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

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402788	CLM	Luis W Wallace	1939-02-04	UHC-03439-03	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402789	CLM	Luis W Wallace	1939-02-04	UHC-03439-03	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406041	CLM	Kyle Reyes	1998-08-03	UHC-14749-41	5749919793	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-412558	CLM	Roy Sanders	1941-06-11	UHC-81923-33	—	1470 Willow Ct, Orlando, FL, 32818	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424889	CLM	Aisha Moore	—	—	7848269253	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-417302	CLM	Russell Long	1993-02-19	—	8278847497	1286 Broadway, Glendale, AZ, 85356	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-408992	CLM	Kathy Clark	1999-06-28	UHC-53597-08	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-402687	CLM	Noah Lawrence	1965-07-20	UHC-16878-36	—	169 Baseline Rd, Minneapolis, MN, 55443	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427444	CLM	Bobby F Sanders	1990-04-10	UHC-87099-72	—	3447 Lincoln Way, Orlando, FL, 32853	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412823	CLM	Brandon Payne	1981-10-08	—	—	3345 Apache Blvd, Seattle, WA, 98108	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407986	CLM	Jacqueline Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd # 826, Las Vegas, NV, 89128	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-400447	CLM	Joseph Silva	1979-05-07	UHC-84565-25	—	2092 Spring St, Mesa, AZ, 85285	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-429524	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	—	1968 Willow Ct, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-425482	CLM	Carl N Coleman	1970-03-15	UHC-95130-07	—	3129 Church St, San Antonio, TX, 78288	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431979	CLM	Ralph Rodriguez	1991-08-03	—	—	5246 Baseline Rd, Dallas, TX, 75239	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418483	CLM	Yuki V Salazar	1949-11-06	—	—	9084 River Rd, Las Vegas, NV, 89126	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402929	CLM	Theresa Ryan	1956-05-07	UHC-59142-10	—	2839 Baseline Rd, Chandler, AZ, 85207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400917	CLM	Carl Y Cruz	1948-04-12	—	4852670845	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-416858	CLM	Rob Thomas	1966-03-15	UHC-78800-80	3635038500	4075 Park Pl, Nashville, TN, 37274	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-419287	CLM	Marilyn Carr	1960-12-19	—	—	3588 Jefferson Ave, Tampa, FL, 33631	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427863	CLM	Wayne Wright	1941-11-15	—	—	6124 Bayshore Dr, Tucson, AZ, 85720	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420159	CLM	Petr Morgan	1959-03-05	—	—	8901 Broadway, Jacksonville, FL, 32264	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-404532	CLM	Hiroshi Kelley	1950-10-21	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414709	CLM	Tyler Jones	1946-04-21	—	4602508316	4500 Indian School Rd, Phoenix, AZ, 85069	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-412136	CLM	Catherine S Willis	1999-05-16	UHC-35606-69	9474875647	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-430730	CLM	Austin Santos	2004-09-16	—	—	9199 Church St, Dallas, TX, 75207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-406015	CLM	Donald Luna	1955-01-09	UHC-18639-83	—	8713 Main St, Scottsdale, AZ, 85205	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432359	CLM	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400074	CLM	Joseph R Williammson	1987-02-24	—	—	5362 Union St, Houston, TX, 77041	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428006	CLM	Joan Young	1941-11-21	—	—	6406 Baseline Rd, Las Vegas, NV, 89128	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-421563	CLM	Mason Banks	1951-09-05	—	—	4163 Forest Ave, Scottsdale, AZ, 85208	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401562	CLM	Omar Obrien	—	—	—	9372 Mountain View Dr, Tampa, FL, 33613	0.80	Name re-cased Date of birth missing City re-cased Placeholder values cleared
CLM-423495	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-402726	CLM	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413492	CLM	Jeremy Armstrong	1990-04-21	UHC-07659-04	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412420	CLM	Robert G Perkins	1968-08-21	—	7489469741	782 Grand Ave, Houston, TX, 77076	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-417287	CLM	Michelle Walker	2003-08-05	UHC-17580-14	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412285	CLM	Samuel Hoffman	1965-08-02	UHC-84443-89	—	4480 Sunset Blvd, San Antonio, TX, 78279	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415808	CLM	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-408313	CLM	Tyler Ross	2000-01-22	—	—	8109 Camelback Rd, Tempe, AZ, 85253	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405139	CLM	Raymond Schmidt	1954-07-01	UHC-32279-47	—	8835 Valley View Dr, Jacksonville, FL, 32261	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408847	CLM	Diego Parker	1984-07-04	—	6788204468	1959 Church St, Los Angeles, CA, 90056	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417842	CLM	Angela Wagner	1963-08-06	UHC-33234-79	—	7213 Highland Ave, Minneapolis, MN	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-400123	CLM	Betty Weavr	1963-08-01	—	—	662 Palm Dr, Glendale, AZ, 85395	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413009	CLM	Camila E Weaver	1976-10-02	UHC-76555-39	—	1120 Spring St, Tempe, AZ, 85298	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-402960	CLM	Christian T Medina	2006-09-17	—	4824303501	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411191	CLM	Brandon Bennett	1950-02-23	—	—	3332 Bayshore Dr, Sacramento, CA, 95871	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412799	CLM	Aguilar Amanda	1999-07-14	UHC-57660-55	6564890302	4164 Broadway # 934, Tampa, FL, 33658	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
CLM-417986	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ, 85247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414066	CLM	Philip Sims	2001-06-11	UHC-24004-33	—	2558 Baseline Rd, Atlanta, GA, 30348	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

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