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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113006	ENR	Sntiago Garza	1994-07-26	UHC-94718-70	3157505502	4439 Highland Ave, Atlanta, GA, 30315	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-123021	ENR	Janet Perry	1966-11-20	UHC-78618-45	4996718207	9064 Bayshore Dr, Charlotte, NC, 28281	0.54	Two-digit birth year Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-120644	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
TPA-56223	TPA	Fatima Y Nunez	—	—	—	9002 Maple Ave, Glendale, AZ, 85307	0.54	Date of birth missing State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52929	TPA	Pamela Q Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.54	Name split from “Last, First”Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-128020	ENR	Noah Cook	1966-08-22	UHC-73381-77	7552284724	7531 Oak St, Austin, TX, 78733	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
PRV-23736	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr, Phoenix, AZ, 85038	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130128	ENR	Cheryl C Harrison	1954-12-16	UHC-63017-89	3993084124	3389 Meadow Ln, Los Angeles, CA, 90037	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
TPA-61299	TPA	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142527	ENR	Hiroshi B Russell	—	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101297	ENR	Kenneth I Wong	1994-06-21	UHC-77202-56	—	6751 Central Ave, Chandler, AZ, 85250	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-104008	ENR	Ruth Black	1963-11-09	UHC-63053-46	2228050783	3100 Washington St, Plano, TX	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24174	PRV	Stephanie Graham	1961-05-16	—	4886602903	5498 Spring St, Austin, TX, 78740	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400635	CLM	Stephen Ramirez	2005-10-17	UHC-34622-69	—	4006 Maple Ave # 169, Mesa, AZ, 85233	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105916	ENR	Gregory Mitchell	1973-05-09	UHC-64045-83	—	199 Highland Ave, Glendale, AZ, 85366	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60932	TPA	Charles Reid	1996-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-418600	CLM	Debborah Simpson	1939-04-23	—	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116675	ENR	Isabella N Torres	2008-09-07	UHC-07446-40	3658395638	7978 Ridge Rd, Tucson, AZ, 85785	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416379	CLM	Larry Perez	1982-05-22	UHC-26253-85	3759861762	6800 Main St # 229, Gilbert, AZ, 85233	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-112279	ENR	Eddie Z Morales	1992-03-08	UHC-12549-96	3037757591	5801 Forest Ave, Tampa, FL, 33685	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121699	ENR	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ	0.54	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-142928	ENR	Suasn U Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61024	TPA	Julia Wright	1994-05-15	—	—	5217 Main St, Dallas, TX, 75241	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-130703	ENR	Ralph R Bailey	1968-01-10	UHC-65270-97	5033035306	9827 Elm St # 426, Houston, TX, 77097	0.54	Unit split from street City re-cased State name converted to code Gender normalised+1 more
ENR-112763	ENR	Camila H Nguyen	1940-02-11	UHC-16080-89	2498963712	1696 Lake View Rd, Phoenix, AZ, 85096	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-51711	TPA	Brayn Saners	1968-09-27	—	4757742185	4575 Broadway # 865, Los Angeles, CA, 90013	0.54	Name re-cased Unit split from street State name converted to code Gender normalised+1 more
CLM-432042	CLM	Virginia Carlson	1993-03-18	UHC-04926-88	—	4591 Valley View Dr Apt 18, Dallas, TX, 75241	0.54	Unit split from street State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108633	ENR	Kayla Lee	1941-02-24	UHC-04196-28	5692392272	2438 Willow Ct Apt 37, Las Vegas, NV	0.54	Phone reformatted Unit split from street State name converted to code ZIP missing+1 more
PRV-24071	PRV	Christine O Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60845	TPA	Ashley Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
CLM-412318	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-412317	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-141521	ENR	Gabriel I Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50988	TPA	Ann Perez	1999-12-05	—	—	352 Elm St, Denver, CO, 80229	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430428	CLM	Sophia Welch	1938-07-16	UHC-08969-87	—	9297 Church St, San Diego, CA, 92171	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-102622	ENR	Yuki Weber	2002-03-09	UHC-48105-66	5746795371	4223 Harbor Blvd, Los Angeles, CA, 90071	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115470	ENR	Karen Y Watson	1972-03-12	UHC-16535-92	5482006130	6151 Jefferson Ave, Gilbert, AZ, 85224	0.54	Middle initial moved out of first name Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-105260	ENR	Ethan Rios	—	UHC-98500-33	—	4691 Harbor Blvd, Eden Prairie, MN, 55305	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-134195	ENR	Emily Cox	1960-11-28	UHC-78445-65	—	3791 Washington St, Eden Prairie, MN, 55368	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421816	CLM	Willie Y Allen	1989-10-21	UHC-31609-15	—	4882 Highland Ave, Denver, CO, 80291	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-102870	ENR	Christopher U Mendoza	1940-07-08	UHC-01903-53	7615025764	3250 Meadow Ln # 944, Seattle, WA, 98110	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122927	ENR	Jeffrey Richards	1973-01-13	UHC-76290-57	4323574624	1712 Indian School Rd, Mesa, AZ, 85267	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403112	CLM	Christina Meyer	1954-03-22	UHC-19804-16	—	2100 Meadow Ln, Los Angeles, CA, 90039	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-106525	ENR	Nicole X Rice	1995-03-17	UHC-22461-47	2789631747	8696 Canyon Rd Apt 39, Fresno, CA, 93785	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415094	CLM	Abigail Berry	2007-12-02	—	—	1668 Harbor Blvd, Columbus, OH, 43227	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-133967	ENR	Michael R Fernandez	1976-11-07	UHC-51140-04	9525334044	6921 Harbor Blvd, Jacksonville, FL	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52234	TPA	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more

9,084 rows, page 63 of 182Previous Next