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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132589	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-125262	ENR	Janice McCoy	2004-03-02	UHC-72128-31	—	7802 Oak St, Nashville, TN, 37293	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118501	ENR	Michelle Coleman	1969-08-14	UHC-46833-58	2194961882	3514 Ocean Ave, Nashville, TN	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-138600	ENR	Wei M Ellis	1949-05-20	UHC-35158-42	—	2051 Central Ave # 810, San Diego, CA, 92180	0.66	Name re-cased Phone missing area code Unit split from street Email lower-cased+1 more
ENR-113952	ENR	Lucia S Mendoza	1978-09-11	UHC-29687-60	7059742980	7865 Sage Ct, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108667	ENR	Jacob Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-135975	ENR	Maark A Larson	1952-10-22	UHC-49198-72	6077574688	2813 Indian School Rd, Tempe, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131236	ENR	Patricia Perry	1989-03-08	UHC-27329-83	7002009863	3217 Desert Sky Blvd, Plano, TX, 75074	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-121828	ENR	Rachel X Soto	1973-05-28	UHC-29420-03	—	198 Central Ave, Tampa, FL, 33680	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113196	ENR	Keith S Garcia	1994-09-05	UHC-31785-44	—	2681 Bayshore Dr, Plano, TX, 75032	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-136004	ENR	Priya Bowman	1985-06-27	UHC-20261-11	—	8188 Willow Ct, Nashville, TN, 37260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122142	ENR	Martha Perez	—	UHC-56874-42	9875251987	3011 Highland Ave, Miami, FL, 33161	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-128275	ENR	Brian Q Hunt	1994-05-23	UHC-00949-45	4664721685	1019 Harbor Blvd, Austin, TX, 78716	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-137298	ENR	Amber Obrien	1986-01-02	UHC-23418-47	6093746320	8267 Spring St, Houston, TX, 77031	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-116964	ENR	Virginia V Bennett	1991-06-27	UHC-72898-74	2683854487	493 Union St, Fresno, CA, 93730	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-102416	ENR	Catherine J Bishop	1967-10-17	UHC-74567-41	2628916417	513 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137972	ENR	Peter A Jensen	1942-04-01	UHC-82248-04	8827578622	9197 Spring St, Denver, CO, 80262	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-122074	ENR	Ana N Santiago	1989-10-10	UHC-27486-90	6547889967	7230 Indian School Rd, Tempe, AZ, 85276	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-122736	ENR	Richard N Yang	—	UHC-13935-20	—	5832 Jefferson Ave, Fresno, CA, 93795	0.66	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-137623	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	—	5533 River Rd, Jacksonville, FL, 32240	0.66	Name re-cased Phone missing area code Member ID reformatted Gender normalised+1 more
ENR-121220	ENR	Jerry I Murray	1948-04-17	UHC-40805-76	6562847915	3159 Oak St, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118263	ENR	Jesse Snyder	—	UHC-29952-88	2189570350	7932 Palm Dr, Phoenix, AZ, 85097	0.66	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+1 more
ENR-102486	ENR	Turner Joe	1946-12-06	UHC-81055-45	9855402817	5768 Valley View Dr, Denver, CO, 80238	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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-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-124001	ENR	Linda Warren	1947-03-14	UHC-15412-53	5806431163	2937 Sunset Blvd, Atlanta, GA, 30310	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-107549	ENR	Virginia Grant	1968-08-03	UHC-27611-32	—	3062 Forest Ave, Columbus, OH, 43296	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-122876	ENR	Henry Chen	1983-04-24	UHC-49957-77	5826446147	3732 Palm Dr, Tucson, AZ, 85754	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-107664	ENR	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	702 Main St Apt 31, San Diego, CA, 92166	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-119549	ENR	Nicole I Holmes	—	UHC-42883-29	8394165219	1347 Washington St, Las Vegas, NV, 89179	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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-130373	ENR	Jose D Cook	1954-04-10	UHC-70225-01	3235025275	7755 Union St, Las Vegas, NV, 89104	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-100751	ENR	Jdy Y Ellis	—	UHC-47073-62	2819730834	3931 Main St, Seattle, WA, 98194	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-106435	ENR	Nancy W Estrada	1976-03-22	UHC-01826-54	7916365612	7743 Oak St, Phoenix, AZ, 85092	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-122547	ENR	Benjamin Lee	1957-04-22	UHC-90262-12	9726391636	7616 Lake View Rd, Plano, TX, 75006	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
ENR-115193	ENR	Maria Patterson	1991-03-23	UHC-79144-41	—	8319 Bayshore Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127337	ENR	Anna N Reyes	1996-06-11	UHC-26722-38	5613191706	8428 Central Ave, Houston, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-131791	ENR	Sofia I Murray	1982-01-09	UHC-35621-02	3165912096	679 Harbor Blvd, San Diego, CA, 92150	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137081	ENR	Thomas Laura	—	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-117314	ENR	Rogers Christian	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121105	ENR	Mei Estrada	1984-09-01	UHC-89514-53	4512331902	9821 Market St, Chandler, AZ, 85287	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-139372	ENR	Roger D Kelley	1969-01-26	UHC-99844-35	6528001976	8484 Canyon Rd, Mesa, AZ, 85248	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139153	ENR	Kyle L Austin	1987-03-04	UHC-55692-22	6394034450	8976 Spring St # 128, Atlanta, GA, 30387	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more

17,310 rows, page 120 of 347Previous Next