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-50712	TPA	Austin J Torres	1970-06-15	UHC-05553-13	3243602250	6803 Canyon Rd, Jacksonville, FL, 32268	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51125	TPA	Julie Wilson	1938-03-07	—	—	5092 Park Pl, Tempe, AZ, 85291	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56480	TPA	Viincent N Austin	1943-10-28	—	2824338277	9755 Sage Ct, Dallas, TX, 75217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59723	TPA	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53825	TPA	Catherine Marquez	2000-01-20	—	3005268145	5431 Church St, Austin, TX, 78725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61955	TPA	Brittany Watson	1971-04-25	UHC-75844-21	3348380907	3073 Market St, Sacramento, CA, 95874	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55370	TPA	Julie Alexander	1990-01-15	—	—	8043 Pine Dr, San Diego, CA, 92164	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54999	TPA	Bradley Meyer	1978-02-03	—	8057839731	2160 Central Ave, Jacksonville, FL, 32236	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59382	TPA	Gloria Martiez	1959-09-01	UHC-12879-76	8025233117	840 Central Ave, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57595	TPA	Amanda Cole	1962-01-02	—	—	7895 Camelback Rd, Charlotte, NC, 28270	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56880	TPA	Richard H Riley	1989-01-11	—	—	4315 Pine Dr, Columbus, OH, 43292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52047	TPA	Valentina Y Ward	1990-11-26	—	—	8511 Harbor Blvd, Charlotte, NC, 28207	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63957	TPA	Mary V Hudson	1995-01-14	—	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50990	TPA	Ana Singh	1964-06-17	—	2825572922	1586 Park Pl, Sacramento, CA, 95875	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58207	TPA	Willie Y Miller	1998-07-08	—	8102558749	1508 Canyon Rd, Atlanta, GA, 30394	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53551	TPA	Virginia Lynch	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64374	TPA	Luis Hall	1954-04-13	—	—	2269 Canyon Rd, Columbus, OH, 43267	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50006	TPA	Noah Estrada	1992-02-10	—	—	6313 Desert Sky Blvd, Eden Prairie, MN, 55315	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53678	TPA	Karan Wells	1989-06-21	—	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57484	TPA	Wei Baiely	1975-02-24	—	—	609 Hillcrest Rd, Minneapolis, MN, 55431	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-63512	TPA	Susan Larson	1966-04-24	UHC-58072-95	9407838231	8213 Indian School Rd, Orlando, FL, 32859	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61819	TPA	Mendoza Rebecca	2006-03-10	—	—	9585 Baseline Rd, Houston, TX, 77094	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63728	TPA	Angala Hughes	1940-09-03	—	2525778024	7322 Church St, Houston, TX, 77075	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58430	TPA	Joyce I Reyd	1965-10-13	—	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51340	TPA	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50891	TPA	Raymond Hart	1973-03-08	—	4414062269	2095 Market St, Eden Prairie, MN, 55309	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52808	TPA	Margaret Marshall	1960-09-25	—	7563809209	420 Forest Ave, Minneapolis, MN, 55420	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51491	TPA	Bruce Cooper	1967-06-28	—	8924544397	4779 Palm Dr, Tampa, FL, 33647	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52656	TPA	Arjun U Anderson	1939-10-02	—	2919337865	6456 Meadow Ln # 395, Los Angeles, CA, 90004	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-52901	TPA	Christina Fox	1919-04-09	—	5979043437	873 Spring St, Tempe, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63082	TPA	Benjamin Hudson	1960-11-03	—	—	5758 Mountain View Dr, Tucson, AZ, 85762	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55709	TPA	Kathleen Alvarez	2002-05-10	—	—	4674 Forest Ave, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60723	TPA	Kimberly Sandoval	1942-08-19	—	—	4288 Pine Dr, Mesa, AZ, 85282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53656	TPA	Thomas Richardson	1996-01-21	—	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61625	TPA	Abby Price	1964-04-17	—	6542387596	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62753	TPA	Alexis U Bell	1984-08-28	—	3424554742	6876 Hillcrest Rd, Tampa, FL, 33631	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59692	TPA	Gerald Parker	1953-07-26	—	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61495	TPA	Ralph Jacobs	1968-07-08	UHC-62536-21	9729065834	5925 Jefferson Ave, Los Angeles, CA, 90039	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53334	TPA	Nicole T Munoz	1973-06-26	—	4304153850	7046 Ocean Ave, Los Angeles, CA, 90027	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54081	TPA	Kenneth Stewart	2003-04-08	—	—	333 Jefferson Ave, Atlanta, GA, 30389	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58395	TPA	Mary Miller	1940-11-17	—	—	9265 Sunset Blvd, Minneapolis, MN, 55476	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56710	TPA	Keith Scott	1999-07-09	—	—	2392 River Rd, Fresno, CA, 93727	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62598	TPA	Elijah Stone	1948-02-20	—	—	1563 Forest Ave, Plano, TX, 75022	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56535	TPA	Amanda D Martinez	1960-08-03	—	—	7043 Forest Ave, Glendale, AZ, 85321	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58435	TPA	Jack Jenkins	1952-08-07	—	—	7076 Church St, Atlanta, GA, 30329	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61103	TPA	Mateo Alexander	1973-03-12	—	5527341703	3499 Pine Dr, Tucson, AZ, 85763	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50524	TPA	Johnny Powell	1942-04-22	—	8695557796	2053 Canyon Rd, Los Angeles, CA, 90049	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57148	TPA	Bryan Gonzales	1982-09-28	—	4257360730	81 Union St, Minneapolis, MN, 55449	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-52195	TPA	Richard Washington	1988-08-26	—	—	8525 Baseline Rd, Eden Prairie, MN, 55344	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53139	TPA	Christina Garza	1981-02-15	—	—	305 Church St, Tampa, FL, 33664	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

5,750 rows, page 42 of 115Previous Next