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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400484	CLM	Santiago Peters	1999-11-21	—	—	8248 Willow Ct Apt 7, San Antonio, TX, 78210	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23264	PRV	Debra Hill	1947-12-10	—	3066553236	3871 Bayshore Dr, Phoenix, AZ, 85041	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406511	CLM	Kayla Henry	1969-11-11	UHC-88085-99	—	5247 Spring St, Columbus, OH	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406859	CLM	Walter Murray	—	UHC-21262-70	—	9728 Mesa Dr, Las Vegas, NV, 89166	0.52	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-63165	TPA	Donald Chapman	2003-08-09	—	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-64257	TPA	Jack Graham	1981-03-04	—	—	9805 Camelback Rd, Eden Prairie, MN	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114586	ENR	King Sofia	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr Apt 31, Scottsdale, AZ, 85248	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57998	TPA	Hayes B Gloria	2006-11-05	UHC-74017-49	—	9821 Spring St, Fresno, CA, 93770	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-101409	ENR	Olivia I Carrr	1950-07-25	—	6778441730	3834 Forest Ave Apt 20, Jacksonville, FL, 32222	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420482	CLM	Dorothy Hall	—	UHC-15763-54	—	6357 Highland Ave, Las Vegas, NV, 89131	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-429160	CLM	Jason Z Thompson	1994-08-22	—	5913030233	1783 Indian School Rd, Nashville, TN, 37241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423213	CLM	Andrea Stewart	1963-09-05	—	—	9243 Pine Dr # 435, Chandler, AZ, 85202	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102972	ENR	Sean K Jenkins	1946-04-18	—	9796543950	2326 Desert Sky Blvd, Chandler, AZ, 85263	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-424245	CLM	Gabriel Freeman	1997-01-10	—	—	8222 Park Pl, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400052	CLM	Diane Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63010	TPA	Austin Rogers	1986-07-06	—	—	7743 Sage Ct, San Antonio, TX, 78273	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-122321	ENR	Sara C Burton	—	UHC-23295-30	4926145177	9018 Bayshore Dr, Gilbert, AZ, 85285	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-427464	CLM	Jacqueline Bennett	—	UHC-63718-39	—	5967 Washington St, Tempe, AZ, 85271	0.52	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61873	TPA	Katherrine Estrada	1969-09-09	—	5177047628	3002 Elm St, Dallas, TX, 75262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105083	ENR	Dorothy T Clakr	1989-03-13	UHC-97273-05	—	9671 Sunset Blvd, San Antonio, TX	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50139	TPA	Priya Alexander	1983-03-13	—	—	1179 Canyon Rd, Tempe, AZ, 85292	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-136287	ENR	Bradley E Lawrence	1991-06-06	UHC-86126-65	8235323645	4747 Desert Sky Blvd, Jacksonville, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137572	ENR	Christopher Young	1993-07-09	UHC-27607-79	—	1866 Church St, Chandler, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140720	ENR	Jose H Sims	1986-01-20	UHC-00961-23	6822478518	3700 Park Pl, Las Vegas, NV, 89101	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-138527	ENR	Deborah Y Waard	1989-10-07	UHC-37082-41	6374497703	817 Willow Ct, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133431	ENR	Kelly Wallace	2001-09-05	UHC-98623-51	—	9436 Oak St, Scottsdale, AZ, 85287	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61253	TPA	Joe Bradley	2005-11-16	—	—	5348 Apache Blvd Apt 39, Denver, CO	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23606	PRV	Kyle Hall	1971-12-28	UHC-40356-45	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431573	CLM	Catherine Wright	—	—	—	4260 Lake View Rd, Jacksonville, FL, 32256	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-62226	TPA	Russell Young	1950-05-14	—	—	6989 Mountain View Dr, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127021	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	—	5268 Church St, Seattle, WA, 98188	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
TPA-59506	TPA	Arjun G Morris	1999-02-21	—	—	3815 Cedar Ln, Scottsdale, AZ, 85290	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55600	TPA	Zachary Gonzalez	1994-03-17	—	9378045143	6204 Hillcrest Rd, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405833	CLM	Sara Carr	1982-05-24	UHC-76869-45	—	3915 Washington St, Nashville, TN, 37293	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409656	CLM	Dylan Berry	—	UHC-73876-98	—	7702 Harbor Blvd, Plano, TX, 75059	0.52	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23064	PRV	Paul A Crawford	2000-04-03	UHC-85132-11	—	5404 Highland Ave, Columbus, OH, 43298	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413190	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413191	CLM	Frank Salazar	—	—	—	7978 Desert Sky Blvd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406338	CLM	Frank Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.52	Name split from “Last, First”Two-digit birth year State name converted to code Plan code upper-cased+2 more
ENR-121198	ENR	George C Sanchez	1970-05-24	UHC-75107-90	2257196452	1944 Park Pl Apt 15, Seattle, WA	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-121170	ENR	Donald OJunk	1999-01-19	UHC-13344-80	4376913779	5902 Broadway # 844, Eden Prairie, MN, 55322	0.52	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-59142	TPA	Karen Martin	1984-04-01	—	—	3754 Main St, Miami, FL, 33149	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422647	CLM	Philip Vasquez	1942-01-18	UHC-19675-29	—	1135 Sage Ct, Jacksonville, FL, 32237	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-134254	ENR	Jese P Park	1950-02-11	UHC-31353-24	9487225676	5096 Valley View Dr, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139045	ENR	Don Hudson	1964-02-07	UHC-48273-26	—	6118 Lake View Rd, Minneapolis, MN, 55444	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432796	CLM	Stephen C Murray	1962-05-26	UHC-92761-01	8113848702	4148 Main St, Seattle, WA, 98101	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414320	CLM	Angela E Woods	—	UHC-24555-87	—	3702 Central Ave, Los Angeles, CA, 90047	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411939	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	339 Broadway, Tucson, AZ, 85705	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
CLM-428368	CLM	TJunk	1991-02-02	UHC-14684-42	—	2259 Union St, Seattle, WA, 98173	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more

71,257 rows, page 114 of 1,426Previous Next