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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139257	ENR	Janet R Olson	1951-03-04	UHC-94774-60	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Middle initial moved out of first name Phone missing area code Member ID reformatted City re-cased+1 more
ENR-136257	ENR	Davis P Stephen	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134198	ENR	Diana V Walker	1939-03-20	UHC-90580-27	—	2920 Park Pl, Dallas, TX, 75236	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115185	ENR	Michael Parker	1924-08-22	UHC-39601-87	—	2195 Church St, Seattle, WA, 98158	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-131441	ENR	Jose C Hoffman	1999-02-22	UHC-47347-97	—	2374 Apache Blvd, San Diego, CA, 92124	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-123504	ENR	Danielle Carter	1959-10-04	UHC-75129-77	—	1393 Willow Ct, Gilbert, AZ, 85205	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137142	ENR	David Romero	2006-04-11	UHC-40862-03	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137084	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	—	2368 Sage Ct, Glendale, AZ, 85307	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135620	ENR	Nancy O Crawford	1970-09-05	UHC-21740-69	—	5602 Elm St, Charlotte, NC, 28237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107168	ENR	Laura Young	1963-02-11	UHC-41482-56	—	6955 Cedar Ln, Jacksonville, FL, 32261	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107460	ENR	Henderson Z Lucia	1978-09-11	UHC-15058-21	—	7600 Ocean Ave, Nashville, TN, 37295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-118305	ENR	Brian S Gutierrez	1987-08-15	UHC-44563-70	—	9166 Union St, Fresno, CA, 93771	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-139791	ENR	Walter N Willis	1997-10-16	UHC-81969-99	—	7871 Meadow Ln, Dallas, TX, 75236	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-136791	ENR	Luis Davis	1951-08-17	UHC-97659-22	—	447 Bayshore Dr, San Diego, CA, 92107	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125569	ENR	James Y Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139758	ENR	Joshua Schultz	1985-01-13	UHC-64250-33	—	4046 Union St, Jacksonville, FL, 32297	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-118761	ENR	Ftaima I Armstrong	1995-10-30	UHC-67007-59	—	790 Bayshore Dr, Austin, TX, 78706	0.66	Name split from “Last, First”Phone missing area code State code upper-cased Email lower-cased+1 more
ENR-114819	ENR	Omar Wheeler	1960-05-05	UHC-30732-71	—	239 Camelback Rd, Chandler, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-114968	ENR	Sufia U Moore	1961-12-14	UHC-86635-12	—	5368 Ridge Rd, Columbus, OH, 43203	0.66	Two-digit birth year Phone missing area code City re-cased Email lower-cased+1 more
ENR-128502	ENR	Kevin Ryan	1966-05-28	UHC-39839-68	—	9269 Lincoln Way, Eden Prairie, MN, 55330	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-136653	ENR	Teresa Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd, San Antonio, TX, 78283	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-139068	ENR	Sandra G Hart	1957-12-16	UHC-88610-44	—	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-136110	ENR	Donald Z Mendez	1997-11-14	UHC-19775-85	—	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Email lower-cased+1 more
ENR-116456	ENR	Auustin V Hall	1959-01-19	UHC-85280-51	—	3672 Church St, Mesa, AZ, 85285	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-136086	ENR	Margaret Butler	1944-11-25	UHC-48996-47	—	4150 Ridge Rd, Eden Prairie, MN	0.66	Date of birth reformatted Phone missing area code City re-cased ZIP missing+1 more
ENR-129022	ENR	Ashley Ortega	1953-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129369	ENR	Theresa X Cooper	2008-05-17	UHC-66094-45	—	9674 Jefferson Ave, San Diego, CA, 92127	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116164	ENR	Austin Nelson	1976-04-26	UHC-17625-45	—	2549 Cedar Ln, Columbus, OH, 43243	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-113243	ENR	Virginia D Cruuz	1950-06-15	UHC-48332-68	—	1146 Baseline Rd, Plano, TX, 75001	0.66	Middle initial moved out of first name Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-124588	ENR	Aisha Snyder	1967-03-11	UHC-55261-40	—	7756 Hillcrest Rd, Atlanta, GA, 30333	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-101058	ENR	Alice K Knight	1958-06-21	UHC-58125-21	—	6465 Pine Dr, Orlando, FL, 32859	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-102235	ENR	Margaret Lawrence	1938-11-02	UHC-48899-77	—	218 Washington St, Plano, TX, 75018	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-113712	ENR	Denise J Hanson	1967-10-24	UHC-66406-93	—	5749 Willow Ct, Sacramento, CA, 95867	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107244	ENR	Ahmed B Biley	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+1 more
ENR-140354	ENR	Logan E Carr	1978-06-08	UHC-66549-87	—	5888 Valley View Dr, Atlanta, GA, 30393	0.66	Phone missing area code City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-124392	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	—	927 Indian School Rd # 271, San Antonio, TX, 78203	0.66	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+1 more
ENR-131923	ENR	Jacob N Gonzales	2003-01-01	UHC-27782-30	—	3611 Jefferson Ave, Dallas, TX, 75220	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101376	ENR	Gerald Q Stephens	1973-09-20	UHC-71981-48	—	8996 River Rd, Gilbert, AZ, 85293	0.66	Two-digit birth year Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-133793	ENR	Dorothy Wang	1974-07-20	UHC-82624-24	—	4129 Bayshore Dr, Columbus, OH, 43268	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138096	ENR	Thomas Cruz	1998-03-20	UHC-85435-68	—	5054 Main St, Phoenix, AZ, 85085	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-133445	ENR	Cheryl A Perez	1990-04-03	UHC-54826-40	—	260 Lake View Rd, San Diego, CA, 92101	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-127708	ENR	Jose Ward	1985-06-19	UHC-63890-50	—	3385 Lake View Rd, San Diego, CA, 92109	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116450	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	—	3655 Mountain View Dr, Denver, CO, 80211	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116985	ENR	Justin M Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129693	ENR	Patty Rmirez	1952-06-20	—	—	6656 Mesa Dr, Las Vegas, NV, 89142	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more

1,095 rows, page 13 of 22Previous Next