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

Third-party administrator, 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
TPA-57508	TPA	Cheryl D Thomas	1997-04-20	—	—	8372 Cedar Ln, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-63028	TPA	Megan Elliott	1999-03-18	—	—	2593 Harbor Blvd, Orlando, FL, 32822	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-50345	TPA	Joshua Vasquez	1940-01-03	—	8276372355	8275 Washington St, Austin, TX, 78773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63410	TPA	Maria Greene	1918-03-10	—	—	2309 Market St, Las Vegas, NV, 89167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53583	TPA	Kyle Jackson	1990-08-01	—	—	1123 Willow Ct, Atlanta, GA, 30325	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-63070	TPA	Jonathan Gutieerrez	2004-02-09	—	—	2956 Market St, Scottsdale, AZ, 85200	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
TPA-57791	TPA	Willie Reynolds	—	—	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name re-cased Date of birth missing State name converted to code Whitespace trimmed+1 more
TPA-54964	TPA	Jerry Fox	1977-06-23	—	—	9700 Camelback Rd Apt 22, Mesa, AZ, 85245	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51005	TPA	Matt Allen	1989-07-11	—	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-51762	TPA	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52666	TPA	Merilyn Murphy	1974-01-17	—	—	7566 Washington St, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52166	TPA	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-53211	TPA	Sara Mitchell	2007-05-01	—	—	9648 Oak St, Tampa, FL, 33636	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58930	TPA	Sandra Kelley	1960-02-27	—	3683386402	6943 Lincoln Way, Tucson, AZ, 85705	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57117	TPA	Steven Young	1950-05-13	—	—	6301 Ocean Ave, Las Vegas, NV, 89102	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58835	TPA	Mark Leewis	1995-06-14	UHC-34718-55	—	1859 Indian School Rd, Austin, TX, 78766	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-62716	TPA	Jacob Grant	1969-10-22	—	—	3053 Harbor Blvd, Tucson, AZ, 85724	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-59573	TPA	Kathleen Tran	1975-04-20	—	—	4373 Central Ave, Miami, FL, 33166	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55417	TPA	Mattehw Holmes	2006-09-25	—	—	7504 Meadow Ln, Charlotte, NC, 28280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62397	TPA	Christian D King	1952-07-18	—	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51187	TPA	Lucia Bryant	1975-06-09	—	—	7161 Canyon Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
TPA-58453	TPA	Austin Murray	—	UHC-61729-64	—	6579 Washington St, Austin, TX, 78760	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-57134	TPA	Brandon Garcia	1945-12-04	—	9413637070	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-51583	TPA	Eveyn Ray	1941-10-09	—	—	1967 Camelback Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50396	TPA	Raymond Walker	2005-07-26	—	—	1409 Washington St, Mesa, AZ, 85247	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-62550	TPA	Richard Rice	1977-10-05	—	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62461	TPA	Dylan A Greene	1964-02-10	—	—	8214 Mesa Dr, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53963	TPA	Noah Robinson	1979-07-12	—	—	6750 River Rd # 206, Denver, CO, 80238	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51170	TPA	Marcus Richards	2008-01-28	—	—	8720 Market St, Atlanta, GA, 30382	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64252	TPA	Amy C Bowman	2001-08-19	UHC-43285-35	—	6542 Valley View Dr, Eden Prairie, MN, 55368	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-61239	TPA	Lauren Schmidt	1958-01-11	—	4944651390	6676 Central Ave, Austin, TX, 78741	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60017	TPA	Cheryl Barnes	1966-10-02	—	—	6986 Mountain View Dr # 845, Tempe, AZ, 85286	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-64167	TPA	Catherine Allen	1954-03-19	—	—	9190 Harbor Blvd # 115, San Antonio, TX, 78235	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63432	TPA	Bradley Larson	1960-11-16	—	2033107296	9556 Maple Ave, Phoenix, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62033	TPA	Kevin Nguyen	1977-12-18	UHC-97416-97	—	3474 Palm Dr, Tempe, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57964	TPA	Turner Kayla	1972-08-22	—	—	2610 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-64393	TPA	Sara F Richardson	1969-10-24	—	—	7411 Lake View Rd, Houston, TX, 77089	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-53421	TPA	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60313	TPA	Santiago Fuller	1950-08-15	—	7333547928	7215 Jefferson Ave, Scottsdale, AZ, 85221	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-55389	TPA	Melissa Mendez	1974-11-24	—	—	7492 Desert Sky Blvd Apt 35, Atlanta, GA, 30345	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-54262	TPA	Jerry Nelson	2005-05-26	UHC-34021-91	—	4180 Apache Blvd, Charlotte, NC, 28250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55147	TPA	Joseph P Lee	1974-05-25	—	—	5814 Sage Ct, Scottsdale, AZ, 85254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57708	TPA	Shaw Brandon	1960-11-07	—	—	7007 Oak St, Denver, CO, 80237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-63679	TPA	Kathryn Z Vasquez	1960-12-12	UHC-42036-52	—	9460 Sunset Blvd, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56992	TPA	Kelly Contreras	1992-03-23	UHC-65136-03	—	9844 Valley View Dr, Las Vegas, NV, 89120	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-62245	TPA	Emily Obrien	1941-06-06	—	—	1389 Lincoln Way, Atlanta, GA, 30392	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-51947	TPA	Shirley Alvarez	1986-07-17	—	—	1833 Grand Ave, Gilbert, AZ, 85203	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more

5,750 rows, page 32 of 115Previous Next