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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56200	TPA	David Hernandez	1987-06-28	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60972	TPA	Willie Jensen	1943-06-26	—	—	3180 Market St, San Antonio, TX, 78283	0.92	Date of birth reformatted City re-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-55616	TPA	Joshua I Moreno	1994-08-02	—	4525236822	—	0.92	Date of birth reformatted Phone reformatted 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-52293	TPA	Ryan Green	1995-12-03	—	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60130	TPA	Ralph Washington	1977-07-06	—	4508913008	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61496	TPA	Patricia Davis	1983-10-12	—	7568288565	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50324	TPA	Wei Hughes	1987-07-27	—	—	9840 Maple Ave, Austin, TX, 78785	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58090	TPA	Laura Graham	1959-12-13	—	7866851262	8342 Apache Blvd, San Diego, CA, 92113	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-64270	TPA	Larry Fields	1966-04-23	—	—	7205 Broadway, Miami, FL, 33100	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57571	TPA	Don Harper	1975-11-02	—	6775338231	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51760	TPA	Kenneth Payne	1973-10-27	—	—	4077 Grand Ave, Chandler, AZ, 85223	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63678	TPA	Kelly Chapman	1971-01-12	—	3194442943	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-60401	TPA	Joan S Knight	1997-11-15	—	9414703845	3802 Highland Ave, Fresno, CA, 93796	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55682	TPA	Lucia Little	2008-01-04	—	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56984	TPA	Abigail Olson	1945-07-07	UHC-32653-35	4863715490	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64371	TPA	Julie Medina	2004-05-05	UHC-60078-04	—	7323 Apache Blvd, Austin, TX, 78743	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52066	TPA	Joshua Brown	1993-10-09	—	3207121797	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58246	TPA	Ralph T Marshall	1975-02-01	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64076	TPA	Melissa Medina	1972-12-23	—	—	670 Sage Ct, Glendale, AZ, 85359	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54193	TPA	Luis Sullivan	1950-06-03	—	3872678215	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57667	TPA	Paul Woods	2007-09-24	—	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-58352	TPA	Amber Marquez	1957-08-13	—	4654148527	4020 Meadow Ln, San Antonio, TX, 78256	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-54714	TPA	Gregory Hudson	1954-02-04	UHC-41204-86	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51030	TPA	James Chen	1961-02-13	—	8594009501	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-58268	TPA	Alexis Jimenez	1971-09-20	—	—	1687 Desert Sky Blvd, Miami, FL, 33106	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50232	TPA	Bobby Alexander	2000-12-16	—	3163077428	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55569	TPA	Yuki Hoffman	1940-03-10	—	6493741097	4114 River Rd, Tampa, FL, 33648	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51559	TPA	Debra Pierce	1964-04-26	—	6934782506	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63457	TPA	Virginia Wheeler	1991-07-17	—	8278888238	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61741	TPA	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50315	TPA	Charlotte Bryant	1993-09-22	—	8588200512	4266 Union St, Denver, CO, 80230	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-60822	TPA	Mark Scott	1987-01-02	—	—	5120 Willow Ct, Gilbert, AZ, 85268	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-62524	TPA	Scott Kelley	1995-07-25	—	—	9189 Canyon Rd, Seattle, WA, 98100	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52895	TPA	Eugene Cox	1983-02-14	—	—	28 Spring St, Miami, FL, 33105	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59799	TPA	Noah Woods	1969-10-02	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63866	TPA	Kimberly Mills	1955-12-07	—	—	9137 Main St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63865	TPA	Kimberly Mills	1955-12-07	—	—	9137 Main St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-50734	TPA	Arthur Mason	1975-07-11	—	3373974367	5652 Jefferson Ave, San Antonio, TX, 78266	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-55153	TPA	Donna Stephens	1984-03-07	—	5458276708	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57673	TPA	Emily Harris	1967-10-25	UHC-11654-18	—	5568 Apache Blvd, Orlando, FL, 32860	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57976	TPA	Aisha Hayes	1948-06-25	UHC-52123-64	—	5403 Lincoln Way, Dallas, TX, 75274	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52671	TPA	Jose Ruiz	1939-09-22	—	—	1145 Mountain View Dr, Sacramento, CA, 95899	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-63411	TPA	Mari Greene	1981-03-10	—	—	2309 Market St, Las Vegas, NV, 89167	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54574	TPA	Samuel White	1941-08-22	UHC-37086-81	6317019537	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57907	TPA	Carlos Gordon	2005-06-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63342	TPA	Denise Robinson	1985-07-14	—	8283268484	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

14,135 rows, page 222 of 283Previous Next