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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53027	TPA	Gace Vargas	1954-05-26	—	5905289339	955 Ocean Ave # 337, Minneapolis, MN	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120651	ENR	Karen Lucas	1956-07-02	UHC-43243-09	5065661046	6460 Bayshore Dr Apt 23, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122588	ENR	Luis Nelson	1972-10-11	UHC-24502-41	—	7817 Sage Ct, Las Vegas, NV	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428260	CLM	Ryan Walker	1979-07-19	UHC-79552-94	—	9299 Hillcrest Rd, Las Vegas, NV	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-114465	ENR	Daniel Spencer	1988-07-25	UHC-34290-39	5803814153	738 Grand Ave, Tucson, AZ	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-104273	ENR	Ashhley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136554	ENR	Bradley McDonald	2006-02-04	UHC-28129-65	6422931965	5167 Main St Apt 30, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132257	ENR	Christina H Hawkins	1975-10-25	UHC-77082-73	2014856966	2144 Cedar Ln, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21762	PRV	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416760	CLM	Jeffrey Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111913	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113893	ENR	Anthony Q Cox	—	UHC-21551-45	3513031223	8525 Willow Ct, Glendale, AZ	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23213	PRV	Sarah Carlson	—	—	—	1651 Sunset Blvd, Las Vegas, NV	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-404870	CLM	Kyle Cruz	1970-07-28	UHC-67404-33	7427326030	4360 Broadway # 696, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
CLM-432478	CLM	Willie Bennett	1968-01-25	UHC-41101-83	—	1924 Highland Ave Apt 2, Columbus, OH	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21778	PRV	George Fernandez	1959-03-23	—	8189960415	5931 Union St, Columbus, OH	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51215	TPA	Eugene Espinoza	1945-12-11	—	7592923712	4711 Mountain View Dr, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430569	CLM	Kelly Miller	1970-07-10	UHC-14354-74	5884851834	4486 Palm Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-109075	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-109076	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
PRV-25292	PRV	Kimberly R Ortega	—	—	6494069936	7148 Sage Ct, Jacksonville, FL	0.50	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
PRV-26346	PRV	Bobby Q Barnes	—	—	2505428493	7012 Lake View Rd, Jacksonville, FL	0.50	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
TPA-54920	TPA	Justin Garcia	1993-09-18	—	—	6008 Cedar Ln # 762, Scottsdale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138986	ENR	Denise Burns	1987-02-12	UHC-01051-87	4796277279	5721 Meadow Ln, Eden Prairie, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115524	ENR	Laura O Ruiz	1990-01-04	UHC-43485-07	4166847795	2480 Elm St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120153	ENR	Lucia U Schmidt	1955-03-08	UHC-12220-96	4239308536	6822 Church St, Glendale, AZ	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51262	TPA	Anna Freeman	2005-05-18	UHC-84558-26	—	9520 Apache Blvd, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409078	CLM	Robert N Tren	1978-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-139842	ENR	Aaron S Shaw	—	UHC-68668-91	6169889813	3907 Elm St, Seattle, WA	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-415614	CLM	Terry Singh	1956-05-20	UHC-09840-40	—	7381 Main St, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24303	PRV	Shirley Adams	1972-07-20	—	9159511274	8927 Ridge Rd # 823, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127161	ENR	Megan B Clark	1990-01-05	UHC-96665-83	—	3323 Grand Ave, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130138	ENR	Kyle K Smith	—	UHC-64566-52	6344357057	1315 Park Pl, San Diego, CA	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-114634	ENR	Donald Yang	—	UHC-31855-28	—	9167 Washington St, Columbus, OH	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407339	CLM	Mari I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr # 559, Jacksonville, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124044	ENR	Raymond X Ray	1945-12-26	UHC-65599-35	4395608021	1736 Desert Sky Blvd, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427123	CLM	Jeremy Chen	2007-05-25	—	—	2206 Spring St, Fresno, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56156	TPA	Mary I Ruiz	2009-03-26	—	—	4939 Ocean Ave, San Antonio, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427906	CLM	Emma Q Clark	2005-11-07	—	7826977088	8762 River Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64058	TPA	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123188	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-136553	ENR	Cheryl Wagner	1962-03-27	UHC-60739-16	3533484978	7207 Spring St, Dallas, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129517	ENR	Daniel Morales	2006-06-28	UHC-50469-96	—	5695 Willow Ct, Fresno, CA	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137158	ENR	Marcus Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421847	CLM	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412624	CLM	Vincent U George	1996-04-01	UHC-05005-65	4012294419	1886 Market St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

7,146 rows, page 22 of 143Previous Next