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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131754	ENR	Daniel G Coleman	—	UHC-12741-89	—	2517 Bayshore Dr, Eden Prairie, MN, 55320	0.70	Date of birth unreadable SSN last four extracted Placeholder values cleared
ENR-114537	ENR	Teresa Armstrong	1942-02-06	UHC-45294-16	—	769 Lincoln Way, Los Angeles, CA, 90017	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-121689	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-121056	ENR	Patrick Fisher	1985-08-03	UHC-27825-83	7773295953	7715 Baseline Rd, Mesa, AZ, 85289	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115730	ENR	Janet Sulllivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-115420	ENR	Diane King	1972-07-21	UHC-67403-97	—	7739 Cedar Ln, Chandler, AZ, 85261	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-117895	ENR	Josh Yang	2006-08-04	UHC-41387-41	5506881599	463 Palm Dr, Plano, TX, 75040	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124859	ENR	Hannah Perry	2004-05-25	UHC-95487-66	2898020506	1863 Palm Dr # 481, Eden Prairie, MN, 55374	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-106972	ENR	Joseph Kennedy	1946-06-09	UHC-44031-72	—	522 Valley View Dr, Fresno, CA, 93708	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-142643	ENR	Ralph Wells	1953-12-13	UHC-33177-69	—	4462 Bayshore Dr, Minneapolis, MN, 55479	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
ENR-106325	ENR	Timothy W Daniels	1950-02-21	—	4942080186	9644 River Rd, Orlando, FL, 32863	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105176	ENR	Mark I Espinoza	1973-01-15	UHC-15956-12	—	3873 Bayshore Dr, Tucson, AZ, 85791	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-114259	ENR	Willie B Gonzales	2008-09-23	UHC-76085-13	8395498872	4425 Indian School Rd, Austin, TX, 78795	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
ENR-130539	ENR	Jordan Lucas	1941-06-17	UHC-43274-14	8999350181	3269 Apache Blvd, Phoenix, AZ, 85068	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-106747	ENR	Debra Park	1957-01-10	UHC-68058-17	—	2847 Spring St, Glendale, AZ, 85369	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-142591	ENR	Kayla Y James	1961-06-15	UHC-27390-20	6164409509	3880 Park Pl, Minneapolis, MN, 55421	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132372	ENR	Camila Q Coleman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124034	ENR	Jacob Vaazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110385	ENR	Nicole Patterson	1985-06-03	UHC-44497-65	8118784914	9814 Baseline Rd, Miami, FL, 33147	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118917	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107678	ENR	Shirley Holmes	1961-04-17	UHC-39460-01	4462889768	8316 Ocean Ave, Phoenix, AZ, 85014	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117820	ENR	Arthur P Bailey	1980-11-16	UHC-24286-79	3424371609	4547 Elm St, Charlotte, NC, 28290	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106114	ENR	Linda L Gomez	1994-04-14	UHC-48209-83	5269504569	8638 River Rd, Jacksonville, FL, 32251	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105643	ENR	Eugene Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St, Tampa, FL, 33684	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102746	ENR	Isabella W Kelly	1974-01-12	UHC-14976-42	2429136605	4031 Church St, Sacramento, CA, 95891	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140920	ENR	Timothy H Payne	1958-07-01	UHC-91578-40	7537131376	4969 Harbor Blvd, Scottsdale, AZ, 85275	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115024	ENR	Randy N Stevens	1988-10-24	UHC-04898-82	9183953557	7288 Jefferson Ave, Los Angeles, CA, 90071	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133315	ENR	Edward Hraris	2005-01-07	UHC-50295-72	7633704448	2501 Palm Dr, Las Vegas, NV, 89161	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111545	ENR	Adam Gonzales	1988-09-08	UHC-53714-65	3055210341	1141 Pine Dr, Plano, TX, 75049	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115159	ENR	Donald V Price	1939-09-28	UHC-80700-98	2694993430	3141 Main St, Charlotte, NC, 28236	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142125	ENR	Amber Murphy	1948-03-04	UHC-50156-12	7032011060	7183 Apache Blvd, Atlanta, GA, 30364	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115213	ENR	Jennifer J Banks	1956-01-05	UHC-67222-51	5038444271	3774 Main St, Gilbert, AZ, 85281	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129979	ENR	Jennifer Burton	1969-06-02	UHC-57790-33	9013974607	7210 Ocean Ave, Gilbert, AZ, 85230	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117426	ENR	Janet Oliver	1962-11-22	UHC-06147-41	4047277665	8830 River Rd, Eden Prairie, MN, 55326	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130805	ENR	Mary D Andrews	1967-06-01	UHC-13626-54	6094755452	7578 Grand Ave, Seattle, WA, 98128	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130797	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	3565609550	8405 Apache Blvd, Miami, FL, 33125	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133375	ENR	Aaron A Watkins	1967-12-08	UHC-17694-70	8098128553	7721 Maple Ave, Sacramento, CA, 95836	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116917	ENR	Doris A Medina	1957-03-27	UHC-67294-17	7188612504	7137 Ridge Rd, Miami, FL, 33164	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139234	ENR	Nicole T Kennedy	2000-06-05	UHC-01061-12	8018486283	52 Valley View Dr, Orlando, FL, 32800	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115781	ENR	James E Gomez	1984-08-13	UHC-15294-65	6299816310	1290 Bayshore Dr, Tempe, AZ, 85276	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142609	ENR	Roy J Carr	1976-03-23	UHC-73115-10	8946382167	8838 Cedar Ln, Tempe, AZ, 85213	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130481	ENR	Liinda A Luna	1942-03-14	UHC-49123-22	2126765937	3301 Spring St, Houston, TX, 77031	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116599	ENR	Kimberly Marquez	1989-05-26	UHC-05060-66	9037650878	2170 Lake View Rd, Gilbert, AZ, 85232	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119754	ENR	Alexander D Welch	1986-01-05	UHC-67317-69	7666300088	2046 Palm Dr, Fresno, CA, 93727	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127657	ENR	Donald Daniels	2001-05-01	UHC-99841-01	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107994	ENR	Michelle M Matthews	1958-12-03	UHC-85785-52	7125860459	4707 Central Ave, Eden Prairie, MN, 55391	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118025	ENR	Jennifer N Anderson	1955-02-02	UHC-59630-32	8372941329	9633 Mountain View Dr, Orlando, FL, 32803	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117023	ENR	John G Ricchards	1960-04-21	UHC-18909-52	2303161535	821 Canyon Rd, Scottsdale, AZ, 85202	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126757	ENR	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101653	ENR	Austin V Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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