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-62620	TPA	Nathan K Bryannt	1962-12-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60985	TPA	Diane George	1953-11-21	UHC-91159-53	—	900 River Rd, Scottsdale, AZ, 85239	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-53364	TPA	Rivera Andrea	1976-05-09	—	—	7221 Valley View Dr, Denver, CO, 80259	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64111	TPA	Amber Garrett	1965-02-08	—	3824190602	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54458	TPA	Charles Rice	1953-09-09	—	—	8697 Main St, Jacksonville, FL, 32245	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56096	TPA	Vincent Berry	1966-04-10	—	3575393670	8119 Market St, Miami, FL, 33187	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59097	TPA	Christopher Lucas	1946-01-07	—	7858852136	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57721	TPA	Santiago Romero	1978-11-20	—	8829723793	2666 Forest Ave, Houston, TX, 77076	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50148	TPA	Aisha Henry	2005-07-22	UHC-56044-79	2469615696	2707 Market St, San Antonio, TX, 78268	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
TPA-56295	TPA	Danielle Carroll	1992-03-01	—	—	1954 Maple Ave, Gilbert, AZ, 85256	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59109	TPA	Bryan Graham	1999-09-04	—	—	301 Baseline Rd, Denver, CO, 80251	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-59715	TPA	Kayla Lewis	1978-06-27	—	7166857720	8719 Ocean Ave, Gilbert, AZ, 85269	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59816	TPA	Linda Ross	1969-06-14	—	—	9275 Ridge Rd, Chandler, AZ, 85246	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50251	TPA	Emily Shaw	1952-02-06	—	—	1742 Indian School Rd, Nashville, TN, 37253	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63943	TPA	Jerry R Obrien	1955-01-02	—	8758414482	4060 Mesa Dr, Jacksonville, FL, 32204	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59123	TPA	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-53179	TPA	Susan Estrada	1958-05-10	—	—	4482 Union St, Tempe, AZ, 85200	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54685	TPA	Elizabeth Gardner	1944-03-22	—	8422717716	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61527	TPA	Natalie Obrien	1969-07-27	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57310	TPA	Rachel Johnston	2005-08-26	UHC-09885-88	—	9518 Jefferson Ave, Scottsdale, AZ, 85278	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62555	TPA	Nancy Rojas	2007-10-03	—	—	309 Ocean Ave, Austin, TX, 78700	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55555	TPA	Andrea T Sanders	1976-03-15	—	8756613660	6103 Market St, Columbus, OH, 43248	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53291	TPA	Evelyn Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56374	TPA	Steven Fuller	1977-02-14	UHC-48850-17	—	9564 Mountain View Dr, Chandler, AZ, 85292	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-57246	TPA	Logan V Jordan	1963-01-14	—	9422243560	3273 Hillcrest Rd, Los Angeles, CA, 90039	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58938	TPA	Diana Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-53657	TPA	Jessica Vgea	1967-09-05	—	7688760369	8510 Ridge Rd, Dallas, TX, 75225	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55192	TPA	Andy Evans	1988-10-25	—	—	4471 Desert Sky Blvd, Nashville, TN, 37243	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-64020	TPA	Kyle Oliver	1974-12-19	—	—	16 Mesa Dr, Minneapolis, MN, 55428	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58748	TPA	Albert Jacobs	1994-07-04	—	—	1538 Lake View Rd, Seattle, WA, 98175	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54010	TPA	Emma Robertson	1974-03-04	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55199	TPA	Ann Hayes	1987-03-12	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63145	TPA	Eric A Burke	1976-06-20	—	—	5360 Valley View Dr, San Diego, CA, 92194	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52661	TPA	Linda Fernandez	1982-04-06	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56638	TPA	Gabriel Howell	1946-12-15	—	8199638881	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-54316	TPA	Charlotte Mills	1978-05-22	—	—	352 Ridge Rd, Tempe, AZ, 85251	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62244	TPA	Beverly Padilla	1940-02-20	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55758	TPA	Sofia Lewis	1938-03-27	—	—	3032 Valley View Dr, Mesa, AZ, 85261	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57390	TPA	Adam Li	1945-01-18	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61790	TPA	Anthony S Jordan	1979-03-14	—	7096974630	6601 Willow Ct, Mesa, AZ, 85284	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61071	TPA	Cynthia McDonald	1972-05-10	—	—	1243 Bayshore Dr, Denver, CO, 80265	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61207	TPA	Jason Hansen	1991-12-27	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61095	TPA	Elizabeth Richardson	1994-01-12	—	—	7983 Park Pl, Sacramento, CA, 95858	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51647	TPA	Timothy Burke	1988-05-14	—	7362722708	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50349	TPA	Michael Butler	2004-03-21	—	—	3099 Mesa Dr, San Diego, CA, 92145	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50182	TPA	Barbara Lynch	1997-05-10	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52955	TPA	Jean Hansen	1939-04-20	—	—	8068 Spring St, Denver, CO, 80201	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57369	TPA	Jsoeph G Stephens	1976-06-10	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-64359	TPA	Henry Cole	2008-09-27	—	—	1503 Baseline Rd, Chandler, AZ, 85257	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55193	TPA	Mary Guerrero	1980-09-18	—	5667613381	—	0.94	Name re-cased Phone reformatted Placeholder values cleared

5,750 rows, page 99 of 115Previous Next