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 “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-125728	ENR	Mariana Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116680	ENR	Virginia T Porter	1959-12-12	UHC-82671-87	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103249	ENR	Frances C Sanders	1995-12-19	UHC-30460-10	5564345258	9272 Meadow Ln, Miami, FL, 33150	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122901	ENR	Judy L Silva	1973-11-13	UHC-25662-39	—	4581 River Rd, Tempe, AZ, 85296	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133965	ENR	Alexis V Munoz	1965-11-22	UHC-55268-22	3793979125	9488 Willow Ct, Minneapolis, MN, 55489	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117039	ENR	Adam Q Davis	1944-05-09	UHC-56045-93	5656934889	8959 Market St, Phoenix, AZ, 85003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-140214	ENR	Rachel N Meyer	1999-08-10	UHC-39130-61	8779004809	8031 Valley View Dr, Jacksonville, FL, 32247	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-128786	ENR	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118576	ENR	Eric A Freeman	1961-04-07	UHC-11481-11	3409589916	533 Highland Ave, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103992	ENR	Patricia K Miller	1943-02-16	UHC-81250-72	3122010988	1760 Pine Dr, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108450	ENR	Maosn Little	1947-02-26	UHC-15343-10	5738502794	840 Market St, Gilbert, AZ, 85204	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136010	ENR	Virginia Chavez	1973-09-22	UHC-84832-35	2923942388	4032 Meadow Ln, Miami, FL, 33150	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125970	ENR	Jose Pena	1961-09-19	UHC-56212-80	9235737740	1306 Central Ave, Jacksonville, FL, 32203	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116819	ENR	Anna Y Wells	1951-09-16	UHC-60237-17	—	1368 Indian School Rd, San Antonio, TX, 78204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142771	ENR	Alan Harris	1946-08-05	UHC-64454-23	6765925049	1221 Union St, Minneapolis, MN, 55422	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112295	ENR	Dennis Reyes	1951-11-05	UHC-46893-94	2266405957	6420 Palm Dr, Jacksonville, FL, 32274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108396	ENR	Barbara F Simpson	1949-07-18	UHC-04319-84	3656662571	5234 Washington St, Denver, CO, 80205	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128242	ENR	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139076	ENR	Kenneth H Green	1980-07-07	UHC-32169-97	2835801023	1014 Maple Ave, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127931	ENR	JJunk	1957-07-09	UHC-47898-35	8826073302	7361 Main St, Columbus, OH, 43276	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-142480	ENR	Terry O Silva	1957-04-21	UHC-77066-08	5286699634	5292 Jefferson Ave, Denver, CO, 80227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111967	ENR	Maria Oliver	1988-06-15	UHC-49557-54	2549838969	5966 Palm Dr Apt 37, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+2 more
ENR-138835	ENR	Eugene Crawford	1951-11-09	UHC-64523-80	8345504125	1638 Oak St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124851	ENR	Jfef X Matthews	1981-01-03	UHC-22665-19	6698346249	2008 Market St, Gilbert, AZ, 85290	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104509	ENR	Nancy B Tran	1968-11-02	UHC-89471-33	7687833624	8721 Pine Dr, Denver, CO, 80218	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113143	ENR	Ethan Q Hill	1944-05-11	UHC-60191-91	2225407877	3252 Main St, Austin, TX, 78790	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107868	ENR	Maria T Bryant	1999-07-28	UHC-92112-28	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124236	ENR	James Q Torres	1979-05-03	UHC-15723-81	6245721999	1992 Central Ave, Nashville, TN, 37225	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-136263	ENR	Aisha Burns	1974-10-07	UHC-01658-44	2809277236	4453 Forest Ave, Dallas, TX, 75244	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107704	ENR	Bryan Z Mason	1955-02-28	UHC-53878-41	4834843548	7192 Sunset Blvd, Gilbert, AZ, 85289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102548	ENR	Bobby C Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
ENR-114921	ENR	Ann Matthews	1993-09-25	UHC-82258-75	8169260599	4310 Lake View Rd, Chandler, AZ, 85224	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119339	ENR	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111032	ENR	Sean Owens	1984-01-05	UHC-64788-47	6417043423	5632 Baseline Rd, San Diego, CA, 92137	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127919	ENR	Amber C Palmer	1958-05-09	UHC-28566-35	5904203006	5064 Church St, Austin, TX, 78748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124835	ENR	Matthew U Nunez	1969-05-13	UHC-82540-20	4632897483	7656 Washington St, Houston, TX, 77030	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-140056	ENR	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St # 892, Tampa, FL, 33693	0.64	Phone reformatted Unit split from street ZIP+4 trimmed Plan code upper-cased+2 more
ENR-126966	ENR	Alan N Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109907	ENR	Jack Y Hernandez	1955-12-04	UHC-68349-56	7783483734	916 Indian School Rd, Columbus, OH, 43228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132057	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	—	900 Church St, Houston, TX, 77017	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140097	ENR	Lauran X Ryan	—	UHC-80172-58	9672371450	4827 Hillcrest Rd, Mesa, AZ, 85239	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-128415	ENR	Arjun L Hansen	2001-05-27	UHC-08942-86	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112825	ENR	Bryant O Donald	1938-05-08	UHC-55875-41	—	7574 Bayshore Dr, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114340	ENR	Mariana T McDonald	1963-02-15	UHC-89548-26	3913192929	6528 Sunset Blvd Apt 24, Minneapolis, MN, 55459	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-104549	ENR	Marilyn Z Weaver	1971-07-02	UHC-95376-47	3803692073	7242 Maple Ave, Tucson, AZ, 85719	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121938	ENR	Logan V Wilson	1998-01-09	UHC-97610-18	8814440387	6748 Mountain View Dr, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135678	ENR	Carl M Duncan	2002-05-21	UHC-50959-59	4009045955	6668 Main St, Seattle, WA, 98184	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107730	ENR	Theresa Ray	1969-11-13	UHC-50362-61	9468395360	5206 Ridge Rd, Fresno, CA, 93720	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

3,951 rows, page 40 of 80Previous Next