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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59928	TPA	Brittany Sandoval	1963-09-13	—	3088895811	9865 Desert Sky Blvd, Eden Prairie, MN, 55339	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55593	TPA	Sarah Salazar	1955-02-17	—	5614643570	4834 Baseline Rd, Charlotte, NC, 28243	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61609	TPA	Vincent Willis	2004-10-01	UHC-89971-40	5769051599	1003 Bayshore Dr, Plano, TX, 75006	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63660	TPA	Benjamin Williams	1947-06-24	—	2653956142	6053 Broadway, Tucson, AZ, 85739	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-54931	TPA	Donald Russell	1974-02-22	—	—	5913 Maple Ave, Houston, TX, 77046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51433	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51434	TPA	Judy Harvey	1961-05-25	—	—	6205 Highland Ave, San Antonio, TX, 78210	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58012	TPA	Maria R Walsh	1973-04-18	—	5337938631	581 Sunset Blvd, Tampa, FL, 33685	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-56132	TPA	Roger H Dean	1940-02-17	—	—	3984 Cedar Ln, Glendale, AZ, 85356	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63338	TPA	Maria Phillips	1946-06-06	UHC-74762-42	—	3708 Spring St, Minneapolis, MN, 55480	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64406	TPA	Richard Perry	1964-03-20	—	—	1196 Park Pl, Atlanta, GA, 30302	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54269	TPA	Jean Adams	1949-12-27	—	—	7441 Oak St, Orlando, FL, 32897	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52014	TPA	Kenneth Jordan	1963-09-22	—	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56457	TPA	Bill Powell	1973-01-13	UHC-92775-03	—	1719 Ridge Rd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54355	TPA	Virginia F Hayes	1980-02-12	—	6488056139	966 Elm St, Mesa, AZ, 85297	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62874	TPA	Steven Henderson	1995-05-16	—	—	3009 River Rd, San Antonio, TX, 78260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59262	TPA	Ana Hamilton	2001-04-27	UHC-11133-36	—	176 Baseline Rd, Las Vegas, NV, 89121	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54863	TPA	Randy Howell	1948-03-18	—	6207543744	9138 Maple Ave, Tempe, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-54611	TPA	Jamas Burke	1984-04-13	—	4768982074	2643 Park Pl, Dallas, TX, 75285	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-50341	TPA	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX, 77050	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61427	TPA	Robert Nichols	1989-09-18	—	3325387382	4382 Sunset Blvd, Miami, FL, 33164	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62162	TPA	Christina Henry	1959-07-01	—	3152998014	2414 Ocean Ave, Glendale, AZ, 85300	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53308	TPA	Evelyn Ortega	1986-10-06	—	—	301 Sage Ct, San Antonio, TX, 78260	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57452	TPA	Sofia Guerrero	1978-04-21	UHC-42523-31	—	7894 Mesa Dr, Minneapolis, MN, 55433	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58232	TPA	Shirley Miller	1971-04-22	—	—	7511 Pine Dr, Fresno, CA, 93791	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62822	TPA	Barbara Hayes	1951-03-26	—	9766358924	590 Meadow Ln, Fresno, CA, 93737	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51288	TPA	Lauren Alexander	1980-09-18	—	—	1352 Grand Ave, Denver, CO, 80297	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-56153	TPA	Pamela Chen	1941-11-06	—	—	8718 Canyon Rd, Fresno, CA, 93788	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55614	TPA	Walter Ward	1961-05-09	—	—	8712 Main St, Sacramento, CA, 95896	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56262	TPA	Henry Holmes	1999-05-23	UHC-19695-21	—	2925 Camelback Rd, Mesa, AZ, 85226	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52117	TPA	Carolyn Lane	1965-12-27	—	8224920257	9646 Mesa Dr, Sacramento, CA, 95889	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54597	TPA	Lauren Young	1984-01-17	—	7349199826	9538 Main St, Eden Prairie, MN, 55361	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52913	TPA	Kathleen Graham	2000-12-23	—	7855585868	8422 Union St, Fresno, CA, 93788	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-64329	TPA	Carolyn Crawford	1964-07-01	—	—	9783 Market St, Glendale, AZ, 85377	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52842	TPA	Jerry Hill	1959-09-15	—	—	273 Camelback Rd, Austin, TX, 78777	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62683	TPA	Hiroshi McCoy	1978-03-02	—	—	5533 River Rd, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56008	TPA	Ruth Brooks	1962-11-18	—	4472187387	298 Church St, Denver, CO, 80237	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-54074	TPA	Walter Morrison	1994-06-23	—	—	7247 Hillcrest Rd, Charlotte, NC, 28210	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51495	TPA	Mateo Johnson	1986-09-05	—	—	9534 Spring St, San Diego, CA, 92184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58833	TPA	Kayla Richards	1976-01-10	—	2535320764	2779 Pine Dr, Dallas, TX, 75256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64468	TPA	Ana G Tucker	1951-07-22	UHC-61917-51	3072928562	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50322	TPA	Karen Rojas	1996-05-21	—	9038384737	6039 Sage Ct, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-55306	TPA	Becky Greene	2006-05-05	—	—	3070 Palm Dr, Tampa, FL, 33694	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53282	TPA	Mason Ramirez	1964-05-03	—	—	3165 Spring St, Fresno, CA, 93769	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59731	TPA	Amy L Davis	1987-11-28	—	6658721312	4547 Indian School Rd, Phoenix, AZ, 85062	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
TPA-53270	TPA	Ann Sullivan	1992-08-26	—	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50869	TPA	Arthur M Grant	1960-10-23	—	—	1067 Pine Dr, Miami, FL, 33114	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61181	TPA	Benjamin Stone	1986-11-28	UHC-33045-31	—	8811 Palm Dr, Tampa, FL, 33645	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50480	TPA	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ, 85789	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-62616	TPA	Henry F Hunter	1946-09-13	—	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

4,728 rows, page 42 of 95Previous Next