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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62301	TPA	Timothy Parker	1997-01-11	—	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52073	TPA	Steven Alvarez	1980-01-26	—	9823305099	6128 Oak St, Gilbert, AZ, 85277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54117	TPA	Brian Hawkins	1990-02-01	—	—	9646 Spring St, Nashville, TN, 37275	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57493	TPA	Diane Maldonado	1965-07-17	—	6149673335	8807 Broadway, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
TPA-61052	TPA	David Rios	1995-08-18	UHC-78651-32	—	1708 Camelback Rd, San Antonio, TX, 78266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50879	TPA	Christina F Perez	2000-01-20	—	4557544897	9108 Meadow Ln, Gilbert, AZ	0.52	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP missing+2 more
TPA-58860	TPA	Carl Murphy	1955-08-03	—	5993423243	3504 Harbor Blvd, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63609	TPA	Christian Andersson	1939-07-09	—	—	2042 Washington St, Orlando, FL, 32818	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61589	TPA	Nicholas Arnold	1982-05-18	—	—	6306 Indian School Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59566	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59565	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-63783	TPA	Jason Kelley	1949-01-20	—	—	4295 Palm Dr, Las Vegas, NV, 89140	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62156	TPA	Linda Smith	1960-12-14	UHC-42244-14	9089252938	6026 Indian School Rd, Tampa, FL, 33609	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58033	TPA	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58824	TPA	Staven Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55934	TPA	Jeremy X Armstrong	1989-04-21	—	—	9463 Harbor Blvd, Plano, TX, 75051	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57525	TPA	Evelyn P Coleman	1987-02-14	—	2359681318	1338 Ridge Rd # 465, Gilbert, AZ, 85253	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56001	TPA	Scott Powell	1958-11-17	—	—	7010 Park Pl, Plano, TX	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
TPA-61340	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61341	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50505	TPA	Terry Fox	2007-08-14	—	—	5658 Maple Ave, Las Vegas, NV, 89181	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51016	TPA	Ralph Stephens	2000-12-04	—	—	3893 Elm St, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59299	TPA	Matthew Marquez	1984-02-09	—	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53849	TPA	Andrea Bell	2007-01-24	—	—	4106 Baseline Rd, Austin, TX, 78713	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56594	TPA	George Hernandez	1955-03-23	—	—	6868 Ridge Rd, Mesa, AZ, 85297	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59904	TPA	Maria Lopez	1945-04-08	—	—	3303 Forest Ave, Jacksonville, FL, 32243	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53715	TPA	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63381	TPA	Hannah Bowman	1997-02-18	—	—	3657 Central Ave, Charlotte, NC, 28227	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59872	TPA	Teresa Fox	1981-12-23	—	—	4557 Palm Dr, Orlando, FL, 32865	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59290	TPA	Denise Riley	1990-08-11	—	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55673	TPA	Amy Dominguez	1976-03-19	UHC-21901-22	—	2826 Union St, Sacramento, CA, 95885	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55996	TPA	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
TPA-63587	TPA	Ruth B Price	1965-03-04	—	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
TPA-61320	TPA	Madison Rose	1966-11-16	UHC-58752-22	—	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62194	TPA	Russell Duncan	1988-08-26	—	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63482	TPA	Rachel Turner	1990-04-03	—	2126527212	2262 Apache Blvd, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53736	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52319	TPA	Dennis Lane	2006-01-24	—	—	5757 Oak St, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62987	TPA	Christina Robinson	1984-12-26	UHC-12497-27	—	9312 Apache Blvd, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62409	TPA	Roger Hrrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave Apt 18, Glendale, AZ, 85389	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
TPA-62799	TPA	Willie Gardner	1989-02-19	UHC-17309-82	—	3227 Central Ave, Atlanta, GA, 30388	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54791	TPA	Kathy Garza	1962-07-25	—	—	5978 Elm St # 673, San Diego, CA, 92113	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62418	TPA	William Hamilton	1950-11-11	—	2453429974	3320 Meadow Ln, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57666	TPA	Eric Bailey	1988-04-01	—	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59559	TPA	Laura Bennett	1964-02-07	—	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61420	TPA	Ethan Contreras	1974-12-03	—	—	3510 Grand Ave, Dallas, TX, 75287	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51780	TPA	Jean M Kelly	1954-06-06	—	—	5987 Central Ave, Seattle, WA, 98124	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57935	TPA	Debra Hudson	1999-06-22	—	—	8828 Union St Apt 14, Atlanta, GA, 30327	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more

1,488 rows, page 6 of 30Previous Next