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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127672	ENR	Lucia B Smith	1964-01-03	UHC-39153-37	5628402665	866 Broadway Apt 26, Tempe, AZ, 85275	0.80	Date of birth reformatted Phone reformatted Unit split from street Address re-cased
ENR-108443	ENR	Gloria D Larson	1942-03-08	UHC-61814-19	9089125064	5998 Sunset Blvd # 574, Sacramento, CA, 95842	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-104583	ENR	Cynthia E Gardner	1988-06-20	UHC-10851-35	3278814233	3740 Desert Sky Blvd # 671, Orlando, FL, 32884	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-117508	ENR	Joe R Rose	2000-03-27	UHC-80700-65	2139538087	4024 Meadow Ln Apt 37, Jacksonville, FL, 32222	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-112593	ENR	Cheryl Hughes	2005-05-12	UHC-37621-50	—	1302 Willow Ct Apt 25, Jacksonville, FL, 32259	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-106739	ENR	Richard Silva	2000-07-04	UHC-08142-79	—	1302 Meadow Ln Apt 32, San Diego, CA, 92143	0.80	Member ID reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-115622	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	7576411917	1480 Main St Apt 4, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted Unit split from street Plan code upper-cased
ENR-140420	ENR	Juan J Taylor	1984-07-04	UHC-80698-65	7625511386	3684 Jefferson Ave # 763, Eden Prairie, MN, 55361	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
ENR-127734	ENR	Deborah Q Carroll	1964-05-01	UHC-68816-71	—	333 Ridge Rd Apt 27, Tampa, FL, 33671	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-101085	ENR	Sandra H Medina	1949-02-10	UHC-55383-26	3678336241	2837 Willow Ct # 597, Las Vegas, NV, 89158	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-103076	ENR	Judith P Bryant	1988-10-04	UHC-24740-21	7506781456	9461 Baseline Rd # 132, San Diego, CA, 92140	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-127362	ENR	Cynthia West	1969-05-14	UHC-57502-44	6202400097	8007 Washington St # 247, Tampa, FL, 33681	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-110701	ENR	Sarah Mershall	1941-06-20	UHC-65902-14	5417891031	4580 River Rd Apt 37, Tucson, AZ, 85708	0.82	Unit split from street Email lower-cased Whitespace trimmed
ENR-140128	ENR	Stephanie I Cox	1989-06-22	UHC-53849-60	—	8172 Mesa Dr Apt 26, Las Vegas, NV, 89107	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-133541	ENR	Joshua O Lawson	1992-07-01	UHC-00716-80	4006793270	8090 Cedar Ln Apt 27, Eden Prairie, MN, 55366	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-115087	ENR	Viktoria N Medina	1977-12-21	UHC-01237-82	7818763630	2066 Cedar Ln Apt 5, Dallas, TX, 75230	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-135976	ENR	Sean C Day	1972-08-17	UHC-42310-30	2712887437	7625 Baseline Rd # 422, Mesa, AZ, 85225	0.82	Unit split from street Email lower-cased Placeholder values cleared
ENR-135977	ENR	Sean C Day	1972-08-17	UHC-42310-30	2712887437	7625 Baseline Rd # 422, Mesa, AZ, 85225	0.82	Unit split from street Email lower-cased Placeholder values cleared
ENR-126362	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl Apt 6, Tempe, AZ, 85230	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-137708	ENR	Austin Jimenez	1950-01-04	UHC-70071-49	—	1333 Broadway # 133, Charlotte, NC, 28230	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-131255	ENR	Megan J Hicks	1993-04-15	UHC-94161-60	8175913599	1336 Baseline Rd Apt 2, Houston, TX, 77037	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-118199	ENR	Roy Coleman	1986-11-21	UHC-74199-16	7348278645	4485 Pine Dr # 624, Tampa, FL, 33650	0.82	Name re-cased Phone reformatted Unit split from street
ENR-136348	ENR	Gary Diaz	1992-07-06	UHC-94402-09	—	3564 Indian School Rd Apt 11, Fresno, CA, 93731	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-119593	ENR	Sandra G Singh	1975-10-23	UHC-70540-52	6847308043	1491 Jefferson Ave Apt 32, Gilbert, AZ, 85269	0.82	Phone reformatted Unit split from street City re-cased
ENR-101681	ENR	Santiago D Howell	1973-04-14	UHC-67277-92	6365021524	8827 Grand Ave # 461, Austin, TX, 78775	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-107306	ENR	Sera Wallace	1974-06-27	UHC-01239-89	7632954056	2395 Grand Ave # 916, Mesa, AZ, 85277	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-128701	ENR	Kyle Reed	1992-01-14	UHC-42912-18	6623386764	8860 Broadway # 993, Minneapolis, MN, 55495	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-108748	ENR	Jacqueline Nunez	1947-06-14	UHC-70312-06	—	2269 Sage Ct Apt 35, Glendale, AZ, 85342	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107443	ENR	Brenda Z Bennett	1945-06-16	UHC-75741-56	4527896983	2887 Ridge Rd # 404, San Antonio, TX, 78286	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-115563	ENR	Mary L Castro	1960-07-19	UHC-41566-60	3518760783	7608 Ocean Ave # 894, Seattle, WA, 98125	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-136709	ENR	Maia Chapman	2006-06-24	UHC-44612-64	6096887691	8540 Elm St Apt 10, San Diego, CA, 92173	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-136710	ENR	Maia Chapman	2006-06-24	UHC-44612-64	6096887691	8540 Elm St Apt 10, San Diego, CA, 92173	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-110390	ENR	Samantha Elliott	1975-08-03	UHC-46587-22	4155915524	5177 Highland Ave Apt 24, Scottsdale, AZ, 85223	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-142977	ENR	Julia H Lawrence	1969-01-26	UHC-09675-16	4262424515	1808 Sage Ct Apt 6, Mesa, AZ, 85218	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-109140	ENR	Alexandeer Gray	1964-11-05	UHC-99867-26	2586678053	2896 Baseline Rd # 960, Atlanta, GA, 30361	0.82	Name re-cased Phone reformatted Unit split from street
ENR-119837	ENR	Mateo Rojas	2000-08-17	UHC-82548-93	—	8931 Ridge Rd Apt 22, Jacksonville, FL, 32269	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-113452	ENR	Bryan Lynch	1958-04-19	UHC-36516-32	8449923921	3353 Market St Apt 24, Orlando, FL, 32892	0.82	Name re-cased Phone reformatted Unit split from street
ENR-102867	ENR	Nicholas X Santiago	1991-10-19	UHC-71532-02	3803462450	7444 Bayshore Dr # 182, San Diego, CA, 92173	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-125368	ENR	Frank X Grant	1946-06-16	UHC-64918-21	5059097302	7436 Park Pl Apt 20, Jacksonville, FL, 32247	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-122838	ENR	Judy Z Pierce	1991-02-15	UHC-76830-07	7106410167	2875 Maple Ave # 757, San Antonio, TX, 78239	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-133874	ENR	Maria Freeman	2004-03-22	UHC-32653-89	9403892019	8019 Harbor Blvd # 763, Tampa, FL, 33686	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-113301	ENR	Amy C Stone	1989-03-19	UHC-89211-51	6737232943	5009 Central Ave # 689, Columbus, OH, 43209	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-141803	ENR	Crlos Tucker	1981-10-07	UHC-87861-85	3334630761	344 Elm St Apt 16, Columbus, OH, 43294	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-111679	ENR	Carolyn Clark	2000-02-04	UHC-25927-01	6964068014	7512 Meadow Ln Apt 39, Tampa, FL, 33629	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-130404	ENR	Larry Campbell	1950-10-28	UHC-12054-79	4665699102	5628 Ridge Rd Apt 7, Nashville, TN, 37223	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-104387	ENR	Sofia M Nelson	1994-05-13	UHC-95695-84	5243131477	2083 Forest Ave Apt 12, Los Angeles, CA, 90048	0.82	Unit split from street Email lower-cased Whitespace trimmed
ENR-129441	ENR	Hannah G Gonzales	1987-11-27	UHC-27871-29	3166702227	6139 Central Ave # 311, Eden Prairie, MN, 55394	0.82	Name re-cased Phone reformatted Unit split from street
ENR-101083	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd Apt 38, San Diego, CA, 92151	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-136345	ENR	Alan E Pean	1983-03-03	UHC-57200-55	5224379332	9847 Grand Ave # 826, Glendale, AZ, 85336	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-126781	ENR	Gabriel Thompson	1953-09-15	UHC-78892-70	4973179802	1380 Washington St # 674, Nashville, TN, 37220	0.82	Phone reformatted Unit split from street Placeholder values cleared

3,345 rows, page 64 of 67Previous Next