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

All sources, 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-126193	ENR	Mariana E Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ, 85338	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61059	TPA	Ashley Oliver	1973-04-06	—	—	229 Bayshore Dr, Gilbert, AZ, 85201	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-124552	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA, 95810	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418232	CLM	Eugene Soto	1991-01-02	UHC-38273-80	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124440	ENR	Lawrence V Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415440	CLM	Jackie Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138721	ENR	Judith I Sanchez	1953-05-23	UHC-37863-85	—	4710 Maple Ave, Jacksonville, FL, 32210	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Street suffix standardised+3 more
ENR-123009	ENR	Bobby T Mendez	1987-11-04	UHC-62846-21	3643893026	5296 Central Ave, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119391	ENR	Yuki G Foster	1987-04-23	UHC-89406-61	9873332156	3566 Lake View Rd, Sacramento, CA, 95847	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415660	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH, 43233	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-101049	ENR	Lida Bshop	1974-01-25	UHC-90214-76	3506569452	2829 Pine Dr # 841, Tampa, FL, 33684	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429614	CLM	Mason Carlson	1946-09-16	UHC-73897-98	—	9434 Willow Ct, Orlando, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62193	TPA	William Cook	2002-03-27	—	—	221 Baseline Rd, Seattle, WA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-127140	ENR	Chritian A Le	1970-07-15	UHC-11475-19	4538368457	544 Central Ave, Seattle, WA, 98133	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127100	ENR	Jennifer Z Griffin	1957-12-17	UHC-36930-80	7429375619	9526 Washington St, Denver, CO, 80206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113370	ENR	Patrick J Hoffman	1960-11-21	UHC-10829-67	3153528761	2406 Forest Ave, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405191	CLM	Benjamin Hunt	1993-07-05	UHC-46402-70	4923271607	8179 Indian School Rd, Atlanta, GA, 30372	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132161	ENR	Peter Patel	1945-04-20	UHC-99963-63	6857987644	981 Union St, Chandler, AZ, 85264	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138097	ENR	Arjun Hudson	1999-04-14	UHC-69955-67	3663862344	4237 Sunset Blvd, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105315	ENR	Nicole Harris	1955-08-04	UHC-21324-90	8129815976	3260 Cedar Ln, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401713	CLM	Michael Clark	2006-12-17	UHC-54207-07	—	4197 Washington St, Nashville, TN, 37262	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112860	ENR	Valentina T Bryant	2007-10-01	—	—	2973 Jefferson Ave, Mesa, AZ, 85218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116602	ENR	Andrea T Sanders	1976-03-15	UHC-23556-43	8756613660	6103 Market St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106460	ENR	Christina Gomez	1971-09-20	UHC-11504-26	6069001552	3559 Harbor Blvd, Houston, TX, 77062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103161	ENR	Bryan Fernendez	1985-05-08	UHC-38196-01	3716141127	1556 Canyon Rd, Minneapolis, MN, 55432	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23499	PRV	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135115	ENR	Brian E Stone	1973-10-20	UHC-93876-66	7208577052	1030 Highland Ave, San Diego, CA, 92138	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103321	ENR	Martha I Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103487	ENR	Isabella E Stone	1983-06-14	UHC-62989-41	7877190635	7196 Apache Blvd, Scottsdale, AZ, 85245	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-23623	PRV	Camila James	1946-05-03	—	9037463637	6031 Oak St, Eden Prairie, MN, 55354	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415558	CLM	Russell X Burton	1948-06-02	—	3338492696	5524 Valley View Dr # 484, Seattle, WA, 98152	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
ENR-127943	ENR	Emma Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136970	ENR	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	2894 Canyon Rd, Austin, TX, 78707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136161	ENR	Katherine L Palmer	1982-02-11	UHC-33792-42	3537404409	4419 Camelback Rd Apt 20, Plano, TX, 75047	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108669	ENR	Amber Mejia	1973-08-10	UHC-47303-98	3809704189	8584 Jefferson Ave # 876, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-428018	CLM	Andrew M James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404436	CLM	Charlotte U Day	1981-10-02	—	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-432362	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426958	CLM	Joan Sanders	2008-11-07	—	8307096442	3502 Forest Ave, Chandler, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134095	ENR	Kathryn Gray	1969-12-14	UHC-34431-13	6234617851	6391 Camelback Rd, Scottsdale, AZ, 85213	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400903	CLM	Emma Z Rogers	1970-04-14	UHC-12078-57	6834028241	156 Lake View Rd Apt 22, Fresno, CA, 93727	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408311	CLM	Arjun Gibson	1957-05-23	UHC-37494-67	7463064156	2796 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142051	ENR	Heather Jones	1985-02-01	UHC-44914-82	3665428658	1863 Lake View Rd, Phoenix, AZ, 85071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409771	CLM	Ann O Jacobs	1982-08-04	UHC-08255-97	5915475706	5062 Lake View Rd, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425312	CLM	Ryan Ruiz	1957-02-17	—	—	1962 Central Ave Apt 14, Minneapolis, MN, 55469	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-118383	ENR	Timothy E Gordon	1977-07-23	UHC-55444-69	8606029744	3979 Bayshore Dr, Jacksonville, FL, 32288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more

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