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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51417	TPA	Kenneth Cooper	1999-04-06	—	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64322	TPA	Valentina Mejia	1964-08-16	—	3217524507	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50883	TPA	Mateo Carter	1973-08-09	—	—	2383 Baseline Rd, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52985	TPA	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59320	TPA	Roy Fowler	2002-09-28	—	4599217744	6743 Apache Blvd, Austin, TX, 78779	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52237	TPA	Mary Miller	1961-10-25	—	4732937664	870 Market St, Orlando, FL, 32832	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64451	TPA	Billy Bailey	1971-02-27	—	4442507929	2261 Pine Dr, Nashville, TN, 37292	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62065	TPA	Lisa Obrien	2004-10-24	—	9677505355	3140 Lake View Rd, Tucson, AZ, 85730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63753	TPA	Debra Burton	1998-08-18	—	—	639 Cedar Ln, Plano, TX, 75074	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54580	TPA	Joe Lane	1974-01-10	—	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55761	TPA	Anthony Johnston	1976-01-26	—	2375899084	6353 Cedar Ln, Tampa, FL, 33619	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58320	TPA	Juan Allen	1966-06-19	—	9074223152	8205 Washington St, Tampa, FL, 33688	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54578	TPA	Patrick Sanchez	1955-04-09	—	—	8588 Church St, Dallas, TX, 75215	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62731	TPA	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51354	TPA	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50602	TPA	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58611	TPA	Roy Obrien	2008-09-19	UHC-39363-94	8718344031	—	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
TPA-51105	TPA	Mary Johnston	1950-06-19	—	2632233036	612 Desert Sky Blvd, Nashville, TN, 37291	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53335	TPA	Nicole T Munoz	1973-06-26	—	4304153850	7046 Ocean Ave, Los Angeles, CA, 90027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61773	TPA	Sandra Martin	2003-11-26	—	—	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60954	TPA	Dorothy Lawrence	1976-12-02	—	—	28 Ocean Ave, Tucson, AZ, 85790	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58799	TPA	Douglas Luna	1990-11-25	—	3367183888	8652 Willow Ct, Atlanta, GA, 30367	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60966	TPA	Kenneth West	1989-04-08	—	7213271314	8925 Pine Dr, Austin, TX, 78713	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61806	TPA	Amy Aguilar	1975-09-13	UHC-37978-20	3767589728	6164 Sage Ct, Columbus, OH, 43208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-55168	TPA	Denise Ros	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd, Columbus, OH, 43223	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-59892	TPA	Helen U Wylliams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53007	TPA	Walter Murray	1964-02-14	—	3572596288	7714 Washington St, Tampa, FL, 33600	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56614	TPA	Christopher Fuller	1947-05-27	—	9128520357	7758 River Rd, Eden Prairie, MN, 55395	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51690	TPA	Nathan Williams	1976-09-07	—	5522058925	5340 Jefferson Ave, Tempe, AZ, 85203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57939	TPA	Cole Kevin	1961-02-14	UHC-88488-78	4152227207	2813 Market St, Eden Prairie, MN, 55329	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54149	TPA	Angela Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63490	TPA	Alexander Lawrence	1974-03-07	—	6087286552	4292 Grand Ave, Jacksonville, FL, 32279	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61937	TPA	Gebriel Cunningham	1941-02-13	—	—	9113 Highland Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54879	TPA	Cynthia Capman	1998-12-22	—	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54123	TPA	Justin Russell	1972-06-26	—	—	2618 Church St, Nashville, TN, 37221	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-55836	TPA	Katherine Gomez	2007-07-28	—	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50059	TPA	Amber O Schultz	2006-02-21	—	8469648188	1979 Washington St Apt 2, Miami, FL, 33176	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55334	TPA	Brittany Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54696	TPA	Natalie Weaver	1964-07-22	UHC-79092-37	8034351630	5692 Sunset Blvd, Minneapolis, MN, 55476	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55695	TPA	Kevin Rivera	1943-08-09	—	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63780	TPA	Deebra Bennett	1984-09-06	—	—	4676 River Rd, Minneapolis, MN, 55409	0.60	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+4 more
TPA-63552	TPA	Kathleen Fisher	1953-08-12	—	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53677	TPA	Sophia Brooks	2005-02-26	UHC-28019-56	6015276943	7594 Highland Ave, Columbus, OH, 43232	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51064	TPA	Charles Crawford	1956-01-01	UHC-28011-91	—	733 Willow Ct, Seattle, WA, 98168	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63395	TPA	Samueel Gray	1970-08-06	—	2142236265	5075 Meadow Ln, Scottsdale, AZ, 85207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
TPA-56224	TPA	Mary Owens	1943-01-19	—	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58612	TPA	Zachary Evans	1988-09-27	—	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

2,435 rows, page 15 of 49Previous Next