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-57195	TPA	Kelly N Campbell	1969-10-27	—	5223223035	3552 Church St, Denver, CO, 80259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59949	TPA	Paul Thomas	1976-03-20	—	—	5585 Grand Ave, Las Vegas, NV, 89192	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53589	TPA	Virginia Freeman	2005-02-19	—	7952487698	2185 Mountain View Dr, Minneapolis, MN, 55465	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64052	TPA	Natalie Daniels	1951-11-18	—	—	1690 Pine Dr, Eden Prairie, MN, 55375	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61554	TPA	Kayla Yaang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA, 93723	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57405	TPA	Frank Weber	1956-03-02	—	8028170414	3595 Valley View Dr, Glendale, AZ, 85311	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64428	TPA	Donald G Kennedy	1959-08-24	UHC-80692-79	6095529694	7544 Canyon Rd, Jacksonville, FL, 32293	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51487	TPA	Joshua Wood	1948-11-14	—	7076233476	1039 Jefferson Ave, Miami, FL, 33151	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57679	TPA	Jesse V Herrera	1960-04-12	UHC-67077-73	—	2224 Union St, Seattle, WA, 98197	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53513	TPA	Sara Sanders	1970-11-07	—	8132133545	2403 Spring St, Denver, CO, 80296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60053	TPA	Ann Lewis	1958-11-20	UHC-13986-22	5766694339	9751 Mesa Dr, Chandler, AZ, 85296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61950	TPA	Eugene Oliver	1980-09-23	—	2938007094	3552 Spring St, Charlotte, NC, 28221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56076	TPA	Doris Dominguez	2001-12-16	—	—	607 Sage Ct, Tampa, FL, 33656	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63745	TPA	Janet Vazquez	1988-12-01	—	—	2641 Palm Dr, Seattle, WA, 98110	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56486	TPA	Carol G Bishop	1991-06-15	—	2999235884	8981 Church St, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62434	TPA	Logan Young	1946-04-22	—	2883596938	602 Mesa Dr, San Antonio, TX, 78222	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57515	TPA	Jordan Hill	2001-11-11	—	2687161978	6475 Washington St, Orlando, FL, 32877	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61722	TPA	Bran Aguilar	1948-09-16	—	3458228569	8656 Central Ave, Denver, CO, 80225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50323	TPA	Jacob Obrien	1953-12-07	UHC-35819-35	8974392985	8849 Cedar Ln, San Diego, CA, 92142	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57146	TPA	Teresa Martinez	1976-02-26	—	—	332 Cedar Ln, Tucson, AZ, 85752	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63425	TPA	Vincent Meyer	1984-12-22	—	3678386470	237 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62501	TPA	Wayne Ray	2003-12-15	—	2209994971	1480 Jefferson Ave, Dallas, TX, 75296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61751	TPA	Ralph Martinez	1965-03-28	—	—	9712 Main St, Atlanta, GA, 30336	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52381	TPA	Paul Warren	1950-04-14	—	—	8163 Hillcrest Rd, Columbus, OH, 43253	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53278	TPA	Barbara M Estrada	1942-09-28	UHC-62835-15	4444749446	5846 Highland Ave, Glendale, AZ, 85303	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51259	TPA	Jim Reid	2008-10-13	—	—	5685 Sage Ct, Scottsdale, AZ, 85269	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62489	TPA	Olivia Woods	1971-02-02	—	3383475513	3669 Broadway, Fresno, CA, 93711	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
TPA-56890	TPA	Austin Reid	1958-06-25	—	6234439959	6147 Harbor Blvd, Mesa, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
TPA-55624	TPA	Brenda Long	1955-11-11	—	9368388627	7814 Hillcrest Rd, San Antonio, TX, 78209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62545	TPA	George Munoz	1955-12-02	UHC-50698-43	9898772542	5175 Indian School Rd, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53320	TPA	Jonathan J Scott	1964-01-16	—	6002881178	5318 Maple Ave, Seattle, WA, 98159	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51266	TPA	Alexis G Porter	1963-01-26	—	6026141920	5157 Hillcrest Rd, Sacramento, CA, 95803	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50641	TPA	Asutin Stevens	1992-06-12	—	7376688370	9145 Canyon Rd, Columbus, OH, 43281	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50640	TPA	Asutin Stevens	1992-06-12	—	7376688370	9145 Canyon Rd, Columbus, OH, 43281	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58109	TPA	Helen Oliver	1978-08-26	—	7446677328	7301 Church St, Columbus, OH, 43250	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52070	TPA	Ann Cook	2002-01-18	UHC-96679-77	—	6761 Park Pl, Fresno, CA, 93746	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50917	TPA	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55456	TPA	Kyle Park	1987-07-17	UHC-98992-53	6656685396	1344 Central Ave, Tempe, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53013	TPA	Jason Robertson	1950-01-11	—	3507846631	4486 Baseline Rd, Dallas, TX, 75223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54905	TPA	Victoria Padilla	1952-10-26	UHC-84331-08	—	5959 Canyon Rd, Las Vegas, NV, 89122	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62593	TPA	Philip Red	1951-08-10	—	—	3340 Palm Dr, Nashville, TN, 37237	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56312	TPA	Margaret Rice	2001-03-12	—	—	1283 Church St, Eden Prairie, MN, 55387	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60205	TPA	William Knight	1941-02-10	—	3535879695	267 Grand Ave, Los Angeles, CA, 90070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53236	TPA	Brian Vazquez	1970-07-16	—	3646615998	4314 Washington St, Sacramento, CA, 95831	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50849	TPA	Albert Fields	1969-03-03	—	9662119279	3255 Union St, Minneapolis, MN, 55420	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57109	TPA	Daniel Ward	1948-04-16	—	3548394358	8568 Highland Ave, Austin, TX, 78731	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61125	TPA	Elijah Li	1942-01-05	—	5463306592	6856 Mesa Dr, Las Vegas, NV, 89190	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58279	TPA	Ralph Z Bell	1976-11-03	—	4813904799	8457 Apache Blvd, Tempe, AZ, 85201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54305	TPA	Bryan Williams	2007-08-09	—	2198365668	3380 Park Pl, Tempe, AZ, 85201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55670	TPA	Joe Richards	1945-09-03	—	—	5655 Ridge Rd, Minneapolis, MN, 55404	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

5,750 rows, page 40 of 115Previous Next