara Owens	2002-06-24	UHC-93915-47	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120294	ENR	Elizabeth E Cook	1961-02-25	UHC-99501-62	8084892852	3697 Willow Ct, Las Vegas, NV, 89113	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112613	ENR	Bradley G Austin	1983-05-07	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110977	ENR	Mike Wong	1939-06-26	UHC-59233-88	6132620347	7574 Ocean Ave, Fresno, CA, 93721	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
ENR-108397	ENR	Gloria K Elliott	1962-09-06	UHC-53305-41	5802661350	9566 Hillcrest Rd, Houston, TX, 77008	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122951	ENR	Robert M Soto	1978-02-19	UHC-74389-69	5966517237	1690 Church St, Miami, FL, 33132	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107072	ENR	Sam D Torres	1941-05-04	UHC-15034-85	5824102106	4323 Maple Ave, Los Angeles, CA, 90079	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125445	ENR	Billy O Hayes	1996-02-14	UHC-57906-35	8655726696	6433 Ocean Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117154	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125928	ENR	Jeremy F Kim	1994-04-12	UHC-71137-79	8584277416	8846 Harbor Blvd, Miami, FL, 33185	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-113594	ENR	Mark S Evans	1965-11-08	UHC-79386-51	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-114181	ENR	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114869	ENR	Santiago Gry	1979-02-26	UHC-93351-32	8887483337	4158 Spring St, Dallas, TX, 75241	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124023	ENR	Nathan Fox	1957-11-28	UHC-06439-51	4437093665	1270 Maple Ave, Austin, TX, 78733	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-119188	ENR	Tyler Q Lawson	1985-04-24	UHC-01679-18	5897583351	8511 Lake View Rd, Tempe, AZ, 85213	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
ENR-107416	ENR	Grace Perkins	1984-11-05	UHC-88398-03	7659802302	9217 Lincoln Way, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
ENR-128635	ENR	James Romero	1965-08-21	UHC-81194-40	—	5137 Valley View Dr, Jacksonville, FL, 32282	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-111410	ENR	Mazon S Morgan	1959-09-20	UHC-92144-56	3109640605	7780 Meadow Ln, Seattle, WA, 98189	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-132010	ENR	Douglas Stephens	1969-06-24	UHC-59681-63	—	2790 Desert Sky Blvd, Houston, TX, 77022	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-121889	ENR	Gerald C Foster	1992-05-17	UHC-44668-10	4127351902	368 Church St, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126492	ENR	Lawrence Butler	1997-01-19	UHC-58560-58	—	3866 Church St, Denver, CO, 80228	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-134149	ENR	Masun Q Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-125775	ENR	Philip Ortiz	1998-02-08	UHC-37413-99	3162815095	9341 Hillcrest Rd, Chandler, AZ, 85242	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-102572	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119086	ENR	Jerry P Richards	1948-09-19	UHC-20592-54	2136522293	738 Mountain View Dr, Phoenix, AZ, 85047	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139029	ENR	Ana N Sandoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-140016	ENR	Janice R Hawkins	1961-01-06	UHC-94718-82	4102259380	8631 Pine Dr, Nashville, TN, 37288	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113414	ENR	Nicholas Estrada	1979-07-19	UHC-57748-42	7326835696	5564 Desert Sky Blvd, Seattle, WA, 98137	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-142007	ENR	Diane A Car	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd, Seattle, WA, 98102	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125815	ENR	Eugene K Shaw	1994-04-20	UHC-25447-95	—	2600 Meadow Ln, Los Angeles, CA, 90090	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104279	ENR	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-119760	ENR	Nancy Lane	1959-10-12	UHC-93380-84	6283874434	8901 Market St, Charlotte, NC, 28269	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-127692	ENR	Mary Owens	1946-04-03	UHC-44249-01	8373443938	7422 Apache Blvd, Denver, CO, 80252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102093	ENR	Joan Peters	1971-09-12	UHC-81748-15	2955823386	2879 Camelback Rd, Eden Prairie, MN, 55363	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108831	ENR	Bruce O Robinson	1945-08-13	UHC-07311-80	7333020034	2956 Spring St, Charlotte, NC	0.78	Name re-cased Member ID reformatted State code upper-cased ZIP missing+1 more
ENR-113638	ENR	Gary A Gardner	1958-08-07	UHC-00424-04	4824322013	1219 Palm Dr, Scottsdale, AZ, 85247	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-118402	ENR	Brenda Thomas	2004-12-21	UHC-66666-47	2602676605	734 Canyon Rd, San Diego, CA, 92142	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-140069	ENR	Luri Espinoza	1971-10-10	UHC-27604-26	3344635852	7801 Lincoln Way, Mesa, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-126065	ENR	Sharon P Owens	1964-06-15	UHC-46430-01	5063076752	7973 Desert Sky Blvd, Los Angeles, CA, 90033	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-136183	ENR	Ralhp E Santos	1963-02-15	UHC-15104-31	5924202471	81 Highland Ave, Tempe, AZ, 85293	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108957	ENR	Laura K Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX, 75220	0.78	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-101133	ENR	Carol Porter	1945-05-28	UHC-59014-76	5038348350	3041 Market St, Glendale, AZ, 85302	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-129120	ENR	Sharon J Carr	1958-11-24	UHC-66922-52	8258282367	3330 Ridge Rd, Phoenix, AZ, 85090	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122766	ENR	Christina Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd Apt 1, Houston, TX, 77052	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
ENR-125093	ENR	Martha B Moore	2008-06-02	UHC-35380-55	9028019585	511 Baseline Rd, Denver, CO, 80297	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116477	ENR	Camila James	1946-05-03	UHC-19721-31	9037463637	6031 Oak St, Eden Prairie, MN, 55354	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more

1,918 rows, page 24 of 39Previous Next