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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60954	TPA	Dorothy Lawrence	1976-12-02	—	—	28 Ocean Ave, Tucson, AZ, 85790	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50198	TPA	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd Apt 12, Orlando, FL	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
TPA-54509	TPA	Wei Berry	1983-09-09	—	—	1615 Indian School Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61880	TPA	Doris Bradley	1942-01-11	—	4198625164	1142 Palm Dr, Austin, TX, 78771	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56814	TPA	Raymond Martinez	1964-07-23	UHC-76339-68	3256581547	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-50295	TPA	Thomas Arnold	2006-02-21	—	2027408513	1279 Forest Ave # 301, Miami, FL, 33181	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63955	TPA	Marilyn Dominnguez	1991-04-14	—	—	6157 Camelback Rd # 441, Fresno, CA, 93745	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
TPA-51068	TPA	Ethan K Estrada	—	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
TPA-59392	TPA	Mateo Mendoza	1945-03-28	—	—	3021 Washington St, Columbus, OH	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59892	TPA	Helen U Wylliams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58921	TPA	Jackson Susan	1985-02-10	—	5748993895	1342 Mountain View Dr, Mesa, AZ, 85280	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62710	TPA	Priya Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55151	TPA	Emma L Washington	1949-12-01	—	7532553451	2206 Maple Ave Apt 15, San Antonio, TX, 78222	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63442	TPA	Matt Ellis	1967-12-06	—	9483719182	4838 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59988	TPA	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61726	TPA	Janice Wong	2006-04-19	—	—	7523 Highland Ave, Nashville, TN, 37223	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-54959	TPA	Patricia Kennedy	1991-09-17	—	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56654	TPA	Fatima Ford	1992-05-16	—	5052185478	4477 Maple Ave, San Diego, CA, 92134	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-53007	TPA	Walter Murray	1964-02-14	—	3572596288	7714 Washington St, Tampa, FL, 33600	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56614	TPA	Christopher Fuller	1947-05-27	—	9128520357	7758 River Rd, Eden Prairie, MN, 55395	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57939	TPA	Cole Kevin	1961-02-14	UHC-88488-78	4152227207	2813 Market St, Eden Prairie, MN, 55329	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63490	TPA	Alexander Lawrence	1974-03-07	—	6087286552	4292 Grand Ave, Jacksonville, FL, 32279	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50898	TPA	Daniel Lawrence	—	—	8726698499	8162 Spring St, Plano, TX, 75004	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-58062	TPA	Jacob Vazquez	1972-07-14	—	5598648846	2247 Park Pl Apt 30, Glendale, AZ, 85351	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51896	TPA	Randy Castro	1969-09-18	—	2895446528	8169 Oak St, Las Vegas, NV, 89161	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57620	TPA	Naoh U Price	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53155	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53154	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61937	TPA	Gebriel Cunningham	1941-02-13	—	—	9113 Highland Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59128	TPA	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51019	TPA	Mei Robinson	1985-01-21	—	9764485448	197 Hillcrest Rd, Gilbert, AZ, 85216	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-62913	TPA	Deniel Alexander	1961-03-27	—	6504839090	100 Oak St, Nashville, TN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62890	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62891	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62382	TPA	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63310	TPA	Joe Rojas	1982-01-06	—	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54123	TPA	Justin Russell	1972-06-26	—	—	2618 Church St, Nashville, TN, 37221	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-55836	TPA	Katherine Gomez	2007-07-28	—	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56484	TPA	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-54514	TPA	Donna Hoffman	—	—	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-57100	TPA	Betty T Green	1957-02-08	—	—	7997 Lake View Rd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63590	TPA	Sean Nguyen	1944-06-06	—	—	6330 Oak St Apt 33, Dallas, TX, 75262	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-54696	TPA	Natalie Weaver	1964-07-22	UHC-79092-37	8034351630	5692 Sunset Blvd, Minneapolis, MN, 55476	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55669	TPA	Dot Z Rios	2001-08-04	UHC-82541-55	—	4551 Maple Ave, Seattle, WA, 98185	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59470	TPA	Sofia Z Cooper	1959-06-14	—	—	4007 Washington St # 866, Sacramento, CA, 95812	0.60	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
TPA-52888	TPA	Gerald Lopez	2004-11-18	—	3779268670	3691 Jefferson Ave, Jacksonville, FL, 32288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55077	TPA	Virginia Harvey	2008-05-20	—	8587676921	7773 Main St, Dallas, TX	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more

2,455 rows, page 7 of 50Previous Next