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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54923	TPA	Nancy Wheeler	1992-07-20	—	2838643586	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-53288	TPA	Teresa Hansen	1960-05-19	—	5188483308	5250 Jefferson Ave, Minneapolis, MN, 55462	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
TPA-59606	TPA	Joan Larson	1949-09-16	—	9718793852	2943 Pine Dr, Tempe, AZ, 85259	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60681	TPA	Rebecca Myers	1985-12-02	—	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-62323	TPA	Mary Herrera	1973-03-20	UHC-96852-32	8299189312	7943 Palm Dr, Houston, TX, 77040	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-52354	TPA	Sandra Dixon	1966-11-08	—	6462029251	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-52446	TPA	Juan Simpson	1953-03-05	—	—	4156 Sunset Blvd, Jacksonville, FL, 32211	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-61976	TPA	Doris Jimenez	2001-08-20	—	3412564479	3960 Lincoln Way, Tucson, AZ, 85727	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60862	TPA	William Estrada	1978-11-07	—	4875434438	1710 Highland Ave, Tampa, FL, 33659	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-55285	TPA	Eric Jordan	1988-01-16	—	8847680878	6155 Mesa Dr, Nashville, TN, 37240	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63341	TPA	Patty Campbell	1947-02-24	—	7166886460	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-58573	TPA	Cheryl Rivera	1943-05-15	—	5642154559	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-56271	TPA	Wei Flores	1946-10-15	—	8686401554	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-64025	TPA	Philip Castro	1977-04-13	—	4479213897	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-55680	TPA	Robert Bradley	1977-07-08	UHC-63686-35	5772081093	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-54221	TPA	Samantha Patterson	1974-10-20	—	9198602559	1608 Sage Ct, Scottsdale, AZ, 85290	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-55335	TPA	Brittany T Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62410	TPA	Joshua Wallace	1951-01-01	—	—	8108 Ocean Ave, Las Vegas, NV, 89114	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-64022	TPA	Michelle Fuller	1967-01-23	—	—	3013 Broadway, Austin, TX, 78790	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-57985	TPA	Zachary Maldonado	1987-02-22	—	4899877427	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-56532	TPA	Denise Q Harrison	1977-01-12	UHC-02609-73	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-64402	TPA	Carolyn Arnold	1961-01-28	—	9093511403	5629 Broadway, Dallas, TX, 75254	0.90	Name re-cased Date of birth reformatted Address re-cased Email lower-cased+1 more
TPA-63501	TPA	Janice Chen	1960-03-01	—	3855801421	2548 Union St, Sacramento, CA, 95892	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63428	TPA	Matthew Guerrero	1957-02-20	—	—	1771 Apache Blvd, Dallas, TX, 75246	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-56583	TPA	Jose P Padilla	1955-01-14	—	5785331507	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-60759	TPA	Justin Watkins	2004-02-19	—	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-51041	TPA	Aiisha E Snyder	1988-10-25	—	6887720113	652 Desert Sky Blvd, Miami, FL, 33137	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-61893	TPA	Sean Howell	1979-03-20	UHC-66065-50	6227496210	1203 Sage Ct, Sacramento, CA, 95889	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-51421	TPA	Mei Vazquez	1999-12-10	—	7283897926	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-62338	TPA	Chriistian Bradley	1979-08-23	—	9834298798	1535 Washington St, Houston, TX, 77068	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-56200	TPA	David Hernandez	1987-06-28	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53106	TPA	Maria Collins	1938-11-13	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-56354	TPA	Aaron Harris	1968-02-17	UHC-65969-21	—	422 Park Pl, Scottsdale, AZ, 85211	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
TPA-50741	TPA	Jacqueline Taylor	1976-10-27	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-60336	TPA	Gabriel Bell	1976-12-08	—	4772846941	7713 Market St, Tampa, FL, 33634	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63162	TPA	Jessica Hunt	1981-04-27	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-53219	TPA	Jean Black	2006-07-24	UHC-16293-86	—	7087 Lincoln Way, Nashville, TN, 37274	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53022	TPA	Brandon Coleman	1945-02-20	—	2859462346	3945 Lake View Rd, Mesa, AZ, 85261	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-53827	TPA	Samuel Watkins	1979-04-28	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53826	TPA	Samuel Watkins	1979-04-28	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51691	TPA	George Reid	1995-01-28	—	3515231738	3403 Indian School Rd, Atlanta, GA, 30365	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-58531	TPA	Keith Cole	1950-11-04	UHC-98804-07	—	4613 Grand Ave, San Antonio, TX, 78255	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
TPA-52270	TPA	Virgiia Ortiz	2008-03-22	UHC-29964-53	9769934724	8997 Broadway, Denver, CO, 80228	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-58236	TPA	Emily Wilson	1961-02-26	—	—	3781 Lincoln Way, Charlotte, NC, 28254	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51631	TPA	Cynthai Castro	1988-10-16	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59285	TPA	Mateo Hughes	1965-05-14	UHC-97145-41	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-61826	TPA	Virginia Green	1963-10-26	—	2292047499	8700 Sunset Blvd, San Diego, CA, 92126	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57593	TPA	Maria Ryan	1965-03-01	—	—	8437 Lake View Rd, Atlanta, GA, 30370	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-50002	TPA	James Hunter	1960-03-14	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51318	TPA	Kimberly Parker	2002-12-14	—	8816768176	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared

832 rows, page 14 of 17Previous Next