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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104104	ENR	Dyln Morris	1947-09-14	UHC-10956-50	—	3933 Camelback Rd, Seattle, WA, 98154	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141958	ENR	Rodriguez Ralph	1991-08-03	UHC-39276-85	2873964684	7263 Washington St, Plano, TX, 75098	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-100129	ENR	Cheryl Chen	1993-08-01	UHC-69315-62	6509193438	1394 Highland Ave, Tucson, AZ, 85752	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110602	ENR	Scott B Pena	1993-10-14	UHC-95096-66	2229578212	2019 Oak St, Tucson, AZ, 85798	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119012	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	5826596695	8001 Pine Dr, San Diego, CA, 92158	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119211	ENR	Margaret Z Patterson	1977-09-12	UHC-31161-99	8035518926	2729 Lincoln Way, Columbus, OH, 43264	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106826	ENR	Maria Gibson	1985-05-25	UHC-55479-43	8528157153	9223 Cedar Ln, Plano, TX, 75080	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-129756	ENR	Susan R Schmidt	1949-12-17	UHC-94571-79	9045340791	6027 Church St, Chandler, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106002	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave, Austin, TX, 78706	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134820	ENR	Dennis N Vazquez	1952-06-21	UHC-71319-79	3989061745	4307 Maple Ave, Miami, FL, 33181	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105445	ENR	Larry Franklin	1973-09-04	UHC-64798-78	4168405275	6127 Harbor Blvd, San Antonio, TX, 78201	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137076	ENR	Harold E Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142955	ENR	Jordan Payne	2000-04-02	UHC-53942-34	—	8673 Camelback Rd, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-111698	ENR	Angela Guzman	1958-01-27	UHC-35394-38	8578799408	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-118245	ENR	Joyce F Reyes	2008-12-04	UHC-28639-46	5382203546	1156 Broadway, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-118437	ENR	Brian N Robertson	1969-10-18	UHC-07917-24	5786063592	708 Maple Ave, San Diego, CA, 92196	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115036	ENR	Joe N Torres	1985-05-16	UHC-61111-61	3736327454	7285 Indian School Rd, Tucson, AZ, 85743	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113153	ENR	Tyler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109612	ENR	Dylan Bennett	2007-07-02	UHC-79922-03	2649023335	1538 Grand Ave, Sacramento, CA, 95859	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123465	ENR	Walter Simpson	1969-08-24	UHC-67262-83	—	1892 Pine Dr, Tempe, AZ, 85267	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-117075	ENR	Mateo E Barnes	1954-02-13	UHC-54709-71	7598498133	7827 Hillcrest Rd, Atlanta, GA, 30335	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142602	ENR	Patricia Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123069	ENR	Debra X Armstrong	1947-10-12	UHC-39020-80	9324917154	3701 Canyon Rd, Scottsdale, AZ, 85209	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-125534	ENR	Shirley Gutierrez	1958-08-13	UHC-95109-52	3608963553	2473 Willow Ct, San Antonio, TX, 78276	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-102255	ENR	Mitchell Jessica	1962-04-20	UHC-53125-10	5653138278	7665 Main St, Mesa, AZ, 85263	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132792	ENR	Wei B Rodriguez	1944-09-20	UHC-29509-85	9508259985	8123 Mountain View Dr, Tempe, AZ, 85254	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131366	ENR	Dorothy Gordon	1964-12-25	UHC-20959-68	3735725182	2761 River Rd, Jacksonville, FL, 32227	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126829	ENR	Charles U Fowelr	2006-05-02	UHC-37024-92	6576268161	4648 Church St, Tampa, FL, 33657	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-131986	ENR	Christine I Hunt	1990-01-18	UHC-64394-43	7978293653	81 Palm Dr, Houston, TX, 77053	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119640	ENR	Ann E Adams	1983-01-10	UHC-99901-62	5615062737	5537 Camelback Rd, Sacramento, CA, 95832	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117901	ENR	Yuki Moreon	1965-09-11	UHC-18359-83	—	851 Market St, Plano, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-137494	ENR	Marcus R Mills	1984-08-16	UHC-69863-39	3215546377	8517 Lake View Rd, Mesa, AZ, 85253	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140943	ENR	Virginia Z Fernandez	1973-06-03	UHC-33328-14	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.66	Name re-cased SSN last four extracted State code upper-cased Gender normalised+1 more
ENR-139612	ENR	Ryan M Patel	2003-09-16	UHC-54246-97	4584535471	3245 Jefferson Ave, Nashville, TN, 37201	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-126700	ENR	Gerald Y Gardner	1952-06-01	UHC-17504-13	3414882720	2245 Meadow Ln, Charlotte, NC, 28269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130828	ENR	Harold U Marquez	1943-09-27	UHC-83460-01	—	1701 Lake View Rd, Tempe, AZ, 85241	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-133569	ENR	Jess Z Thomas	1986-11-18	UHC-58296-10	—	621 Elm St, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135221	ENR	Janet Le	1964-08-14	UHC-70945-49	9647008385	1029 Oak St, Tucson, AZ, 85713	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131807	ENR	Thomas Graham	1984-09-21	UHC-00491-82	4183807798	2092 Sage Ct, Tucson, AZ, 85779	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101462	ENR	Brian Vargas	1983-06-28	UHC-54744-79	8268500864	5006 Desert Sky Blvd, San Diego, CA, 92125	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125282	ENR	Marilyn P Barns	1957-12-23	UHC-48806-49	6253821548	4785 Apache Blvd, San Diego, CA, 92164	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-134360	ENR	Dylan T Maldonado	1994-07-14	UHC-83801-46	3857143699	7302 Harbor Blvd, Tucson, AZ, 85748	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-137451	ENR	Alexander Blak	1998-09-21	UHC-51655-25	3144683402	1837 Maple Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118491	ENR	Sanders O Nathan	2003-12-13	UHC-04089-53	8965835750	2412 Canyon Rd, Sacramento, CA, 95885	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-101405	ENR	David A Myers	1949-02-02	UHC-29134-83	4384800829	251 Apache Blvd, Los Angeles, CA, 90023	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126555	ENR	Mark Morris	1977-12-03	UHC-98101-29	4205832158	8456 Market St, San Diego, CA, 92187	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141706	ENR	Stephne Mitchell	1980-11-20	UHC-01206-78	7213938364	8311 Sunset Blvd, Minneapolis, MN, 55468	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more

7,326 rows, page 98 of 147Previous Next