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-58132	TPA	Katherine Ferguson	1952-08-13	—	3676357146	7839 Elm St, San Diego, CA, 92116	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-62886	TPA	Bobby Ramos	1984-08-24	—	—	8043 Church St, Eden Prairie, MN, 55319	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55436	TPA	Katherine Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54734	TPA	Nanncy Carroll	1979-05-04	—	—	6414 Meadow Ln, Phoenix, AZ, 85091	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61976	TPA	Doris Jimenez	2001-08-20	—	3412564479	3960 Lincoln Way, Tucson, AZ, 85727	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60862	TPA	William Estrada	1978-11-07	—	4875434438	1710 Highland Ave, Tampa, FL, 33659	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54399	TPA	Gerald Meyer	1943-09-27	—	5004720980	301 Hillcrest Rd, Jacksonville, FL, 32203	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-60516	TPA	Mark Q Webb	1998-12-20	UHC-98847-79	9165987462	4085 Mountain View Dr, Seattle, WA, 98109	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62733	TPA	Ashley Myers	2001-07-10	—	5673906159	7456 Lake View Rd, Plano, TX, 75015	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62846	TPA	Lauren Silva	1946-07-01	—	2487498456	7322 Ocean Ave, Phoenix, AZ, 85099	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-57308	TPA	Beverly Woods	1939-08-26	—	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61962	TPA	Julia H Kelly	1938-12-28	—	6804236350	4420 Union St, Tampa, FL, 33662	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-54221	TPA	Samantha Patterson	1974-10-20	—	9198602559	1608 Sage Ct, Scottsdale, AZ, 85290	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-61844	TPA	Piya Garcia	1967-07-19	—	—	2276 Broadway, Dallas, TX, 75216	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54384	TPA	Scott T Castillo	1945-07-07	—	3985523872	7586 Valley View Dr, Sacramento, CA, 95814	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-52569	TPA	Jordan Duncan	1993-06-11	—	7863190096	4713 Indian School Rd, Houston, TX, 77066	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-53591	TPA	Stephen Marshall	1942-07-15	—	—	8400 Union St, Austin, TX, 78700	0.90	Name re-cased Date of birth reformatted City re-cased State code upper-cased+1 more
TPA-60939	TPA	Maria Meyer	2004-07-12	—	9229783918	5396 Union St, Miami, FL, 33105	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-50574	TPA	Andrew Fields	1995-03-23	—	—	3129 Main St, Jacksonville, FL, 32261	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-56421	TPA	Russell Fields	1978-10-06	—	—	1174 Lake View Rd, Tempe, AZ, 85260	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-64121	TPA	Roy Stewart	1964-06-18	—	3325233417	5599 Willow Ct, San Antonio, TX, 78263	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-62410	TPA	Joshua Wallace	1951-01-01	—	—	8108 Ocean Ave, Las Vegas, NV, 89114	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62592	TPA	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-64022	TPA	Michelle Fuller	1967-01-23	—	—	3013 Broadway, Austin, TX, 78790	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-63515	TPA	Willie Sims	1959-05-14	UHC-08712-31	—	3094 Hillcrest Rd, Plano, TX, 75032	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62400	TPA	Marcus Webb	1954-10-21	—	8315478128	5736 Church St, Sacramento, CA, 95809	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-61451	TPA	Janet Padilla	1974-06-13	—	9404981769	5221 Washington St, Scottsdale, AZ, 85228	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62190	TPA	Santiago Moreno	1987-05-16	—	8257591822	4391 Broadway, Sacramento, CA, 95863	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-59609	TPA	Nancy T Wong	2006-05-23	—	8725633120	3630 Camelback Rd, Houston, TX, 77066	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-60938	TPA	Karen Perez	1938-01-22	—	—	5839 Broadway, Tucson, AZ, 85776	0.90	Name re-cased Date of birth reformatted Address re-cased City re-cased+1 more
TPA-50802	TPA	Wayne Howell	1965-10-08	—	3884811126	9750 Central Ave, Tempe, AZ, 85230	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62066	TPA	Angela Young	1966-09-09	—	—	98 Market St, San Diego, CA, 92194	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63846	TPA	Raymond McCdonald	1946-09-22	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-50913	TPA	Isabella Kellly	1974-01-12	—	2429136605	4031 Church St, Sacramento, CA, 95891	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-57424	TPA	James White	1958-06-21	—	—	2410 Canyon Rd, Chandler, AZ, 85224	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-54830	TPA	Laua Z Li	1952-03-28	—	6996165002	6983 Willow Ct, Scottsdale, AZ, 85213	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-63314	TPA	Lawrence Bell	2006-11-14	—	2367741561	3731 Central Ave, Los Angeles, CA, 90065	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61322	TPA	Mason Baker	1942-12-28	—	9625822416	3296 Broadway, Denver, CO, 80249	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62241	TPA	Debra U Rley	1972-01-01	—	—	6684 Broadway, Houston, TX, 77005	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57811	TPA	George Perez	1969-01-24	—	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-62247	TPA	Frances Hawkins	1946-01-24	—	—	1252 Cedar Ln, Fresno, CA, 93711	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63428	TPA	Matthew Guerrero	1957-02-20	—	—	1771 Apache Blvd, Dallas, TX, 75246	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58271	TPA	Martha Bennett	1948-03-18	—	8059561170	8416 Desert Sky Blvd, Nashville, TN, 37291	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-54395	TPA	Zachary Bryant	1962-04-07	—	8805884220	1554 Lincoln Way, Fresno, CA, 93768	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-53997	TPA	Nicole Phillips	1956-07-11	—	—	6579 Central Ave, Tucson, AZ, 85754	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-51841	TPA	Marcus Little	2001-03-28	—	—	9687 Ridge Rd, Gilbert, AZ, 85266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-53104	TPA	Joseph Wheeler	1971-03-15	—	—	8613 Canyon Rd, Chandler, AZ, 85228	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58778	TPA	Lisa Dunn	1940-11-09	—	6915743293	999 River Rd, Austin, TX, 78730	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-58334	TPA	Julia Snyder	1951-02-06	—	5525074119	2609 Sunset Blvd, Glendale, AZ, 85379	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-55084	TPA	Yuki Hays	1978-11-25	—	7742847603	2971 Grand Ave, Orlando, FL, 32890	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more

2,455 rows, page 43 of 50Previous Next