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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130902	ENR	Bruce Weber	1975-02-03	UHC-97519-16	3083029179	673 Sunset Blvd, Eden Prairie, MN, 55311	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-128336	ENR	Henry C Jones	1953-11-17	UHC-15963-28	9195136393	2709 Market St, San Antonio, TX, 78213	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108604	ENR	Nick T Larson	1993-08-09	UHC-90661-50	9236882186	9895 Sunset Blvd, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133695	ENR	George P Walker	1972-09-24	UHC-24290-02	5023135191	6940 Valley View Dr, Scottsdale, AZ, 85207	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119571	ENR	Ryan M Daniels	1949-03-16	UHC-67026-83	—	2759 Bayshore Dr, Glendale, AZ, 85331	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141201	ENR	Logan Porter	1973-10-07	UHC-52604-17	—	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103907	ENR	Willie V Woods	2001-02-18	UHC-13925-39	9468977509	6332 Broadway, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-128397	ENR	Katherine M Garza	1977-12-13	UHC-34249-92	3798157969	910 Lincoln Way, Tampa, FL, 33644	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125863	ENR	Betsy U Mroeno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110671	ENR	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-123249	ENR	Alan Ward	1943-11-12	UHC-62329-22	8592678591	3751 Sunset Blvd, Houston, TX, 77046	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-130935	ENR	Virginia Phillips	1958-10-25	UHC-14253-58	3372904669	3820 Church St, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-122717	ENR	Joseph Hnut	2006-03-13	UHC-58837-70	2386337287	3924 Harbor Blvd, Miami, FL, 33165	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116736	ENR	Mei Morgan	1955-07-10	UHC-93732-16	8336985412	7668 Maple Ave, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101075	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-108815	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141253	ENR	Frances Gonzalez	1946-04-11	UHC-22728-58	2067135517	95 Washington St, Tucson, AZ, 85796	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-136966	ENR	Jean O George	1981-10-26	UHC-52843-78	5964563520	4731 Jefferson Ave, Houston, TX, 77030	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135626	ENR	Doris Pierce	1947-07-28	UHC-36711-03	—	9815 Palm Dr, Atlanta, GA, 30396	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115250	ENR	Anthony Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119043	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134583	ENR	Zachary D Scott	1958-09-27	UHC-07739-84	7395105401	7469 Central Ave, Miami, FL, 33170	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104661	ENR	Ann L Watkins	1949-12-27	UHC-96933-92	4132994008	7502 Jefferson Ave, Miami, FL, 33152	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-119327	ENR	Carlos McDonad	1967-01-15	UHC-52759-39	9483984209	2056 Central Ave, Plano, TX, 75017	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123894	ENR	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-131853	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-140610	ENR	Jose F Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115562	ENR	Andy Evans	1988-10-25	UHC-10411-09	9077744026	4471 Desert Sky Blvd, Nashville, TN, 37243	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117839	ENR	Lauren Hill	1970-11-09	UHC-71517-82	3917240818	7973 Park Pl, Denver, CO, 80283	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104706	ENR	Jack M Knight	1955-10-20	UHC-49193-58	9868685310	252 Sage Ct, Nashville, TN, 37219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131211	ENR	Bryan I Fowler	1948-06-15	UHC-45894-30	3066782087	8770 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-126536	ENR	Abigail V Gonzalez	1980-11-06	UHC-62276-24	—	6210 Highland Ave, San Antonio, TX, 78200	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129772	ENR	Omar J Marquez	1993-05-23	UHC-55399-98	5175410345	1963 Highland Ave, Miami, FL, 33175	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139948	ENR	Ray H Simpson	2000-04-13	UHC-16899-95	4867461031	8207 Pine Dr, Tampa, FL, 33647	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118503	ENR	Melissa Q Reed	2002-06-23	UHC-35854-27	—	5544 Cedar Ln, Dallas, TX, 75272	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117386	ENR	Megan C Wood	1984-10-23	UHC-68078-33	2154660580	7693 River Rd, Jacksonville, FL, 32262	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132455	ENR	Martha Russell	1986-09-26	UHC-05709-13	5532736503	8647 Desert Sky Blvd, Orlando, FL, 32896	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113219	ENR	Alan T Phillips	1997-07-18	UHC-62107-94	5906703839	2078 Sage Ct, Atlanta, GA, 30383	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-120849	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120848	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118358	ENR	Doris A Li	1999-01-07	UHC-88009-26	4665883054	5308 Indian School Rd, Atlanta, GA, 30334	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-111499	ENR	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	2837 Cedar Ln, Jacksonville, FL, 32248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109994	ENR	Linda Q Kelley	1977-04-15	UHC-65744-09	9342593909	6434 Washington St, Las Vegas, NV, 89155	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135665	ENR	Gloria Yang	2008-06-20	UHC-77975-62	3764328088	7271 Broadway # 266, Glendale, AZ, 85321	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-141846	ENR	Dean Wayne	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109391	ENR	Sharon B Perez	1993-04-25	UHC-67455-26	4984828512	2104 Harbor Blvd, Mesa, AZ, 85208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

2,874 rows, page 31 of 58Previous Next