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-104273	ENR	Ashhley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136554	ENR	Bradley McDonald	2006-02-04	UHC-28129-65	6422931965	5167 Main St Apt 30, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130499	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-132257	ENR	Christina H Hawkins	1975-10-25	UHC-77082-73	2014856966	2144 Cedar Ln, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114825	ENR	Daniel X Austin	1967-05-16	UHC-34567-10	8624741477	1430 Pine Dr # 733, Denver, CO, 80262	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138625	ENR	Luis Hicks	1963-12-07	UHC-24118-33	2258984724	7581 Lincoln Way, Tempe, AZ, 85219	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138278	ENR	Sophia Stone	1985-10-25	UHC-25297-93	9769077903	7630 Mesa Dr # 889, Columbus, OH, 43240	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113893	ENR	Anthony Q Cox	—	UHC-21551-45	3513031223	8525 Willow Ct, Glendale, AZ	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127791	ENR	Sarah C Murphy	1964-06-03	UHC-01157-30	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-117697	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-117698	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-124505	ENR	John T Ramos	1994-07-07	UHC-05969-13	2086278814	3869 Baseline Rd, Fresno, CA, 93712	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109075	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-109076	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-141688	ENR	Anna F Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-134655	ENR	Dennis N Patterson	1969-03-28	UHC-31263-30	9535198192	3295 Market St, Eden Prairie, MN, 55374	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106083	ENR	Bruce Matthews	1948-10-15	UHC-70940-82	3564878906	9500 Church St, Eden Prairie, MN, 55362	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110572	ENR	Amy B Franklin	1995-06-08	UHC-99324-88	5447875680	2923 Washington St, Mesa, AZ, 85279	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-100233	ENR	Marcus Schmidt	2006-12-12	UHC-74913-88	6997328017	1781 Apache Blvd, Dallas, TX, 75246	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-100526	ENR	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124309	ENR	Joshua Warren	1949-05-13	UHC-33579-29	—	497 Baseline Rd, Orlando, FL, 32831	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-139842	ENR	Aaron S Shaw	—	UHC-68668-91	6169889813	3907 Elm St, Seattle, WA	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-111143	ENR	Roy Jimenez	2000-04-02	—	6695175320	9219 Apache Blvd Apt 30, Glendale, AZ, 85382	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136318	ENR	Katherine B West	2001-01-25	UHC-33223-95	6707918648	798 Central Ave Apt 4, Dallas, TX, 75213	0.50	Name re-cased Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-127161	ENR	Megan B Clark	1990-01-05	UHC-96665-83	—	3323 Grand Ave, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110922	ENR	Shirley Butler	1993-09-06	UHC-47514-26	—	218 Canyon Rd, Phoenix, AZ, 85006	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
ENR-122364	ENR	Janice Wilson	1947-01-19	UHC-63240-67	4846281626	3994 Ocean Ave # 412, Austin, TX, 78798	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
ENR-117953	ENR	Laura E Mendez	—	UHC-60316-23	2995950017	5085 Bayshore Dr # 518, Phoenix, AZ, 85046	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
ENR-107937	ENR	Mason M King	—	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN, 55356	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132317	ENR	Mei Miller	1991-09-01	UHC-81458-82	6059998900	7675 Central Ave, Atlanta, GA, 30331	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123188	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-109318	ENR	Laaura S Stone	1984-10-19	UHC-63188-72	—	7846 Willow Ct, Seattle, WA, 98190	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120723	ENR	Gloria M Thompson	1946-03-06	UHC-34983-11	5739634179	9524 Apache Blvd # 938, Phoenix, AZ, 85080	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-130180	ENR	Randy J Brooks	1989-12-06	UHC-99573-50	5112069004	1030 Mountain View Dr, Miami, FL, 33110	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125274	ENR	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX, 77041	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-120329	ENR	Daniel O Myers	1991-01-22	UHC-26791-70	3248792863	2242 Camelback Rd, Gilbert, AZ, 85258	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111331	ENR	Steven Holmes	1938-02-13	UHC-19554-84	—	6670 Washington St, Tempe, AZ, 85245	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140931	ENR	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100961	ENR	Mark G Hicks	1942-08-10	UHC-78075-81	7555104467	9003 Grand Ave, Nashville, TN, 37240	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140659	ENR	Amber Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave, Dallas, TX, 75273	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113134	ENR	Philip U Montogmery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-142718	ENR	Christian T Price	1944-08-02	UHC-56714-75	—	1279 Church St, Tucson, AZ, 85725	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116158	ENR	Walter L Mitchell	1982-09-11	UHC-14812-10	8143449306	909 Washington St Apt 8, Dallas, TX, 75274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

17,310 rows, page 19 of 347Previous Next