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-62300	TPA	Martha Harvey	1949-05-15	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-58050	TPA	Edward Peterson	1965-05-18	UHC-86064-90	2547880228	1428 Maple Ave, Orlando, FL, 32889	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-56297	TPA	Amber Wright	1939-02-25	—	9256935730	5715 Palm Dr, Tucson, AZ, 85718	0.92	Name re-cased State code upper-cased Email lower-cased Placeholder values cleared
TPA-55058	TPA	Madison White	1993-09-10	—	—	6260 Church St, Atlanta, GA, 30360	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51035	TPA	Gerald Gray	2004-02-11	—	7447936070	—	0.92	Phone reformatted Email lower-cased 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-63183	TPA	Jason V Ortega	1996-12-07	—	—	7545 Apache Blvd, San Antonio, TX, 78249	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60515	TPA	Stephen Z Ellis	1973-08-25	—	5682406552	157 Harbor Blvd, Los Angeles, CA, 90083	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52297	TPA	Paul Fernnadez	1989-03-22	—	—	3114 Broadway, Scottsdale, AZ, 85204	0.92	Address re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52085	TPA	Lori Payne	1983-12-05	—	9366677228	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed 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
TPA-61611	TPA	Shirley Crawford	1962-08-09	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-50506	TPA	Alexander R Castro	1957-10-01	—	—	1906 Broadway, Los Angeles, CA, 90097	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53535	TPA	Sharon Ramos	1953-01-12	UHC-77208-14	—	6173 Meadow Ln, Phoenix, AZ, 85063	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54605	TPA	Shaw Sean	1971-12-01	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-52478	TPA	Scott Chavez	1982-09-19	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53690	TPA	Bobby P Anderson	1978-03-09	—	8534510543	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-54961	TPA	Frank Franklin	2005-12-28	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52369	TPA	Rebecca Astin	1983-03-26	—	3332678414	2519 Spring St, Atlanta, GA, 30354	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61764	TPA	Lawrence Wallae	1975-10-13	—	8466865142	9318 Elm St, Nashville, TN, 37237	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-57187	TPA	Carol Ross	1987-03-24	—	—	5318 Central Ave, Orlando, FL, 32845	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53142	TPA	Diane Alvarez	1998-06-11	—	—	7578 Central Ave, Plano, TX, 75055	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
TPA-55062	TPA	Joe Adms	2008-05-04	—	—	2370 Canyon Rd, Atlanta, GA, 30326	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57843	TPA	Jordna Mitchell	1999-01-13	—	—	882 Lake View Rd, Dallas, TX, 75281	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-50842	TPA	Janet Williams	2005-10-27	—	4157482744	8624 Bayshore Dr, Sacramento, CA, 95857	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54818	TPA	Denise Harper	1985-08-11	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55921	TPA	Isabella Nelson	1992-04-21	—	5203335188	2964 Grand Ave, Austin, TX, 78797	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63736	TPA	Beverly Brown	1993-03-23	—	7905314712	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-58071	TPA	Emma X Berry	1961-12-16	—	—	5470 Jefferson Ave, Austin, TX, 78763	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-58777	TPA	Jacob Rios	2001-09-28	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-50121	TPA	Lauren Castro	1964-01-22	—	6675055998	2191 Pine Dr, Sacramento, CA, 95812	0.92	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed
TPA-57784	TPA	Joshua V Snyder	1948-08-02	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54573	TPA	Sofia Porter	1971-07-26	—	5948765195	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60332	TPA	David Woods	1938-05-26	—	—	1578 Union St, Nashville, TN, 37211	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61858	TPA	Vincent King	1948-08-14	UHC-03496-99	7135329965	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-56342	TPA	Henry Sullivan	1951-01-08	—	—	1538 Harbor Blvd, Los Angeles, CA, 90076	0.92	Date of birth reformatted Email lower-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-53635	TPA	Elizabeth Ramirez	2001-01-11	UHC-37122-33	—	2787 Indian School Rd, Austin, TX, 78741	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55452	TPA	Brittany Maldonado	1971-09-18	UHC-59228-39	—	147 Lake View Rd, Miami, FL, 33133	0.92	Date of birth reformatted Email lower-cased 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-61172	TPA	Sarah T Parker	1990-02-23	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52019	TPA	George Kim	1946-06-06	—	—	4350 Church St, Denver, CO, 80236	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63527	TPA	Rachel Meyer	1999-08-10	UHC-39130-61	8779004809	8031 Valley View Dr, Jacksonville, FL, 32247	0.92	Phone reformatted Email lower-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-51740	TPA	Judy Gomez	1977-08-18	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.94	Phone reformatted City re-cased Email lower-cased
TPA-53673	TPA	Joe Robison	1941-10-27	UHC-20007-69	—	5475 Lake View Rd, Jacksonville, FL, 32290	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51627	TPA	Gerald Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd, Nashville, TN, 37295	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57040	TPA	Arjun Harris	1953-10-27	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53300	TPA	Emily Aguilar	1985-08-05	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared

832 rows, page 15 of 17Previous Next