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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112715	ENR	Donna Watson	1943-04-17	UHC-76623-12	2199884656	7762 Baseline Rd, Austin, TX, 78759	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-114741	ENR	Michael McCoy	2007-10-14	UHC-72849-01	5916400898	5136 Ocean Ave, Tampa, FL, 33636	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-114367	ENR	Lawrence Ortega	1984-07-09	UHC-39292-35	9632023313	1931 Lake View Rd, Plano, TX, 75090	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-137467	ENR	Edward Shaw	1980-02-19	UHC-85465-64	5336805777	1063 Cedar Ln, Scottsdale, AZ, 85268	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-124341	ENR	Linda Kelly	1950-08-10	UHC-39290-06	4955731764	5183 Ridge Rd, Columbus, OH, 43262	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-132887	ENR	Brenda Cruz	2006-05-16	UHC-82459-61	6466985551	2625 Sunset Blvd, Plano, TX, 75087	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-139702	ENR	Sharon S Brooks	1973-01-21	UHC-47249-88	4472184819	7716 Church St, Scottsdale, AZ, 85212	0.92	Phone reformatted City re-cased State code upper-cased Plan code upper-cased
ENR-139337	ENR	Mattthew Robinson	1997-03-27	UHC-18292-40	—	2529 Harbor Blvd, Austin, TX, 78720	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-134684	ENR	Zachary Singh	1990-02-18	—	8158601031	3965 Park Pl, Mesa, AZ, 85221	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-106963	ENR	Danielle Q Jackson	1954-10-11	UHC-84944-11	2652938377	3506 Spring St, Denver, CO, 80238	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-118034	ENR	Dylan U Andrews	1961-11-08	UHC-71889-19	—	7202 Washington St, Sacramento, CA, 95879	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-125507	ENR	Wei Fuller	1956-05-22	UHC-07141-01	4237503755	1677 Washington St, Scottsdale, AZ, 85231	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-105230	ENR	Christian Grant	1950-01-27	UHC-17592-54	3753357211	2169 Broadway, Tucson, AZ, 85764	0.92	Phone reformatted Address re-cased City re-cased Whitespace trimmed
ENR-142742	ENR	Mateo Harvey	1961-06-08	UHC-46235-64	5604272492	4288 Broadway, Orlando, FL, 32876	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
ENR-105503	ENR	Christina Dunn	2004-01-13	UHC-43969-62	2196259443	2785 Valley View Dr, Glendale, AZ, 85367	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-110101	ENR	Terry M White	1963-10-19	UHC-08193-23	4752332073	3771 Ridge Rd, Columbus, OH, 43239	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-132130	ENR	Luis Hamilton	1969-07-08	UHC-40559-32	9414375658	7639 Broadway, Glendale, AZ, 85340	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-119159	ENR	Steve I Weaver	1939-10-01	UHC-34218-28	9278934085	1685 Jefferson Ave, Austin, TX, 78735	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-135458	ENR	Richard L Gonzales	1974-05-08	UHC-13350-17	7223272474	7292 Pine Dr, Nashville, TN, 37268	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-142799	ENR	Pamela Franklin	1977-06-13	UHC-94500-81	9167143901	8256 Pine Dr, San Antonio, TX, 78223	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-118159	ENR	Eric Q Clark	1998-01-17	UHC-90506-37	4052192362	5084 Grand Ave, Dallas, TX, 75232	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-106056	ENR	Anna Sanchez	1977-11-26	UHC-31748-10	4779265522	7569 Valley View Dr, San Antonio, TX, 78212	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-101654	ENR	Joan E Carroll	1998-08-14	UHC-14707-27	3099080034	8102 Willow Ct, Minneapolis, MN, 55424	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-132683	ENR	Emily F Porter	1947-04-11	UHC-00724-29	8543117653	3895 Bayshore Dr, Austin, TX, 78732	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-120916	ENR	Betty Hart	1993-04-17	UHC-32493-85	9158180225	4852 Union St, Charlotte, NC, 28229	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-115481	ENR	Raymond N Patterson	1938-09-28	UHC-88717-54	2227995434	8662 Sage Ct, Chandler, AZ, 85251	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-105339	ENR	Russell Holmes	1943-10-14	UHC-47288-77	6575017298	3301 Central Ave, Charlotte, NC, 28283	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-113596	ENR	Tyler U Pekins	1941-01-20	UHC-25496-41	7679793333	4711 Mountain View Dr, Columbus, OH, 43249	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-137929	ENR	Ashley Gardner	2005-06-09	UHC-95611-76	6662809505	6126 Harbor Blvd, Chandler, AZ, 85215	0.92	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-105080	ENR	Sarah Williams	2001-09-16	UHC-18323-04	6166631163	1699 Market St, Jacksonville, FL, 32282	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-110720	ENR	Helen L Austin	2003-09-10	UHC-03615-98	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-104025	ENR	Carlos V White	1989-01-05	UHC-71477-56	2306632369	3056 Harbor Blvd, Tampa, FL, 33621	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-123765	ENR	Edward Fowler	2006-03-17	UHC-79666-91	3775392506	630 Lincoln Way, Glendale, AZ, 85356	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-123510	ENR	Jessica H Garza	1962-01-08	UHC-17947-20	6563443648	5622 Harbor Blvd, Minneapolis, MN, 55420	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-111754	ENR	Alexis A Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
ENR-136746	ENR	Melissa Gutierrez	1960-05-03	UHC-41808-13	2373554865	9384 Broadway, San Diego, CA, 92157	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-134108	ENR	Amber Morris	1978-06-06	UHC-84590-84	6575346125	6085 Broadway, Charlotte, NC, 28271	0.92	Phone reformatted Address re-cased City re-cased Whitespace trimmed
ENR-116213	ENR	Diana Porter	1960-02-01	UHC-51105-44	3695928639	9277 Sage Ct, Seattle, WA, 98106	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-113129	ENR	Aaron F Williams	1993-09-07	UHC-95901-31	9364301430	7388 Mesa Dr, Mesa, AZ, 85237	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-108421	ENR	Heather N Singh	1949-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-140347	ENR	Amber Owens	1955-04-08	UHC-13318-27	2786678333	4405 Harbor Blvd, Plano, TX, 75027	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-118419	ENR	Matthew Martinez	1998-12-06	UHC-65086-44	8647286844	2454 Mesa Dr, Gilbert, AZ, 85243	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-124138	ENR	Heather C Reid	1966-04-05	UHC-52802-68	5423388784	62 Cedar Ln, Dallas, TX, 75250	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-116868	ENR	William P Black	1967-03-21	UHC-48987-35	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-106424	ENR	Elyzabeth Hawkins	1999-04-14	UHC-54218-68	9709534215	8844 Maple Ave, Eden Prairie, MN, 55350	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-137454	ENR	Denise Y Bowman	1950-04-28	UHC-03333-65	—	9666 Washington St, Austin, TX, 78708	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-102399	ENR	Hannah Gilbert	1952-03-02	UHC-34071-38	2876459697	9838 Grand Ave, Las Vegas, NV, 89155	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-102619	ENR	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-136365	ENR	Mateo B Singh	2001-02-15	UHC-84064-26	4389464169	997 Broadway, Columbus, OH, 43299	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-111840	ENR	Brandon X Hanson	1958-11-20	UHC-59797-37	6632974563	5096 Mesa Dr, Los Angeles, CA, 90069	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed

8,423 rows, page 158 of 169Previous Next