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-64225	TPA	Joan Prcie	1938-10-13	—	8775217866	5568 River Rd, Seattle, WA, 98144	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50124	TPA	Valentina Austin	1980-11-05	—	—	6663 Highland Ave, Gilbert, AZ, 85292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54197	TPA	Paul Long	1994-08-14	—	—	231 Elm St, Denver, CO, 80225	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63826	TPA	Kevin Gonzales	1949-10-25	—	—	5627 Union St, San Diego, CA, 92150	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53214	TPA	Dot Medina	1967-10-19	—	—	1837 Pine Dr, Houston, TX, 77041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63435	TPA	Phillips L Elizabeth	1968-02-25	—	3446768297	1555 Jefferson Ave, Glendale, AZ, 85356	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50911	TPA	Dennis W Williams	1980-03-15	—	—	6382 Sage Ct, Gilbert, AZ, 85204	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56453	TPA	Grace Sandoval	1994-07-17	UHC-09986-75	—	3704 Canyon Rd, Glendale, AZ, 85331	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57364	TPA	Jordan Ramirez	1985-10-28	—	4638726516	3884 Mountain View Dr, Tampa, FL, 33671	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61280	TPA	Kathryn Taylor	1959-11-11	—	2284008777	6925 Market St, Charlotte, NC, 28257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52994	TPA	Bryan Bailey	1950-02-26	—	7906196459	3511 Union St, Las Vegas, NV, 89157	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56662	TPA	Mark Ramirez	1959-05-03	UHC-99276-30	—	4317 Lake View Rd, Seattle, WA, 98109	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61952	TPA	Jena T Davis	1947-11-14	—	6489249295	5123 Forest Ave, Sacramento, CA, 95804	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55423	TPA	Lisa Hawkins	2004-03-27	—	—	6779 Broadway, Charlotte, NC, 28250	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
TPA-63141	TPA	Betty M Burke	1966-02-08	—	—	4250 Mountain View Dr, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62556	TPA	Lauren Vasquez	1960-10-16	—	4225410360	8820 Ridge Rd, Minneapolis, MN, 55411	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56498	TPA	Sandra Obrien	1985-10-07	—	—	7731 Spring St, Atlanta, GA, 30320	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63909	TPA	Myers George	1970-10-13	—	2065219426	2198 Sage Ct, Scottsdale, AZ, 85218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54621	TPA	Sofia Welch	2005-09-24	—	2498555139	9888 Main St, Eden Prairie, MN, 55330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54178	TPA	Donald Griffin	1973-05-26	—	—	9557 Main St, Mesa, AZ, 85273	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51907	TPA	Denise L Holmes	1964-03-12	—	6523924269	8668 Central Ave, Gilbert, AZ, 85264	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62533	TPA	Shirley A Meyer	1976-09-12	UHC-36691-72	—	413 Cedar Ln, Seattle, WA, 98187	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54107	TPA	Betty Mendez	1998-09-03	—	8569685949	5766 Spring St, Dallas, TX, 75216	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61992	TPA	Shirley Powell	1949-02-22	—	9009977902	7038 Main St, Sacramento, CA, 95859	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54613	TPA	Ann Hudson	1944-06-11	—	4872690160	1546 Highland Ave, Nashville, TN, 37278	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62180	TPA	Joshua Gibson	1987-11-05	UHC-80149-44	—	4752 Washington St, Tempe, AZ, 85232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60366	TPA	Sean N Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd, Dallas, TX, 75292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59891	TPA	Emily Chapman	2008-06-05	—	—	3822 Highland Ave, San Antonio, TX, 78271	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-55448	TPA	Kevin Perkins	1946-09-13	—	8983675834	3108 Lake View Rd, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-59702	TPA	Sofia A Wagner	1947-02-27	—	8034664294	1490 Hillcrest Rd, Tucson, AZ, 85781	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58464	TPA	Raymond Soto	1970-08-18	—	9364220707	9722 Spring St, Tucson, AZ, 85765	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61914	TPA	Gary Rios	1985-02-10	—	—	8407 Market St, Tucson, AZ, 85738	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57489	TPA	Sarah Banks	1980-10-22	—	5929922729	3771 Lincoln Way, Houston, TX, 77001	0.74	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
TPA-61194	TPA	Alex Obrien	1938-03-04	—	5055992426	8884 Sage Ct, Dallas, TX, 75246	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50769	TPA	Patrick Espinoza	1995-01-18	—	2278139119	8273 Elm St, Eden Prairie, MN, 55398	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58028	TPA	Rachel Maldonado	1992-09-16	—	9326109587	7516 Meadow Ln, Scottsdale, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51133	TPA	Brandon Rice	1986-03-14	—	—	9531 Mountain View Dr, Fresno, CA, 93773	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52280	TPA	Lawrence Wagnr	1952-08-03	—	9752639074	2661 Indian School Rd, Phoenix, AZ, 85030	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60112	TPA	Hannah Bailey	1947-05-14	—	7008409188	1908 Forest Ave, Houston, TX, 77076	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55646	TPA	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln, Austin, TX, 78727	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57856	TPA	Alan Bradley	1975-10-03	—	9675180224	5811 River Rd, Glendale, AZ, 85343	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56848	TPA	Jsese Singh	1988-02-14	—	9242635331	5619 Palm Dr, Houston, TX, 77092	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57954	TPA	Ana Grant	1979-06-23	—	—	9741 Oak St, Minneapolis, MN, 55447	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56469	TPA	Maon Yang	1939-11-28	—	9186914852	8549 Lake View Rd, Plano, TX, 75072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53462	TPA	Bobby L Dxion	1958-01-25	UHC-60044-90	6504333180	2777 Washington St, Dallas, TX, 75278	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-64112	TPA	Theresa Sims	1984-01-16	—	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58128	TPA	Martha Gonzales	1950-02-07	—	3638174099	8970 Spring St, Sacramento, CA, 95806	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55114	TPA	Kyle Ortega	1989-09-20	—	9329833886	2383 Jefferson Ave, Houston, TX, 77090	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52094	TPA	Bradley Schmidt	1954-04-16	—	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

5,750 rows, page 39 of 115Previous Next