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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54133	TPA	George Garrett	1959-09-12	UHC-32639-89	—	107 Ocean Ave, Miami, FL, 33166	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-51094	TPA	Jacob Wilson	1964-02-09	UHC-87096-71	—	1598 Lincoln Way, Atlanta, GA, 30322	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
TPA-61330	TPA	Lauren Gordon	1958-10-27	—	—	2676 Mesa Dr Apt 24, Miami, FL, 33182	0.80	Unit split from street City re-cased State code upper-cased Placeholder values cleared
TPA-59348	TPA	Melissa Ortiiz	1987-02-24	—	6598508939	3048 Forest Ave # 967, Scottsdale, AZ, 85216	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
TPA-61337	TPA	Scott B Moreno	1943-03-17	—	—	2645 Park Pl, Sacramento, CA, 95841	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
TPA-63296	TPA	David Rojas	2006-02-10	—	—	3125 Washington St, Eden Prairie, MN, 55350	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55731	TPA	Judy I Stevens	1962-08-11	—	—	3652 Palm Dr, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52995	TPA	Melissa Fox	1979-01-22	—	—	4095 Valley View Dr, Houston, TX, 77061	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59078	TPA	Emma Hunt	1984-02-17	—	—	3835 Central Ave, Miami, FL, 33161	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55139	TPA	Pamela Webb	1961-07-11	—	6412204459	5174 Lake View Rd, San Diego, CA, 92163	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
TPA-62255	TPA	Madison Nichols	1945-06-25	—	—	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52500	TPA	Sharon Lynch	1977-12-04	—	—	8452 Desert Sky Blvd, Miami, FL, 33157	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57333	TPA	Pamela Sanders	1960-06-02	—	—	4856 Mountain View Dr, Chandler, AZ, 85272	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52740	TPA	Jean Kelly	2007-01-26	UHC-07294-32	—	1655 Cedar Ln, Chandler, AZ, 85271	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57143	TPA	Greg Valdez	1940-07-20	—	—	5929 Oak St, Charlotte, NC, 28211	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
TPA-63100	TPA	Eugene Mason	1940-07-01	—	—	7057 Market St, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53215	TPA	Emily V Spencer	2002-01-14	UHC-55914-20	—	7951 Bayshore Dr, Los Angeles, CA, 90029	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-59236	TPA	Nicoe Snyder	1988-07-06	—	—	6336 Spring St, San Antonio, TX, 78237	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-58212	TPA	Catherine Coleman	2004-08-12	—	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-55825	TPA	David Lynch	1959-02-27	—	—	4340 River Rd, Tempe, AZ, 85232	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-50189	TPA	Jack Roberts	1985-02-01	—	—	2800 Lake View Rd, Atlanta, GA, 30335	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-59590	TPA	Larry Hnson	1959-07-28	—	—	5391 Mountain View Dr, Seattle, WA, 98133	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-59686	TPA	Alexander E Snyder	1992-07-21	—	—	9767 Union St, Atlanta, GA, 30313	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-57854	TPA	Justin Gordon	1958-09-10	—	—	8913 Mountain View Dr, Phoenix, AZ, 85069	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60228	TPA	Philip R Robinson	1977-01-04	—	—	9046 Valley View Dr, Dallas, TX, 75249	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-63595	TPA	Sarah Simpson	1949-03-19	—	—	7775 Valley View Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
TPA-55677	TPA	Susan Watson	1941-02-08	—	—	2514 Broadway, Atlanta, GA, 30335	0.80	Address re-cased City re-cased Gender normalised Whitespace trimmed
TPA-63110	TPA	Christine Moore	1954-06-10	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-58838	TPA	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX, 75074	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-62019	TPA	Edawrd J Hayes	1962-01-02	—	—	4374 Palm Dr, Jacksonville, FL, 32298	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-52659	TPA	Barbara Mejia	1972-11-14	UHC-89568-77	6926701904	132 Canyon Rd, Glendale, AZ, 85385	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-55545	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62630	TPA	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way, Fresno, CA, 93740	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52212	TPA	Michelle Smith	2003-05-10	—	—	5366 Main St, Fresno, CA, 93769	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51252	TPA	Julia Gomez	1999-11-19	—	4458330045	8426 Lincoln Way, Seattle, WA, 98137	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53869	TPA	Beverly Wilson	1942-07-05	—	—	6056 Forest Ave, Jacksonville, FL, 32289	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55201	TPA	Henry Yang	1987-12-03	—	—	4104 Highland Ave, Dallas, TX, 75298	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53840	TPA	Willie Rivera	1960-07-07	—	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-50960	TPA	Christina Bradley	1958-08-26	—	9852474058	934 Apache Blvd, Plano, TX, 75078	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57627	TPA	Scott Gonzales	1994-01-25	—	4427706629	7746 Pine Dr, Tampa, FL, 33642	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61170	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55235	TPA	Ahmed Hicks	1956-08-28	—	—	8970 Union St, Jacksonville, FL, 32282	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-59238	TPA	Tyler Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
TPA-60223	TPA	Mark Howell	2000-10-15	—	—	8095 Bayshore Dr, San Diego, CA, 92135	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55640	TPA	Yuki Scott	1981-05-13	—	7598603511	8031 Lake View Rd, Scottsdale, AZ, 85212	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
TPA-61536	TPA	Christopher Harris	1948-11-20	—	8657013414	3241 Valley View Dr, Tucson, AZ, 85782	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-58035	TPA	Peter Santiago	1962-08-17	—	—	8587 Valley View Dr, Eden Prairie, MN, 55337	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-50827	TPA	Pamela Ruiz	1951-01-16	—	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57498	TPA	Madison Taylor	1957-06-12	—	—	4368 Sage Ct, Sacramento, CA, 95847	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55726	TPA	Kathleen Brooks	1987-01-02	—	3443315594	8400 Broadway, Tempe, AZ, 85216	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared

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