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-59712	TPA	Eric Hdson	2008-12-03	—	—	8745 Church St, Minneapolis, MN, 55422	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58172	TPA	Mark W Lynch	1997-12-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51279	TPA	Stephanie Robertson	1980-01-10	—	8045810159	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56037	TPA	Marcus Burke	1950-03-16	—	8654517550	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51586	TPA	Dorothy Meejia	1939-07-16	—	—	347 Lincoln Way, Glendale, AZ, 85354	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-59681	TPA	Mary Baker	1973-06-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51364	TPA	Timothy Arnold	1943-09-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60960	TPA	Sofai Lucas	1969-04-12	—	6606442234	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61506	TPA	Russell R Mendoza	1989-07-06	—	—	2400 Hillcrest Rd, Tempe, AZ, 85215	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56990	TPA	Sandra Russell	1995-02-25	—	6158213623	6195 Main St, Tempe, AZ, 85275	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59576	TPA	Nancy Graham	1959-03-19	—	7094605128	4350 Apache Blvd, Seattle, WA, 98197	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-50223	TPA	Isabella Harrisun	1986-09-12	—	9333412719	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61998	TPA	Lauren Hoffman	1940-07-25	—	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-58539	TPA	Ethan Dean	1958-02-12	—	—	8968 Elm St, Mesa, AZ, 85269	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-55714	TPA	Laura Hill	1985-12-11	—	—	3213 Sunset Blvd, Sacramento, CA, 95897	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-57163	TPA	Kathleen Johnston	1964-01-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59157	TPA	Dennis Hannsen	1940-05-06	—	6584496728	9125 Jefferson Ave, Phoenix, AZ, 85058	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59386	TPA	Elijah Clark	1966-03-23	UHC-01209-61	—	3071 Oak St, Chandler, AZ, 85295	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56891	TPA	Teresa Vazquez	2003-03-18	—	—	6244 Union St, Plano, TX, 75087	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56111	TPA	Carol Crawford	1980-09-14	UHC-16231-67	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63563	TPA	Janice Salazar	1959-08-16	—	—	5992 Palm Dr, Tempe, AZ, 85222	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56164	TPA	Luis Walker	1980-06-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53357	TPA	Mariana Marquez	1973-05-24	—	2802286308	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55430	TPA	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL, 32201	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63150	TPA	Heather Ramirez	1984-02-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57832	TPA	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-63318	TPA	John Vazquez	1956-03-21	—	5213268166	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64395	TPA	Jeremy Gardner	2007-05-17	—	—	7756 Mountain View Dr, Atlanta, GA, 30307	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-62396	TPA	Christian King	1952-07-18	—	3087673267	5526 Sunset Blvd, Tempe, AZ, 85215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61608	TPA	Camila Chen	1977-01-12	—	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52370	TPA	Rebecca Z Austin	1983-03-26	—	—	2519 Spring St, Atlanta, GA, 30354	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56329	TPA	Mariana I Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58180	TPA	Sam Anderson	1971-12-10	—	4333355037	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64008	TPA	Ann J Espinoza	1943-08-06	—	4807905379	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64460	TPA	Patricia Yang	1991-10-21	—	—	3279 Cedar Ln, Tucson, AZ, 85792	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56886	TPA	Susan Z Martin	2006-12-27	UHC-48771-56	—	5676 Central Ave, Seattle, WA, 98103	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60363	TPA	Lauren Reynolds	1957-04-11	—	4184785129	7932 Willow Ct, Columbus, OH, 43297	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54348	TPA	Omar Wong	1952-11-11	—	2372375706	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54405	TPA	Jerry Flores	1995-09-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60418	TPA	David Long	1966-04-07	UHC-02750-47	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52316	TPA	Ana White	1980-04-08	—	—	7235 Lake View Rd, Nashville, TN, 37290	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52315	TPA	Ana White	1980-04-08	—	—	7235 Lake View Rd, Nashville, TN, 37290	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56330	TPA	Juan Castro	1981-08-02	—	5608809025	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58807	TPA	Wayne Daniels	1999-03-01	—	6363621631	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62719	TPA	Christina Gonzalez	1968-01-23	UHC-26758-34	—	87 Sage Ct, Jacksonville, FL, 32218	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56193	TPA	Brian Y Anderson	1968-07-14	—	3617623191	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59223	TPA	Dorothy Ross	1994-12-28	—	3168797479	9034 Cedar Ln, Eden Prairie, MN, 55380	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50172	TPA	Ralph Elliott	1993-06-26	UHC-06749-67	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-53620	TPA	Isabella Herrera	1938-05-17	—	5668649491	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-63153	TPA	Julia Chapman	2008-09-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,750 rows, page 98 of 115Previous Next