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 “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
TPA-64317	TPA	Jennifer Hoffman	1972-11-17	—	—	6889 Elm St, Minneapolis, MN, 55475	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56566	TPA	Rebecca Bailey	1986-12-20	—	—	1884 Willow Ct, Jacksonville, FL, 32214	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57767	TPA	Mateo Willis	2002-03-22	—	—	9421 Mesa Dr, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58273	TPA	Paul White	1995-03-22	—	—	3950 Elm St, Seattle, WA, 98132	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58666	TPA	Lisa Y Young	1964-10-21	—	—	2499 Elm St, Fresno, CA, 93777	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51890	TPA	Amy Hanson	1938-10-03	—	—	8796 Bayshore Dr, Columbus, OH, 43240	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51944	TPA	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd, Miami, FL, 33145	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56313	TPA	Arthur Wagner	1938-09-25	UHC-67545-55	4162532653	9144 Desert Sky Blvd, Orlando, FL, 32860	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58116	TPA	Henry Wells	1938-11-01	—	—	539 Lincoln Way, Plano, TX, 75092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52999	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
TPA-57636	TPA	Jacob Russell	1961-03-27	—	—	2233 Broadway, Dallas, TX, 75284	0.76	Date of birth reformatted Phone missing area code Address re-cased State code upper-cased+2 more
TPA-64392	TPA	Mark Walsh	1980-06-15	—	—	9283 Bayshore Dr, Atlanta, GA, 30320	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-54119	TPA	Omar Bell	1998-05-17	—	—	9649 Camelback Rd, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51433	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51434	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63338	TPA	Maria Phillips	1946-06-06	UHC-74762-42	—	3708 Spring St, Minneapolis, MN, 55480	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64406	TPA	Richard Perry	1964-03-20	—	—	1196 Park Pl, Atlanta, GA, 30302	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53308	TPA	Evelyn Ortega	1986-10-06	—	—	301 Sage Ct, San Antonio, TX, 78260	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55502	TPA	Priya Sanchez	1999-09-05	—	—	8031 Jefferson Ave, Los Angeles, CA, 90012	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61616	TPA	Logan Webb	1979-06-25	—	—	8356 Jefferson Ave, Plano, TX, 75056	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59399	TPA	Rebecca F Murray	2002-09-21	—	—	6746 Lake View Rd, San Antonio, TX, 78273	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63524	TPA	Mark Simpsn	1942-03-02	—	—	3103 Park Pl, Fresno, CA, 93717	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50446	TPA	Bradley P Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-60546	TPA	Diego Ramos	2004-03-13	—	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-59540	TPA	Austin Mariana	1967-10-15	—	—	5576 Oak St, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50531	TPA	Yuki Stone	1941-05-22	—	6989662942	8948 Forest Ave, Fresno, CA, 93766	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-55358	TPA	Sandra Estrada	1986-01-13	—	—	7408 Spring St, Charlotte, NC, 28277	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54129	TPA	Garrett Aadm	1986-12-01	—	—	1633 Palm Dr, Los Angeles, CA, 90078	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60374	TPA	Cheryl Butler	1945-11-14	—	—	6585 Bayshore Dr, Plano, TX, 75038	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53251	TPA	Madison Moreno	1969-01-04	—	—	3424 Jefferson Ave, Fresno, CA, 93703	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58431	TPA	Joyce Reid	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
TPA-58355	TPA	Adam W Ortega	1967-06-08	—	—	8102 Mountain View Dr, Orlando, FL, 32855	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60074	TPA	Tony Hunter	2003-02-28	—	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51530	TPA	Gary Richardson	1954-08-03	—	—	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62678	TPA	Maria Payne	1975-10-03	—	—	820 Canyon Rd, Scottsdale, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57495	TPA	Ross Ruth	1973-06-03	—	—	4968 Lincoln Way, Chandler, AZ, 85285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58523	TPA	Austin Cunningham	2005-12-11	—	—	4366 Forest Ave, Phoenix, AZ, 85002	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57504	TPA	Austin Chavez	1997-11-14	—	—	2492 Spring St, Seattle, WA, 98110	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-51086	TPA	Harold Soto	1999-02-06	—	—	5478 Elm St, Miami, FL, 33123	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-62109	TPA	Wiliam Colemen	1969-02-20	—	—	8040 Baseline Rd, Houston, TX, 77056	0.78	Two-digit birth year State code upper-cased Email lower-cased Whitespace trimmed+1 more
TPA-63575	TPA	Paul Henderson	1981-12-19	—	—	666 Highland Ave, Austin, TX, 78739	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-50943	TPA	Russell O Wood	1958-08-17	—	—	667 Lake View Rd, Phoenix, AZ, 85043	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-51290	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr, Phoenix, AZ, 85067	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
TPA-56169	TPA	Gregory Hernandez	1963-06-25	—	—	1634 Park Pl, Los Angeles, CA, 90008	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56207	TPA	Sophia Hart	1944-01-04	—	—	4177 Grand Ave, Las Vegas, NV, 89109	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58223	TPA	Scott Hicks	1975-05-21	—	—	3977 Washington St, Seattle, WA, 98149	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-53769	TPA	Cynthia Chen	2008-03-08	—	—	7374 Lake View Rd, Charlotte, NC, 28200	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58197	TPA	Becky Jordan	1941-10-12	—	8646408446	277 Forest Ave, Chandler, AZ, 85278	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-52328	TPA	Diana Hill	1999-04-05	—	—	3644 Sunset Blvd, Atlanta, GA, 30364	0.78	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed+1 more

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