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 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
ENR-107473	ENR	Olivia Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln, Atlanta, GA, 30371	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-104741	ENR	Aaron Brown	2000-01-02	UHC-60711-09	5939337885	1818 Elm St, Sacramento, CA, 95859	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103918	ENR	Walter Perry	—	UHC-37779-02	8944010348	4439 Willow Ct, Nashville, TN, 37271	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-422482	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-429140	CLM	Carl Gibson	1986-02-04	—	—	1931 Camelback Rd, Jacksonville, FL, 32236	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115534	ENR	Beverly Walker	—	UHC-69135-96	—	588 Baseline Rd, Orlando, FL	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-131944	ENR	Dennis H Ford	1939-10-12	UHC-80301-90	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
PRV-25456	PRV	Noah Munoz	1973-01-26	—	—	5381 Pine Dr, Houston, TX, 77095	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-133873	ENR	Amy J Jacobs	1952-01-01	UHC-84427-31	3709816363	5267 Main St, San Diego, CA, 92158	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107283	ENR	Helen Y Nichols	1953-01-22	UHC-51783-98	2822684718	3877 Washington St, Plano, TX, 75016	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-103323	ENR	Oivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.52	Name re-cased 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-117606	ENR	Emily X Willis	2001-01-12	UHC-12444-58	2564537672	1859 Market St, Miami, FL, 33168	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22440	PRV	Gloria Webb	1941-12-28	UHC-39563-01	—	7915 Mountain View Dr, Austin, TX, 78757	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400574	CLM	Kyle Williams	—	UHC-29313-67	8139807261	4352 Indian School Rd, Tampa, FL, 33682	0.52	Name re-cased Date of birth unreadable Phone reformatted 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
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
ENR-114249	ENR	Megan P Carpenter	1946-06-01	UHC-78670-63	5025705284	3675 Willow Ct, Nashville, TN, 37231	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140830	ENR	Elizzabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct Apt 37, Plano, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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
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
ENR-116061	ENR	Arjun O Wong	1993-08-22	UHC-77127-41	4293948346	1565 Sunset Blvd, Gilbert, AZ, 85242	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127954	ENR	Victoria G Kelley	2004-12-11	UHC-58308-81	—	3826 Washington St, Glendale, AZ, 85321	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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
ENR-104001	ENR	Ann O Adams	1964-03-09	UHC-49487-89	9476613565	4774 Broadway, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-123399	ENR	Anthony J Ramirez	1948-04-19	UHC-63508-44	6368477792	6106 Spring St, Dallas, TX, 75285	0.52	Middle initial moved out of first name Name re-cased Phone reformatted SSN last four extracted+2 more
ENR-116002	ENR	Sharon J Duncan	1994-04-22	UHC-94928-48	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106091	ENR	Scott Q Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St Apt 18, Nashville, TN, 37205	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-421366	CLM	Nicholas Jacobs	—	UHC-63369-61	—	3122 Bayshore Dr, Sacramento, CA, 95821	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-108051	ENR	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St # 386, Columbus, OH, 43211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110540	ENR	Richard Z Herera	1984-08-28	UHC-90195-39	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112901	ENR	Nicholas Harris	1967-05-19	UHC-74346-37	—	2764 Washington St, Fresno, CA, 93729	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-133008	ENR	Peter L Rios	1957-09-19	UHC-05397-97	6882295905	4756 Mesa Dr Apt 26, Plano, TX, 75043	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58990	TPA	Yuki Elliott	2007-03-18	—	—	6045 Oak St, Austin, TX, 78764	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
ENR-113531	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave # 859, Austin, TX, 78723	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-26229	PRV	Doris Bell	—	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-140694	ENR	Michelle Phillips	1946-10-01	UHC-44626-22	5899044752	4100 Lake View Rd Apt 37, Miami, FL, 33148	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-416997	CLM	Abigail H Gomez	1954-05-20	—	—	9733 Apache Blvd, Tempe, AZ	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-107535	ENR	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	8402 Canyon Rd, Scottsdale, AZ, 85246	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104570	ENR	Carl M Robertson	—	UHC-16735-84	5322849643	3388 Jefferson Ave, Phoenix, AZ, 85003	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-110763	ENR	Timothy L Ortega	1995-11-14	UHC-61342-15	5465806924	9713 Park Pl, Los Angeles, CA, 90055	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61958	TPA	Sofia U Andrews	1996-02-17	—	—	377 Spring St # 447, Charlotte, NC, 28218	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118326	ENR	Chris U Andrews	2002-04-17	UHC-48839-39	8816132588	9864 Washington St Apt 31, San Diego, CA, 92111	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-113830	ENR	Adam Bailey	2000-08-10	UHC-61330-54	6804042855	6587 Jefferson Ave Apt 5, Scottsdale, AZ, 85222	0.52	Name re-cased Unit split from street City re-cased State code upper-cased+2 more
TPA-60389	TPA	Patrick Knight	1978-08-19	—	—	4240 Indian School Rd, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123611	ENR	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	4566 Forest Ave # 209, Phoenix, AZ, 85099	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112124	ENR	Jack W Delgado	—	UHC-17106-67	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-432708	CLM	Jeremy Sims	—	UHC-18079-22	—	3402 Washington St, Chandler, AZ, 85238	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more

39,996 rows, page 62 of 800Previous Next