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

Third-party administrator, 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
TPA-62034	TPA	Alex King	1974-02-01	UHC-17995-02	—	2968 Main St, Phoenix, AZ, 85071	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59880	TPA	Lori Porter	1946-02-14	UHC-02218-88	2658648981	8225 Grand Ave, Plano, TX, 75062	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60819	TPA	Roger S Nguyen	1992-02-06	—	4567329041	4735 Central Ave Apt 19, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-63654	TPA	Charlotte Y Jacobs	1945-06-27	—	—	4117 Ridge Rd, Gilbert, AZ, 85251	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50601	TPA	Mason Guzman	1965-07-26	—	—	9687 Oak St, Miami, FL, 33166	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54088	TPA	Jesse Hernandez	2008-10-08	UHC-40678-60	—	2780 Forest Ave, Chandler, AZ, 85247	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-60992	TPA	Stephanie Collins	1974-08-04	—	2789321986	7857 Ridge Rd, San Antonio, TX, 78280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52837	TPA	Liz McDonald	1992-08-18	—	—	8972 Broadway, Tucson, AZ, 85719	0.78	Name re-cased Two-digit birth year Address re-cased Whitespace trimmed+1 more
TPA-58353	TPA	Martha Boyd	1977-06-20	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-59847	TPA	Laura Jordan	1944-05-14	—	3519449871	1051 Jefferson Ave, Scottsdale, AZ, 85218	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53076	TPA	Deborah Bnks	1964-01-22	—	—	8093 Oak St, Phoenix, AZ, 85022	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60956	TPA	Martha B Russell	1986-09-26	—	—	8647 Desert Sky Blvd, Orlando, FL, 32896	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53440	TPA	Elizabeth Stevens	1993-01-09	—	—	3674 Maple Ave, Minneapolis, MN, 55409	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60592	TPA	Brian Luna	2000-02-17	—	—	2217 Indian School Rd, Minneapolis, MN, 55411	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60035	TPA	Ana N Gilbert	1979-03-17	—	3386953263	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-56622	TPA	Joseph Dean	1992-07-20	—	2773097253	5930 River Rd # 746, Houston, TX, 77059	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-59950	TPA	Paul Thomas	1976-03-20	—	—	5585 Grand Ave, Las Vegas, NV, 89192	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61574	TPA	Anna Payne	1966-11-27	—	—	3257 Market St # 795, Austin, TX, 78786	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-56279	TPA	Henry Wells	1994-05-08	—	2483558215	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-53037	TPA	Lauren Mason	1953-05-25	—	—	2872 Church St, Tempe, AZ, 85205	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58727	TPA	Amber Watson	2001-05-13	—	4263239948	3827 Church St, Columbus, OH, 43256	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-58382	TPA	Gloria Franklin	1974-06-06	UHC-58135-07	—	9640 Meadow Ln, Nashville, TN, 37203	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62253	TPA	Anthony Harris	2002-11-20	UHC-93261-88	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-58854	TPA	Victoria Salazar	1970-06-13	—	—	9172 Lake View Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-57999	TPA	Lawrence Roberts	1982-07-10	UHC-89575-55	2407025915	8451 Jefferson Ave, Nashville, TN, 37239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63676	TPA	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51561	TPA	Philip Harris	1978-06-25	—	—	1274 Main St, Austin, TX, 78761	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63500	TPA	Ruth Sanchez	1996-05-14	UHC-68224-02	—	2653 Elm St, Columbus, OH, 43298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55860	TPA	Isabella Stewart	1995-11-01	—	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55861	TPA	Isabella Stewart	1995-11-01	—	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58610	TPA	Roy Obrien	2008-09-19	—	—	3089 Mountain View Dr, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59856	TPA	David Wng	1968-08-14	—	2914464962	7085 Bayshore Dr, Atlanta, GA, 30360	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51449	TPA	Ann Dominguez	1959-12-03	—	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-51076	TPA	Peter Scott	1950-11-02	—	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-52251	TPA	Douglas Woods	2000-08-17	UHC-13693-42	—	1511 Highland Ave, Gilbert, AZ, 85285	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54101	TPA	Wei Mendoza	1965-07-18	—	—	69 Mountain View Dr, Tampa, FL, 33679	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58287	TPA	Hannah K Owens	1947-10-28	—	—	6773 Willow Ct, Orlando, FL, 32804	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59244	TPA	Sandra Gardner	1958-11-11	—	—	129 Palm Dr, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57681	TPA	Jess Rios	2005-04-05	—	—	656 Hillcrest Rd, Jacksonville, FL, 32277	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54485	TPA	Russell W Wong	1985-05-08	UHC-32502-69	—	6766 Desert Sky Blvd, Houston, TX, 77022	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54070	TPA	Wayne Bryant	1958-12-15	—	6444598544	7704 Jefferson Ave, Eden Prairie, MN, 55341	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57715	TPA	Abigail Roberts	1963-06-08	—	—	3460 Market St, Nashville, TN, 37298	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-62376	TPA	Ken Q Hamilton	1985-10-18	UHC-66672-48	—	4095 Lake View Rd, Sacramento, CA, 95883	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53304	TPA	Roger White	1948-08-05	—	—	1413 Meadow Ln, Miami, FL, 33135	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55634	TPA	Santiago Dominguez	1998-11-18	—	3123935797	2418 Sunset Blvd, Seattle, WA, 98177	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63867	TPA	Jarry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-52009	TPA	Andrew Arnold	1988-09-26	—	—	3704 Spring St, Tampa, FL, 33606	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-63723	TPA	Judith Hernandez	1964-01-21	—	—	1992 Church St, Columbus, OH, 43237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58639	TPA	Jesse Harrison	1973-10-28	UHC-23309-57	—	8794 Meadow Ln, Nashville, TN, 37249	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-53071	TPA	Arthr Hernandez	2003-08-06	—	—	9506 Washington St, Mesa, AZ, 85298	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

5,750 rows, page 60 of 115Previous Next