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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131561	ENR	Willie Rojas	2006-11-19	UHC-32937-01	9089966953	4191 Palm Dr, Tempe, AZ, 85210	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-133294	ENR	Jeffrey E Myers	1943-12-10	UHC-57569-28	7898148784	2112 Forest Ave, Tampa, FL, 33669	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-107952	ENR	Zachary G Morales	1978-06-05	UHC-64775-14	6055927662	2616 Lincoln Way, Seattle, WA, 98123	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-424092	CLM	Kahterine Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22429	PRV	Juila Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr, San Diego, CA, 92173	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141881	ENR	Marilyn R Bradley	1966-09-13	UHC-97072-12	7474024779	901 Forest Ave, Seattle, WA, 98166	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-51057	TPA	Mary Allen	1974-10-02	—	9436077668	4111 Grand Ave, Eden Prairie, MN, 55368	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124076	ENR	Julie B Riley	1941-02-10	UHC-35425-25	—	6520 Central Ave, Gilbert, AZ, 85244	0.58	Phone missing area code SSN last four extracted ZIP+4 trimmed
ENR-111952	ENR	Dnna Z Schmidt	1983-02-23	UHC-88832-04	2117605790	6092 Meadow Ln, San Antonio, TX, 78250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24852	PRV	Theresa Little	1983-02-08	UHC-38411-98	3165928045	5346 Sunset Blvd, Denver, CO, 80283	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-126808	ENR	Anthony Henry	1962-05-02	UHC-43116-07	—	1673 Desert Sky Blvd, Atlanta, GA, 30353	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
ENR-141202	ENR	Jennifer X Wong	1956-10-21	UHC-55121-88	4244742948	3291 Sunset Blvd, Gilbert, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124972	ENR	Yuki A Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26045	PRV	Lori Nichols	1941-10-03	—	9289674486	8962 Union St, Gilbert, AZ, 85264	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126721	ENR	Mei Vargas	1953-01-11	UHC-17211-73	7184750034	8958 Lincoln Way, Austin, TX, 78776	0.58	State name converted to code ZIP+4 trimmed Gender normalised
ENR-139863	ENR	Jacqueline R Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139862	ENR	Jacqueline R Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416717	CLM	Jery Y Montgomery	1973-01-26	—	6969847323	9637 Valley View Dr, San Diego, CA, 92137	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21150	PRV	Charlotte Soto	1999-07-06	—	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119213	ENR	Arthur D Williams	1988-11-19	UHC-22670-83	8408503707	6510 Ocean Ave, Gilbert, AZ, 85269	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124777	ENR	Peter Harris	1960-02-13	UHC-60151-60	7044767579	4696 Apache Blvd, Columbus, OH, 43207	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119350	ENR	Randy Simson	1953-11-15	UHC-07224-49	8302986455	4237 Camelback Rd, San Antonio, TX, 78258	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102832	ENR	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-114847	ENR	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave # 488, Mesa, AZ, 85256	0.58	Unit split from street ZIP+4 trimmed Gender normalised
ENR-115658	ENR	Jerry Z Smith	1960-02-22	UHC-94989-34	5326750204	3768 Union St, Tempe, AZ, 85240	0.58	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-432003	CLM	Matthew P Guerrero	1986-04-08	—	9248899908	3291 Ridge Rd, Fresno, CA, 93789	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105294	ENR	Gregory O Pierce	1958-11-16	UHC-05854-23	3152055396	8670 Union St, Eden Prairie, MN, 55370	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-103839	ENR	Julie Boyd	2003-12-06	UHC-44414-07	6688057058	1427 Camelback Rd # 433, Seattle, WA, 98109	0.58	Name split from “Last, First”Unit split from street ZIP+4 trimmed
ENR-119315	ENR	Brian Reid	1948-01-24	UHC-56799-64	4839764795	3427 Meadow Ln, Tempe, AZ, 85247	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-137643	ENR	Jooyce Hanson	1963-01-25	UHC-16292-82	5929365554	7610 Mountain View Dr, Plano, TX, 75019	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
ENR-100413	ENR	Emma Z Hill	1974-02-09	UHC-72136-54	9835648155	5231 Central Ave, Tempe, AZ, 85242	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28798	PRV	Roger Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.58	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-426362	CLM	Marcus Taylor	1995-03-07	UHC-98273-96	—	2498 Harbor Blvd, Austin, TX, 78787	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26239	PRV	Brittany M Sims	2005-12-05	—	5859619603	8123 Harbor Blvd, Los Angeles, CA, 90068	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114860	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-430668	CLM	Doris Lynch	1946-01-01	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407593	CLM	Joe Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-420939	CLM	Judith N Soto	1995-03-06	UHC-74540-84	—	580 Jefferson Ave, San Antonio, TX, 78224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-121795	ENR	Randy A Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ, 85257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129275	ENR	Timothy Kelley	1963-02-22	UHC-22592-15	6052557874	4707 Church St, Glendale, AZ, 85309	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142677	ENR	Ronald F Hanson	1971-03-24	UHC-39935-64	8814029982	5452 Washington St, Atlanta, GA, 30338	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-100166	ENR	Gary Silva	2007-10-17	UHC-76390-23	6926597846	2085 Indian School Rd, Austin, TX, 78770	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-135348	ENR	Justin D Welch	1980-03-05	UHC-40931-89	3755187151	6794 Market St, San Antonio, TX, 78289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136571	ENR	Benjamin J Luna	1966-06-07	UHC-82439-48	—	924 Desert Sky Blvd, Nashville, TN, 37249	0.58	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+5 more
PRV-27435	PRV	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22671	PRV	Robert Tran	1978-03-12	—	4897366986	6155 Spring St, Plano, TX, 75008	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104586	ENR	Carlos Perkins	1961-11-20	UHC-67445-33	4263007803	2484 Maple Ave # 305, Scottsdale, AZ, 85237	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105630	ENR	Benjamin D Richardson	1958-04-17	—	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-58593	TPA	Jennifer Fisher	1993-11-23	—	—	3366 Palm Dr, Jacksonville, FL, 32292	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-115099	ENR	Michelle Riley	1939-03-18	UHC-95909-02	3256413894	888 Cedar Ln, Tucson, AZ, 85741	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more

8,263 rows, page 55 of 166Previous Next