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-59090	TPA	Kelly F Johnston	1938-07-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62421	TPA	James V Hunt	1968-06-25	—	—	9300 Broadway, Eden Prairie, MN, 55394	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62422	TPA	James V Hunt	1968-06-25	—	—	9300 Broadway, Eden Prairie, MN, 55394	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50690	TPA	Luis Mejia	1977-02-19	—	—	3420 Ridge Rd, Phoenix, AZ, 85029	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-51388	TPA	Alice T Black	1953-05-07	—	3579543916	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56225	TPA	Estrada Walter	1990-03-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56298	TPA	Joey Nunez	1942-07-07	—	—	219 Broadway, San Antonio, TX, 78264	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-52757	TPA	William Stewart	1976-08-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59476	TPA	Donald Stewart	2000-07-06	—	2256334194	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63974	TPA	Christian D Wells	1946-07-26	—	3745466544	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55233	TPA	Valentina Carr	1981-10-14	—	2293409192	1326 Elm St, Chandler, AZ, 85298	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54419	TPA	Aisha Chen	1944-10-03	—	—	5831 Sage Ct, Sacramento, CA, 95808	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64137	TPA	Joshua A Griffin	1945-12-20	—	—	473 Valley View Dr, Orlando, FL, 32851	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50637	TPA	Kayla Sims	1987-05-14	—	—	7655 Washington St, Atlanta, GA, 30371	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53776	TPA	Aisha Garza	2000-11-19	—	—	6081 Sunset Blvd, Gilbert, AZ, 85255	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54562	TPA	Anna C Dunn	1979-05-15	—	2574782374	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57550	TPA	Lisa Hernandez	1992-11-25	—	9855547360	4517 Grand Ave, San Antonio, TX, 78207	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58032	TPA	William Weaver	1971-07-06	—	—	2512 Church St, Houston, TX, 77015	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52021	TPA	Linda Gomez	1994-04-14	UHC-48209-83	—	8638 River Rd, Jacksonville, FL, 32251	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
TPA-58076	TPA	Teresa Yang	2006-01-17	UHC-39400-12	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58832	TPA	Margaret Bailey	1954-01-26	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-50256	TPA	Lauren Simmons	1949-09-13	—	9387382916	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61919	TPA	Barb O Pierce	1952-03-18	—	—	9542 River Rd, Houston, TX, 77051	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62549	TPA	Juan Wright	1992-08-07	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62199	TPA	Gary Jordan	2005-01-08	UHC-93960-98	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60874	TPA	Carlos Kelley	1953-04-04	—	9643278543	3081 Pine Dr, Houston, TX, 77077	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-59571	TPA	Isabella P Santos	1985-12-02	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56755	TPA	Samantha Clark	1944-06-24	—	—	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63668	TPA	Raymond Alvarado	1940-05-14	—	—	1325 Market St, Dallas, TX, 75230	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-60405	TPA	Doris Torres	1988-08-17	—	5243911523	7807 Sunset Blvd, Phoenix, AZ, 85071	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50833	TPA	Gloria Meyer	1988-01-23	—	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53646	TPA	Banks Brenda	1977-01-16	—	3395057655	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62602	TPA	Mei Torres	1961-08-22	—	2879328570	7477 Oak St, Fresno, CA, 93730	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-51866	TPA	Adam F Clark	1994-12-09	—	2088420531	4456 Park Pl, Denver, CO, 80201	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50548	TPA	Danielle Wang	1982-04-12	—	—	5970 Elm St, Glendale, AZ, 85394	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-53058	TPA	Douglas R Peterson	1980-05-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52630	TPA	Steven Ortega	1941-03-27	UHC-06063-03	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60509	TPA	Richard E Thmas	2006-07-12	—	9483876321	461 Pine Dr, Austin, TX, 78734	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54678	TPA	Willie Gibson	1994-04-23	—	—	3603 Harbor Blvd, Tampa, FL, 33695	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58983	TPA	Jerry Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN, 37256	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55218	TPA	Ahmed George	1989-04-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55976	TPA	Arjun Reid	1965-02-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62458	TPA	Joshua S Hicks	1958-02-27	—	—	4761 Lincoln Way, Fresno, CA, 93799	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55217	TPA	Juan Freeman	1958-02-23	UHC-45689-44	—	4017 Forest Ave, Orlando, FL, 32823	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60851	TPA	Luis M Hamilton	1969-07-08	UHC-40559-32	—	7639 Broadway, Glendale, AZ, 85340	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-59809	TPA	Ethan Oliver	1938-11-05	—	—	646 Ridge Rd, Sacramento, CA, 95800	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51612	TPA	Diego George	2000-06-14	—	2675091606	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56911	TPA	Jose James	1982-09-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59098	TPA	Carol Rogers	1973-06-14	—	—	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
TPA-54410	TPA	Henry Harper	1952-10-15	—	5493534447	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.92	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased

4,728 rows, page 78 of 95Previous Next