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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103933	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-103932	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-114018	ENR	James Ellis	1954-09-19	UHC-94888-30	3738247195	7848 Lincoln Way, Dallas, TX, 75238	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110671	ENR	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140292	ENR	Alan Aguilar	1964-11-24	UHC-36939-26	6858170704	2959 Lake View Rd, Atlanta, GA, 30392	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115517	ENR	Jesse Wang	1988-07-14	UHC-90040-34	8559966831	1755 Park Pl, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115811	ENR	Samuel Q Adams	1951-06-02	UHC-73260-83	9335347991	1053 Meadow Ln, Los Angeles, CA, 90005	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137247	ENR	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131237	ENR	Samuel Martinez	1993-03-02	UHC-63883-31	2044450890	3969 Lake View Rd, San Antonio, TX, 78262	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109033	ENR	Pamela Perry	1948-11-24	UHC-99271-74	8473171023	5465 Maple Ave, Nashville, TN, 37232	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-116349	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH, 43224	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136583	ENR	Keith X Larson	1994-01-19	UHC-83530-31	2916371340	6408 Lincoln Way, Los Angeles, CA, 90046	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120110	ENR	Willlie Fisher	1958-02-27	UHC-91303-28	8137603904	2755 Park Pl, Chandler, AZ, 85273	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123249	ENR	Alan Ward	1943-11-12	UHC-62329-22	8592678591	3751 Sunset Blvd, Houston, TX, 77046	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125386	ENR	Stephen H Alexander	2006-02-01	UHC-25900-07	2672153210	4982 Main St, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107608	ENR	Pamela U Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-118394	ENR	Randy Perkins	1947-05-07	UHC-09073-11	8587259911	1802 Mesa Dr # 601, Nashville, TN, 37280	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111453	ENR	John I Lee	1980-12-10	UHC-76890-70	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102882	ENR	Sue S Evans	1960-06-17	UHC-39153-49	8418939686	7457 Baseline Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121957	ENR	Jonathan M Dunn	1942-10-25	UHC-19168-37	3582511527	7019 Union St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125275	ENR	Arthur L Stewart	2002-12-12	UHC-88148-99	8167913380	5761 Highland Ave, Austin, TX, 78705	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136308	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	6109732072	6098 Elm St Apt 28, Los Angeles, CA, 90063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122717	ENR	Joseph Hnut	2006-03-13	UHC-58837-70	2386337287	3924 Harbor Blvd, Miami, FL, 33165	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142213	ENR	Frank Owens	—	UHC-66842-15	2777321620	7234 Washington St, Sacramento, CA, 95800	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135263	ENR	Doris Y Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110935	ENR	Bryan Herrera	2003-11-28	UHC-94727-57	8374424852	7399 Palm Dr, Glendale, AZ, 85386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141282	ENR	Stephen A Lee	—	UHC-61986-10	6817270581	2563 Grand Ave, Atlanta, GA, 30306	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-119977	ENR	Terry B Cook	1939-02-17	UHC-00473-96	9575516245	8711 Jefferson Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110224	ENR	William W Vasquez	1951-02-18	UHC-71023-24	6076055968	7310 Highland Ave, Minneapolis, MN, 55451	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129231	ENR	Isabella Y Fisher	1942-06-10	UHC-39398-03	4274424161	3499 Baseline Rd, Eden Prairie, MN, 55315	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116736	ENR	Mei Morgan	1955-07-10	UHC-93732-16	8336985412	7668 Maple Ave, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118493	ENR	Mary Owens	1943-01-19	UHC-31683-52	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115161	ENR	Carolyn Fowler	—	UHC-37744-40	8333955010	4224 Union St, Seattle, WA, 98190	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-114351	ENR	Ronald Z Patel	1946-12-02	UHC-38545-58	4264301569	795 Jefferson Ave Apt 20, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122922	ENR	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr, Houston, TX, 77093	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101411	ENR	Nicole Chapman	1981-08-15	UHC-66699-97	4269950496	7843 Meadow Ln, Jacksonville, FL, 32263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106463	ENR	John Howard	—	UHC-27071-31	3454797241	7836 Ridge Rd, Phoenix, AZ, 85031	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125042	ENR	Ronald L Lawrence	2000-06-18	UHC-97646-78	3115022372	5253 Washington St # 787, Denver, CO, 80249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104993	ENR	Fatima T Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110346	ENR	Karen Boyd	1982-01-20	UHC-47934-94	9306925484	4539 Hillcrest Rd # 336, Houston, TX, 77000	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-117385	ENR	Joseph Moore	1979-07-15	UHC-56193-25	3568914993	9013 Oak St, Tempe, AZ, 85281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123162	ENR	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120077	ENR	Aisha T Patel	1992-02-11	UHC-79308-89	3934845680	9299 Highland Ave, Miami, FL, 33124	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136928	ENR	Priia F Robinson	1979-12-23	UHC-81983-21	4296375119	3100 River Rd, Denver, CO, 80261	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-114683	ENR	Jose W Fulleer	2001-03-22	UHC-64364-99	3642208307	5346 Baseline Rd, Houston, TX, 77005	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
ENR-108815	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

28,181 rows, page 160 of 564Previous Next