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-120805	ENR	Wayne L Ford	1970-01-13	UHC-66292-19	9223113570	1973 Palm Dr, Chandler, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135454	ENR	Benjamin F Jones	2000-11-10	UHC-29222-43	4176285515	3705 Hillcrest Rd, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133215	ENR	Christina U Lee	1955-12-17	UHC-17565-50	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116951	ENR	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-131891	ENR	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142442	ENR	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139454	ENR	Melissa Gonzales	1980-10-17	—	9075525780	6827 Oak St, Tucson, AZ, 85701	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114496	ENR	Charlotte I Payne	2005-01-13	UHC-71249-10	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110394	ENR	Joe Gardner	2002-05-07	UHC-79742-33	9053153067	520 Ocean Ave, San Diego, CA, 92120	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136726	ENR	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-142615	ENR	Martha Z Williamson	1995-08-06	UHC-86118-06	5406969099	364 Broadway, Plano, TX, 75094	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-102959	ENR	Steven Griffin	1964-06-03	UHC-31694-08	9233736481	7957 Spring St, Los Angeles, CA, 90041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117288	ENR	Jannice A Austin	1986-05-20	UHC-71582-77	8939218217	3680 Valley View Dr, Tempe, AZ, 85272	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110417	ENR	Frances J Davis	1942-04-09	UHC-05286-73	4273631124	1926 Willow Ct, Austin, TX, 78742	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-101780	ENR	Thomas L Hanson	1961-12-03	UHC-43892-40	6666105579	226 Elm St, Dallas, TX, 75212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-113069	ENR	Evelyn Lee	1981-06-08	UHC-80205-94	—	8558 Camelback Rd, Minneapolis, MN, 55409	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109424	ENR	Ralph R Rios	1942-07-13	UHC-62279-46	4883355336	6066 Apache Blvd, Fresno, CA, 93795	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123704	ENR	Jennifer Santos	1944-02-16	UHC-69446-66	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128269	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107447	ENR	Ruth Williams	1945-02-14	UHC-57933-77	3666020616	4734 Pine Dr, Tempe, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134998	ENR	Eric Foster	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106337	ENR	Thomas Q Hart	2004-09-01	UHC-88572-81	—	3114 Sage Ct, Seattle, WA, 98128	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-122649	ENR	Joshua O Turner	2006-01-21	UHC-52997-64	5898925828	1947 Grand Ave, Houston, TX, 77024	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-114411	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114412	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100590	ENR	Anna P West	1992-12-07	UHC-73605-83	2044924905	4679 Harbor Blvd, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123591	ENR	Christopher Marshall	1959-08-27	UHC-31218-31	2403555494	6291 Harbor Blvd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-106991	ENR	Laura Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119948	ENR	Carol I Ramirez	1944-09-23	UHC-43837-44	6134610915	1707 Maple Ave, Minneapolis, MN, 55464	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121694	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106893	ENR	Emma G Willis	1954-08-24	UHC-58209-41	3946726890	5090 Forest Ave, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121543	ENR	Eric Schmidt	1945-11-23	UHC-94650-89	7504715846	3720 Pine Dr, Miami, FL, 33118	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130927	ENR	Virginia Burton	1994-09-10	UHC-53335-75	2067410784	210 River Rd, Dallas, TX, 75267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-103720	ENR	Ana Y Richards	1963-12-12	UHC-66328-47	4843864788	7057 Meadow Ln, Minneapolis, MN, 55425	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101970	ENR	Karen Harrison	1982-01-07	UHC-95685-99	2615664410	4512 Harbor Blvd, Mesa, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115787	ENR	Nicole U Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130274	ENR	Christina G Mills	1988-03-10	UHC-90641-03	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117008	ENR	Nicholas V Fller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-112678	ENR	Virginia T Rice	1942-12-26	UHC-60262-09	—	6678 Lincoln Way, Fresno, CA, 93726	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138517	ENR	Jeremy W Dunn	1988-07-21	UHC-55421-50	—	8291 Maple Ave, Houston, TX, 77080	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115055	ENR	Benjamin W Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-130579	ENR	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109771	ENR	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114859	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103796	ENR	Tyler E Lewis	1939-12-16	UHC-32237-45	3989958377	9100 Cedar Ln, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-125777	ENR	Russell Andrea	1944-08-16	UHC-54510-32	7712889749	8847 Apache Blvd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

3,951 rows, page 45 of 80Previous Next