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-123648	ENR	Carlyn D Coleman	1985-08-11	UHC-68786-20	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138496	ENR	Carolyn S Hernandez	1939-12-07	UHC-64823-02	3632254257	2739 Pine Dr Apt 27, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111591	ENR	Jacob D Hoffman	1997-03-25	UHC-51039-01	6847649540	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109642	ENR	Sofia Henderson	1998-04-15	UHC-82416-11	3994538678	6222 Cedar Ln, Eden Prairie, MN, 55314	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100341	ENR	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136390	ENR	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136391	ENR	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131240	ENR	Fatima T Carroll	1945-03-08	UHC-54168-90	6583010002	8669 Maple Ave Apt 19, Tempe, AZ, 85291	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-126627	ENR	Sandra X Powell	1996-04-25	—	9758505545	9548 Main St, Los Angeles, CA, 90026	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
ENR-117654	ENR	Matthew Fwler	1946-10-15	UHC-68471-33	6606137410	5316 Washington St, Chandler, AZ, 85235	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117649	ENR	Jason Johnston	1987-07-21	UHC-86002-96	9655655802	5392 Highland Ave, San Diego, CA, 92102	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136096	ENR	Santiago V Gutierrez	1969-07-10	UHC-16012-72	5246898145	851 Willow Ct, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117333	ENR	Junathan O James	1965-04-14	UHC-64223-13	—	4591 Mesa Dr, San Antonio, TX, 78288	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127520	ENR	Joran Robinson	1979-06-15	UHC-00837-84	—	1116 Washington St, Tucson, AZ, 85785	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-123036	ENR	Jennifer Dominguez	1988-12-24	UHC-64982-19	3275226904	18 Meadow Ln Apt 16, Columbus, OH, 43263	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-103955	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr Apt 2, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-109315	ENR	Natlaie T Moore	2005-08-23	UHC-14590-35	3138145666	59 Mountain View Dr, Atlanta, GA, 30323	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112129	ENR	Benjamin Delgado	2000-04-14	UHC-96396-63	7549041507	7626 Bayshore Dr, Houston, TX, 77096	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117643	ENR	Sam N Harris	1982-11-16	UHC-32799-29	4006119644	6925 Desert Sky Blvd, Scottsdale, AZ, 85270	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109153	ENR	Ethan Garza	1967-07-06	UHC-36481-22	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
ENR-113412	ENR	Christina Burton	1943-07-17	UHC-38322-16	5853474604	7991 Mesa Dr, Miami, FL, 33194	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137458	ENR	Jacqueline F Salazar	1945-04-25	UHC-37624-77	5147655952	7958 Bayshore Dr # 730, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107264	ENR	Bruce S Rammos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121251	ENR	Bobby Gray	1981-10-12	UHC-95919-35	5527948723	6636 Ridge Rd, San Antonio, TX, 78287	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114119	ENR	Shirley Armstrong	1993-03-18	UHC-87313-66	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137255	ENR	Russell N Ford	1949-11-02	UHC-94139-91	—	5170 Apache Blvd, Jacksonville, FL, 32220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108928	ENR	Randy L Sandoval	1951-11-13	UHC-38306-80	9443515197	5598 Canyon Rd, Denver, CO, 80235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101492	ENR	Soifa Lewis	1968-03-02	UHC-63635-58	9627927290	9224 Bayshore Dr, Mesa, AZ, 85214	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-102513	ENR	James E Montgomery	1987-04-13	UHC-66712-65	7677909699	2804 Central Ave, Charlotte, NC, 28298	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123749	ENR	Santiago Martinez	1959-06-09	UHC-34421-47	—	225 Harbor Blvd, Minneapolis, MN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-115549	ENR	Samantha V Romero	1976-08-07	UHC-70881-28	6645502381	909 Lincoln Way Apt 33, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137351	ENR	Harold B Sanders	2006-04-26	UHC-57938-52	6742296498	498 Park Pl # 337, Sacramento, CA, 95813	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109888	ENR	Juan Tran	2007-06-20	UHC-08444-39	4312024556	354 Central Ave # 791, Plano, TX, 75047	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114962	ENR	Heather Garza	1983-04-15	UHC-85505-93	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106103	ENR	Ethan I Wright	1967-03-17	UHC-95641-05	4084110063	8968 Main St, Mesa, AZ, 85298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126621	ENR	Amber T Wellls	1939-12-20	UHC-53150-30	6122633391	7373 Jefferson Ave, Chandler, AZ, 85215	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122295	ENR	Frances R Bryant	1955-04-02	UHC-39441-14	5137105418	3296 Lake View Rd, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109526	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way # 698, San Diego, CA, 92195	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-119437	ENR	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway, San Antonio, TX, 78200	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-108517	ENR	John K Price	1938-06-23	UHC-15883-40	6757316404	8990 Canyon Rd, Tucson, AZ, 85781	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101422	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	8727 Union St, Phoenix, AZ, 85067	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127463	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-106037	ENR	Bryn P Kelly	1978-10-05	UHC-84004-38	4427756296	4508 Ocean Ave, Glendale, AZ, 85375	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128064	ENR	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 391, San Diego, CA, 92114	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114208	ENR	Dorothy D Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106429	ENR	Mateo K Romero	1974-12-01	UHC-51186-24	5362128275	1501 Bayshore Dr # 237, Scottsdale, AZ	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
ENR-139623	ENR	Sophia Lynch	1950-05-02	UHC-90674-61	—	8743 Baseline Rd, Eden Prairie, MN, 55315	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126489	ENR	Julia O Rice	1993-04-10	UHC-46090-42	2637214551	2155 Valley View Dr Apt 28, Fresno, CA, 93782	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more

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