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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116915	ENR	Hiroshi Ward	1948-09-11	UHC-38573-73	5685421715	8831 Maple Ave, Gilbert, AZ, 85279	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113931	ENR	Jack E Hunter	2003-08-05	UHC-30381-30	3402093401	8684 Spring St, Orlando, FL, 32824	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124710	ENR	Linda Stone	1985-11-14	UHC-66695-10	2404287313	3121 Main St, Scottsdale, AZ, 85213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123854	ENR	Nancy Larson	1977-02-14	UHC-35561-06	9628209125	4282 Park Pl, Nashville, TN, 37292	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117069	ENR	Jsse Diza	1959-10-26	UHC-17665-61	5079615018	5728 Lincoln Way, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126971	ENR	Kenneth R Hunter	1975-08-15	UHC-91822-44	4912965898	6735 Broadway, Miami, FL, 33130	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-125617	ENR	Nick Lynch	1975-03-26	UHC-28009-85	7705191854	8167 Meadow Ln, Scottsdale, AZ, 85201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100159	ENR	Nicole Q Mitchell	1954-11-12	UHC-74652-24	9213259177	8002 Oak St, Houston, TX, 77020	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126432	ENR	Brian V Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115421	ENR	Ryan Riley	1987-02-22	UHC-78345-09	5577288089	592 Sage Ct, Nashville, TN, 37212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106907	ENR	Emily Lee	1999-02-06	UHC-24000-15	7913030562	8641 Meadow Ln, Austin, TX, 78706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129236	ENR	Peter F Payen	1995-06-07	UHC-13756-31	2385128845	1995 Park Pl, Houston, TX, 77005	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113980	ENR	Anthony C Holmes	1952-10-14	UHC-53979-37	8166740284	3009 Sage Ct, Denver, CO, 80255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120673	ENR	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA, 98109	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132793	ENR	Christopher Hall	1951-02-21	UHC-25937-42	5629615109	1703 Spring St, Eden Prairie, MN, 55302	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118870	ENR	Jennifer B Vazquez	1946-07-25	UHC-29911-12	7714455658	1445 Market St, Los Angeles, CA, 90048	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106260	ENR	Diane A Butler	1939-10-08	UHC-86242-56	—	2945 Ridge Rd, Los Angeles, CA, 90082	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110509	ENR	Priya Nelson	1961-02-03	UHC-65947-09	7128746994	9565 Ridge Rd, Seattle, WA, 98154	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111158	ENR	Amber G Perez	1969-03-01	UHC-63575-65	9643637206	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-119689	ENR	Wei Obrien	1995-04-14	UHC-10895-13	4725068553	6735 Central Ave, Austin, TX, 78744	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-136427	ENR	Julia Carr	1997-07-07	UHC-71120-58	3085241374	9694 Pine Dr, Mesa, AZ, 85284	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103266	ENR	Randy C Bennett	1985-10-18	UHC-58759-94	6056643384	161 Union St, Los Angeles, CA, 90040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141549	ENR	Ashley Castyllo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-138262	ENR	Jack T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109527	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way, San Diego, CA, 92195	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124374	ENR	Bobby U Franklin	2008-09-04	UHC-05386-92	3942893007	3777 Cedar Ln, Mesa, AZ, 85268	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111130	ENR	Marcus Tran	1946-07-01	UHC-83333-80	7742091466	7237 Baseline Rd, Phoenix, AZ, 85049	0.62	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-139106	ENR	Lucia Lewis	1969-06-11	UHC-36306-59	9053810469	4823 Forest Ave, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136825	ENR	Gabriel P Tucker	2008-02-04	UHC-09308-11	2595647354	2519 Harbor Blvd, Gilbert, AZ, 85276	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131983	ENR	Douglas R Yang	1946-08-25	UHC-55719-11	9728908022	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139508	ENR	Marcus H Crawford	1960-09-25	UHC-03736-13	7799653280	9138 Sunset Blvd, San Diego, CA, 92154	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113087	ENR	Russell Marqez	1962-03-11	UHC-20668-29	2913710345	2146 Mesa Dr, Scottsdale, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116129	ENR	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120619	ENR	Ben O Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119045	ENR	Eugene Shaw	2004-11-24	UHC-47201-99	2788236660	8996 Mesa Dr, Gilbert, AZ, 85254	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131210	ENR	Jacob Y Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117063	ENR	Daniel B Long	1991-04-20	UHC-54887-82	5307312182	7111 Lake View Rd, Chandler, AZ, 85297	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-135455	ENR	Doris Armstrong	1946-07-03	UHC-89619-29	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118672	ENR	Jonathan Roberts	1992-11-16	UHC-61724-28	7599278215	9440 Harbor Blvd, San Diego, CA, 92103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116492	ENR	Jason E Gutierrez	1971-06-19	UHC-26533-02	3714187582	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111829	ENR	Jacob Garrett	1939-12-09	UHC-86308-51	8695829637	5038 Desert Sky Blvd, Austin, TX, 78716	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129669	ENR	Danielle I Duncan	2008-05-08	UHC-27925-26	9545299043	4624 Central Ave, Jacksonville, FL, 32294	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109534	ENR	Isabela Robinson	1956-01-24	UHC-98060-99	4809782818	6536 Sage Ct, Atlanta, GA, 30323	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133450	ENR	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave # 138, Nashville, TN, 37235	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-129700	ENR	Richard Bnnett	1991-07-15	UHC-49791-86	2235134233	7321 River Rd, Tempe, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141945	ENR	Carlos Y Weber	1951-02-13	UHC-41704-07	3325843106	9779 Main St, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120925	ENR	Megan L Le	1971-02-10	UHC-32794-78	7942773498	6796 Ridge Rd, Tampa, FL, 33685	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

4,309 rows, page 37 of 87Previous Next