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

Enrollment, 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
ENR-101804	ENR	Joshua G Salazar	1993-03-23	UHC-92713-85	2134983184	559 Park Pl, Charlotte, NC, 28248	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-112127	ENR	Steven Hunter	2008-08-07	UHC-69181-75	6282254818	8557 Valley View Dr, Charlotte, NC, 28270	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-128230	ENR	George X Robinson	1999-01-11	UHC-33174-40	9589138536	4700 Highland Ave, Miami, FL, 33160	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-104613	ENR	Joyce Wang	1980-08-14	UHC-08056-64	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-141056	ENR	Susan Q Diaz	1941-06-25	UHC-13118-77	8648827953	5757 Mountain View Dr, Nashville, TN, 37261	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-136608	ENR	Madison Dunn	1940-11-27	UHC-15587-15	6267467603	4086 Main St, Charlotte, NC, 28253	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-106932	ENR	Dennis Lane	2006-01-24	UHC-05281-74	9183203257	5757 Oak St, Las Vegas, NV, 89112	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-117714	ENR	Joyce Z Hanson	1949-10-10	UHC-20821-83	7099852727	7845 Jefferson Ave, Mesa, AZ, 85227	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
ENR-138249	ENR	Carolyn T Morris	1971-09-01	UHC-76922-76	4924927674	6139 River Rd, Gilbert, AZ, 85246	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
ENR-117730	ENR	Austin K Hart	1999-01-22	UHC-70253-84	3044549959	4422 Apache Blvd, Phoenix, AZ, 85073	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-106751	ENR	Raymond H Schmidt	1954-07-01	UHC-32279-47	6626210257	8835 Valley View Dr, Jacksonville, FL, 32261	0.90	Name re-cased City re-cased State code upper-cased Email lower-cased+1 more
ENR-108822	ENR	Waayne C Turner	1948-09-01	UHC-74124-29	—	4921 Canyon Rd, Las Vegas, NV, 89169	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-123451	ENR	Lauren Nguyen	1990-07-16	UHC-81167-55	4757244417	1130 Broadway, Fresno, CA, 93704	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-110812	ENR	Michelle G Schultz	1957-09-08	UHC-89543-47	3854508107	4275 Union St, Chandler, AZ, 85293	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-133806	ENR	Frances Z Pena	1950-05-05	UHC-93275-37	4052413018	2175 Broadway, Nashville, TN, 37275	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
ENR-125881	ENR	Carolyn H Carlson	1963-03-23	UHC-63760-02	7674784645	4704 Bayshore Dr, Columbus, OH, 43214	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-125137	ENR	Vincent D Carlson	1950-01-12	UHC-94571-05	9785275328	8057 Spring St, Eden Prairie, MN, 55374	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-100130	ENR	Diana Ramos	1979-07-02	UHC-92145-59	6418418084	4025 Elm St, Plano, TX, 75050	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-108149	ENR	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-108097	ENR	Terry A Brry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX, 77091	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-122268	ENR	Gabriel M Delgado	1993-11-22	UHC-19497-55	3417513904	7840 Spring St, Phoenix, AZ, 85045	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-133633	ENR	Richard Montgomery	1971-02-03	UHC-26592-48	8363666639	1231 Market St, Nashville, TN, 37293	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-117956	ENR	Brittany Z Munoz	1960-04-02	UHC-87830-57	8025740413	6223 Central Ave, Chandler, AZ, 85268	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-108498	ENR	Jerry N Hill	1959-09-15	UHC-61389-95	9702260779	273 Camelback Rd, Austin, TX, 78777	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-100740	ENR	Linda Payne	1958-06-17	UHC-36742-54	5986652157	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-133348	ENR	Roger Z Grant	1976-09-03	UHC-53202-79	9586470976	1253 Forest Ave, Austin, TX, 78773	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-101702	ENR	Anthony Simpson	1952-11-27	UHC-67870-89	6607285178	8962 Forest Ave, Mesa, AZ, 85249	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-111254	ENR	Joyce D Austin	1958-03-24	UHC-63571-30	9785255414	58 Palm Dr, Los Angeles, CA, 90035	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-113295	ENR	John Chavez	1988-08-11	UHC-47303-17	5355464218	7160 Valley View Dr, San Antonio, TX, 78222	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-138952	ENR	Ashley O Ryan	1982-05-26	UHC-70178-05	—	5777 Grand Ave, Fresno, CA, 93780	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-115406	ENR	Marilyn Russell	1982-09-16	UHC-23287-69	—	4316 Main St, Atlanta, GA, 30342	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-114180	ENR	Brenda C Obrien	1980-09-01	UHC-47194-70	3733695594	8901 Hillcrest Rd, Charlotte, NC, 28284	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-139542	ENR	Joe Rojas	1982-01-06	UHC-25331-20	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-136379	ENR	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-121457	ENR	Emily Dunn	2005-06-10	UHC-10434-99	8518520136	2401 Union St, Tempe, AZ, 85251	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-141465	ENR	Sean D Cunningham	1948-09-07	UHC-84508-19	9739336958	6245 Jefferson Ave, Houston, TX, 77057	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-100428	ENR	Lauren S Davis	1996-11-20	UHC-98479-36	—	4206 Baseline Rd, Scottsdale, AZ, 85264	0.90	Name re-cased Date of birth reformatted City re-cased State code upper-cased+1 more
ENR-105264	ENR	George Hoffman	1962-10-01	UHC-52151-87	5593117743	1238 Palm Dr, Houston, TX, 77012	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-132036	ENR	Jose Obrien	1945-12-06	UHC-01625-18	2888547713	7358 Elm St, Sacramento, CA, 95869	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-113374	ENR	Mei G Murphy	1956-01-12	UHC-37068-91	7179178333	177 Jefferson Ave, San Antonio, TX, 78274	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-138108	ENR	Maria Kelly	1990-07-21	UHC-82324-55	7608919800	317 Union St, San Antonio, TX, 78277	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-125117	ENR	Nancy O Vargas	1947-05-21	UHC-55764-99	9438206881	2475 Church St, Chandler, AZ, 85251	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-105169	ENR	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	4880 Mountain View Dr, Austin, TX, 78737	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-105590	ENR	Scott Long	1943-11-10	UHC-61646-64	8613207301	484 Willow Ct, Austin, TX, 78738	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-105037	ENR	Julie S Morgan	1969-02-27	UHC-84290-64	—	7947 Sage Ct, Gilbert, AZ, 85290	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-100749	ENR	Amber Adams	2005-02-03	UHC-86170-41	8373322995	2634 Ridge Rd, Atlanta, GA, 30364	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-100288	ENR	Andrea R Mendoza	1949-05-24	UHC-31553-52	6143632941	3821 Willow Ct, Denver, CO, 80230	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-115505	ENR	Carl C Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-124578	ENR	Nancy A Le	1972-11-14	UHC-48550-71	6704789869	6437 Ocean Ave, Fresno, CA, 93730	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-129843	ENR	Russel Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more

8,423 rows, page 147 of 169Previous Next