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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121915	ENR	Nathan Ried	2008-12-27	UHC-64789-70	7248086884	7259 Mesa Dr, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122639	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124190	ENR	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102996	ENR	Ana P Singh	1965-06-17	UHC-90751-15	—	1586 Park Pl, Sacramento, CA, 95875	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140236	ENR	Helen Z Dixon	1969-08-16	UHC-07528-88	—	5086 Harbor Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130374	ENR	Ahmed A Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway # 355, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-125246	ENR	Laura M Price	1977-09-21	UHC-86279-58	5088657931	6260 Valley View Dr # 308, Sacramento, CA, 95827	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133229	ENR	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd # 231, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123505	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123506	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140239	ENR	Lori R Lawson	1983-03-11	UHC-11019-86	5173724329	1146 Oak St, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118609	ENR	Wayne Flores	1985-04-24	UHC-28530-33	6079020059	5782 Jefferson Ave, Tampa, FL, 33631	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118398	ENR	Mike N Franklin	1977-08-13	UHC-12780-16	2815891955	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-135454	ENR	Benjamin F Jones	2000-11-10	UHC-29222-43	4176285515	3705 Hillcrest Rd, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131260	ENR	Keith Contreras	1964-12-24	UHC-96862-87	9154467784	4030 Palm Dr, Eden Prairie, MN, 55353	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127268	ENR	Patricia Russlel	1942-07-08	UHC-42955-40	5573859963	754 Mesa Dr, Columbus, OH, 43252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139323	ENR	Brandon V Smith	—	UHC-16733-19	—	8647 Park Pl, Glendale, AZ, 85350	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-104829	ENR	Mei Y Mendoza	—	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-116951	ENR	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-131597	ENR	Joan Kennedy	1947-07-08	UHC-71568-51	6982568383	5239 Indian School Rd, Fresno, CA, 93785	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121947	ENR	Jason Y Ray	1940-09-10	UHC-62029-61	4124497935	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-126479	ENR	Jessica D Morrison	1960-08-27	UHC-17503-90	6717025008	383 River Rd, Fresno, CA, 93761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126291	ENR	Abigail O Ellis	2007-08-21	UHC-11203-18	9086971154	2869 Palm Dr, Phoenix, AZ, 85047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123233	ENR	Adam Z Ruiz	2002-03-19	UHC-93885-30	5249089026	4394 Apache Blvd, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131891	ENR	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111741	ENR	Jesse Cole	1951-08-18	UHC-22366-11	2106667069	295 Canyon Rd, Denver, CO, 80230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140159	ENR	Sophia J Patel	2007-09-07	UHC-74674-41	4509419466	6789 Apache Blvd, Denver, CO, 80206	0.64	Name re-cased Member ID reformatted State name converted to code Email lower-cased+2 more
ENR-104252	ENR	Heather B Santiago	1985-12-08	UHC-44859-83	6016645060	2706 Meadow Ln, Miami, FL, 33154	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124678	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd Apt 8, Miami, FL, 33146	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-142442	ENR	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120012	ENR	Justin V Ramirez	1986-11-23	UHC-79273-51	5684645075	6629 Lincoln Way, Fresno, CA, 93707	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-140137	ENR	Alexis Hawkins	2000-11-03	UHC-64557-63	4977365840	9371 Spring St, Tempe, AZ, 85258	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117912	ENR	Andrea Patterson	1943-10-02	UHC-20066-43	4322989936	6818 Hillcrest Rd, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102629	ENR	Jacqueline Jensen	1938-01-19	UHC-53380-09	2775152666	6439 Oak St, Minneapolis, MN, 55465	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107505	ENR	Hall Janice	1988-10-26	UHC-51449-87	3314123926	2256 Union St, Houston, TX, 77077	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114496	ENR	Charlotte I Payne	2005-01-13	UHC-71249-10	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107457	ENR	Cheryl J Lane	1976-02-23	UHC-82490-30	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112881	ENR	Joshua M Diaz	1983-01-17	UHC-62814-55	5379681224	5351 Lake View Rd, Chandler, AZ, 85271	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135856	ENR	Maria P Bryant	1966-11-22	UHC-26238-20	4338030541	756 Cedar Ln, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109287	ENR	Alexander A Stewart	1938-11-19	UHC-59828-59	4286297983	4776 Grand Ave, Las Vegas, NV, 89108	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104688	ENR	Jack Kelley	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110394	ENR	Joe Gardner	2002-05-07	UHC-79742-33	9053153067	520 Ocean Ave, San Diego, CA, 92120	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142615	ENR	Martha Z Williamson	1995-08-06	UHC-86118-06	5406969099	364 Broadway, Plano, TX, 75094	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-142994	ENR	Aaron T Alexander	1993-07-23	UHC-25370-27	5785142617	5873 Union St, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117467	ENR	Natalie B Morris	1975-07-22	UHC-03553-59	7708262499	7808 Bayshore Dr, Denver, CO, 80265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132779	ENR	Jose FJunk	1944-12-07	UHC-68537-23	7116963335	590 Sunset Blvd, Minneapolis, MN, 55486	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-113666	ENR	Patrick Hlil	1944-02-18	UHC-12559-16	6039784586	2042 Central Ave, Atlanta, GA, 30355	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141501	ENR	Carolyn Flores	1964-05-16	UHC-75026-55	9022803240	2384 Apache Blvd, Los Angeles, CA, 90037	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102590	ENR	Diana I Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 96 of 347Previous Next