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 “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
PRV-25995	PRV	Andrea Padilla	2008-05-07	UHC-09343-48	—	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-418514	CLM	Kelly Praker	1956-06-27	UHC-71577-37	—	8069 Palm Dr, Dallas, TX, 75235	0.66	Date of birth reformatted 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
PRV-26043	PRV	Kayla Pena	1969-01-04	UHC-82931-02	—	6436 Ridge Rd, Atlanta, GA, 30308	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57708	TPA	Shaw Brandon	1960-11-07	—	—	7007 Oak St, Denver, CO, 80237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-404222	CLM	Janet Ross	2007-08-11	UHC-36044-21	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-429824	CLM	Scott Matrin	2007-07-10	UHC-42759-81	—	3618 Cedar Ln, Dallas, TX, 75214	0.66	Phone missing area code Street suffix standardised Address re-cased 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
PRV-22359	PRV	Sara Sanders	1970-11-07	—	—	2403 Spring St, Denver, CO, 80296	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-26754	PRV	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX	0.66	Date of birth reformatted Phone missing area code ZIP missing Whitespace trimmed+1 more
CLM-419374	CLM	Christine Duncan	2004-09-21	—	—	5366 Canyon Rd, Minneapolis, MN, 55465	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+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
CLM-420324	CLM	DianaJunk	1996-05-28	—	—	—	0.66	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared+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
CLM-425634	CLM	Joyce Williams	1955-08-15	UHC-83998-13	—	2809 Union St, Seattle, WA, 98144	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+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
CLM-417763	CLM	Masno Rose	1948-06-12	—	—	1468 Central Ave, Phoenix, AZ, 85021	0.66	Name re-cased 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
TPA-61791	TPA	Jose Harvey	1991-04-12	—	—	8461 Elm St, San Diego, CA, 92136	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-406146	CLM	Joyce Griffin	1968-07-25	—	—	6425 Ocean Ave, Tampa, FL, 33676	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
PRV-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
PRV-25573	PRV	Nancy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN, 55415	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+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
PRV-24476	PRV	Steven Banks	1955-12-09	—	—	3943 Market St, Minneapolis, MN, 55440	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26484	PRV	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-411473	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-411472	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+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
TPA-54967	TPA	Amber Young	1990-08-06	—	—	5945 River Rd, Nashville, TN, 37218	0.66	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-422747	CLM	Elizabeth S Reeyes	1944-11-12	—	—	6171 Spring St, Fresno, CA, 93733	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-424605	CLM	Boyd Frrances	1980-05-19	—	—	1016 Mesa Dr, Seattle, WA, 98113	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised 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
PRV-26920	PRV	Yuki Harris	1950-10-26	UHC-23626-39	—	3874 Sage Ct, Austin, TX, 78720	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20284	PRV	Donna Sanchez	1979-09-22	—	—	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.66	Name re-cased 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

2,021 rows, page 24 of 41Previous Next