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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64237	TPA	Sara Warren	1960-10-23	—	7376697523	1795 Desert Sky Blvd, Dallas, TX, 75283	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-61833	TPA	Linda Marquez	1953-09-16	UHC-26316-13	—	3332 Maple Ave, Plano, TX, 75081	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53782	TPA	Lori Wang	1972-07-02	—	—	7791 Meadow Ln, Atlanta, GA, 30384	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57582	TPA	Andreew Smith	1962-12-08	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-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-52816	TPA	Alexis Welch	1950-05-21	—	—	2207 Meadow Ln, Fresno, CA, 93725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50503	TPA	Mark C Johnson	1982-02-03	—	5765606988	4650 Market St, Las Vegas, NV, 89145	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50226	TPA	Sandra Warren	1993-08-01	UHC-88298-78	—	2427 Spring St, Sacramento, CA, 95864	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60606	TPA	Abigail Patterson	1957-05-24	—	—	4835 Palm Dr, Charlotte, NC, 28257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56378	TPA	Ashley Reed	2002-09-19	—	6046028141	418 Ridge Rd, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52615	TPA	Dorothy Wagner	1953-08-05	—	2424975538	4345 Market St, Columbus, OH, 43207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61913	TPA	Jacob E Alvarado	1953-02-16	UHC-96879-20	—	8878 Ocean Ave, Nashville, TN, 37269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53664	TPA	Alex Perez	1993-06-05	—	—	1775 Lincoln Way, Phoenix, AZ, 85003	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50113	TPA	Ema Gutierrez	1968-02-12	UHC-12397-86	—	9308 Indian School Rd, Tampa, FL, 33653	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51909	TPA	Gregory Roibnson	2000-03-14	UHC-86586-59	8919083975	1979 Cedar Ln, Gilbert, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62532	TPA	Bobby Santos	1953-01-24	—	—	1155 Jefferson Ave, Chandler, AZ, 85214	0.76	Date of birth reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-58625	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-58624	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-52843	TPA	Stephen Holmes	1940-01-28	—	—	2998 Cedar Ln, Orlando, FL, 32851	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56375	TPA	Aaron Reyes	2005-04-20	—	—	2415 Ridge Rd, Tampa, FL, 33640	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51048	TPA	Philip Marshall	1939-03-28	—	5416695619	7863 Washington St, Phoenix, AZ, 85083	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57445	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ, 85291	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53433	TPA	Scott Long	2005-01-19	—	—	333 Pine Dr, San Diego, CA, 92132	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54601	TPA	Kathleen Berry	1952-08-18	—	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63071	TPA	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59649	TPA	Sean Chen	1972-03-10	—	7488890655	376 Apache Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+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-56730	TPA	Albert W Gray	1946-07-15	—	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51912	TPA	Alexis Edwards	1976-03-25	—	2863973708	561 Indian School Rd, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57490	TPA	Pamela Hill	1982-04-20	—	—	6733 Hillcrest Rd, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57128	TPA	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+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-59727	TPA	Gloria Obrien	1970-10-23	—	3227351204	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-50106	TPA	Elijjah Pena	1997-07-20	—	6374286005	7649 Union St, Tucson, AZ, 85794	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-57922	TPA	Johnny Hicks	1965-03-05	—	—	5013 Sage Ct, Miami, FL, 33176	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52608	TPA	Victoria Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL, 33123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54203	TPA	Anthony Graham	1963-10-09	—	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50009	TPA	Martha V Stone	1952-05-13	UHC-83497-59	—	776 Oak St, Eden Prairie, MN, 55332	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56079	TPA	Roger Stewart	1968-02-21	—	9217988735	6205 Sage Ct, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+2 more
TPA-54443	TPA	Isabella Le	1954-04-14	—	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-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-50434	TPA	Heather Lopez	1941-12-08	—	5406316183	2352 Ridge Rd, Seattle, WA, 98122	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60237	TPA	Brittany Sandoval	1970-02-25	UHC-22787-33	—	9784 Jefferson Ave, Charlotte, NC, 28253	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52722	TPA	Jacob Kim	1988-11-28	—	6176643822	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-61870	TPA	Katherine Silva	1966-01-18	—	3847463014	3394 Palm Dr, Tucson, AZ, 85792	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52504	TPA	Helen V Lynch	1940-04-19	—	7927927574	465 Highland Ave, Fresno, CA, 93721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63372	TPA	Jeffrey A George	1955-06-26	—	7824573599	5231 Apache Blvd, Austin, TX, 78724	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more

4,728 rows, page 44 of 95Previous Next