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-63012	TPA	Lucya Greene	1952-04-08	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61718	TPA	Zachary Delado	1993-04-17	—	9088226788	305 Elm St, Las Vegas, NV, 89168	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63334	TPA	Larry Moreno	1959-04-27	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60387	TPA	Thomas Day	1983-04-11	UHC-64033-30	—	2133 Broadway, Las Vegas, NV, 89109	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55498	TPA	Dorothy Miller	1954-02-12	—	2369891020	4955 Mountain View Dr, Orlando, FL, 32881	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50809	TPA	Jack Smith	1961-09-09	—	—	6832 Meadow Ln, Dallas, TX, 75251	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55725	TPA	Juan Guerrero	1963-05-04	UHC-70320-01	—	7648 Broadway, Atlanta, GA, 30300	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50395	TPA	Patrick Moore	1955-03-04	—	7412401465	1188 Lincoln Way, Scottsdale, AZ, 85236	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56558	TPA	Elizabeth George	1960-05-24	—	6874665661	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56557	TPA	Elizabeth George	1960-05-24	—	6874665661	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52403	TPA	Virgginia Castro	1960-04-21	UHC-40943-28	—	7068 Sunset Blvd, Miami, FL, 33146	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-52614	TPA	Diego Bradley	1980-01-15	—	—	6562 Oak St, Miami, FL, 33193	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53889	TPA	Juan Q Powell	1975-01-22	—	4517712270	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50237	TPA	Debra Bishop	1939-08-24	—	—	6338 Grand Ave, Orlando, FL, 32862	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58515	TPA	Gabriel Dixon	2007-08-13	—	5752213244	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-56176	TPA	Julie Li	1986-01-24	—	9312746436	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55380	TPA	Wayne T Greene	1964-05-20	—	—	5071 Cedar Ln, Nashville, TN, 37279	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55957	TPA	Jesse Pierce	1947-07-27	—	9144228848	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51915	TPA	Alexis V Day	1997-09-07	UHC-68769-03	6482209403	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54551	TPA	Theresa Fuster	1965-09-06	—	—	8878 Lincoln Way, San Antonio, TX, 78209	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57209	TPA	Ralph Dunn	2001-10-20	—	—	8136 Union St, Eden Prairie, MN, 55308	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-51380	TPA	Paul Holmes	1975-10-09	—	8412909308	8631 Canyon Rd, Scottsdale, AZ, 85245	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-54800	TPA	Scott Y Henderson	1958-01-24	UHC-32283-14	—	3879 Ridge Rd, Charlotte, NC, 28203	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-55598	TPA	Ammber B Kennedy	1969-02-27	—	—	1169 Apache Blvd, Los Angeles, CA, 90098	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55597	TPA	Ammber B Kennedy	1969-02-27	—	—	1169 Apache Blvd, Los Angeles, CA, 90098	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56974	TPA	Ronld Vargas	2001-06-27	UHC-34390-87	—	4115 Meadow Ln, Chandler, AZ, 85265	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61509	TPA	Evalyn Ruiz	1969-09-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57116	TPA	Scott Caretr	1987-04-16	—	6548687293	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52890	TPA	Jonathan Weaver	1979-02-25	—	7328535279	1511 Palm Dr, Tucson, AZ, 85793	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50689	TPA	Luis Mejia	1977-02-19	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52317	TPA	Ana White	1980-04-08	—	—	7235 Lake View Rd, Nashville, TN, 37290	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53268	TPA	Patricia Hayes	2000-07-03	UHC-59679-50	—	5615 Grand Ave, Jacksonville, FL, 32275	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57156	TPA	Steven Guzman	1960-11-07	UHC-93254-06	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51071	TPA	Arthur Munoz	2006-05-28	—	—	657 Sunset Blvd, Tempe, AZ, 85252	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64403	TPA	Catherine Bennett	1980-01-12	—	2587124462	939 Ocean Ave, Austin, TX, 78790	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63320	TPA	Carolyn Li	1943-09-13	UHC-24165-93	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56899	TPA	Kathy Le	2004-05-21	—	6554576850	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50985	TPA	Russell Jensen	1960-08-26	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58644	TPA	Andrea Robertson	1954-08-24	UHC-65909-09	9659426712	3123 Lake View Rd, Columbus, OH, 43254	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61038	TPA	Ashley Moore	1966-04-16	—	—	5502 River Rd, Nashville, TN, 37268	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62024	TPA	Carl M Duncan	2002-05-21	—	4009045955	6668 Main St, Seattle, WA, 98184	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-54581	TPA	Catherine Washington	1944-06-24	—	—	386 Forest Ave, Dallas, TX, 75294	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50444	TPA	Mason H Sanchez	2001-03-12	—	4423346851	9677 Camelback Rd, Tempe, AZ, 85240	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51209	TPA	Kimberly Ryan	2004-10-07	—	3252899304	8063 Broadway, Charlotte, NC, 28277	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-59666	TPA	Sara Garcia	1995-02-24	—	7497694651	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-59472	TPA	Nathan M Martinez	1944-04-01	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50665	TPA	Jean Bell	2006-05-09	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63936	TPA	Parker Patricia	1956-07-15	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61659	TPA	Paul Estrada	1981-06-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60577	TPA	Kyle Cruz	1947-05-02	—	—	2342 Church St, Jacksonville, FL, 32226	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 105 of 115Previous Next