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-57917	TPA	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57916	TPA	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56349	TPA	Ashley Rios	1975-01-01	—	—	4034 Ridge Rd # 268, San Diego, CA, 92144	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-54366	TPA	Stephen McCoy	1976-03-10	—	—	8878 Market St, Scottsdale, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62343	TPA	Nick M Garcia	1964-11-11	—	—	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55055	TPA	MichelleJunk	1939-03-18	—	—	888 Cedar Ln, Tucson, AZ, 85741	0.66	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-55859	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct # 450, San Diego, CA	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-59858	TPA	Amanda Alexander	—	—	—	879 Sunset Blvd, Houston, TX	0.68	Name re-cased Date of birth unreadable ZIP missing Placeholder values cleared
TPA-52936	TPA	Virginia Hoffman	1947-09-20	—	—	4417 Spring St, Plano, TX, 75000	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-60668	TPA	Lucia L Baker	2008-04-25	—	—	6471 Cedar Ln, Dallas, TX, 75216	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-51839	TPA	Christine Coleman	1988-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-51106	TPA	Albert Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-54478	TPA	Zachary K Long	1957-09-19	—	—	8115 Spring St, Tempe, AZ, 85267	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-56117	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57454	TPA	Christina Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
TPA-53448	TPA	Abigali Murphy	1975-04-26	—	—	6723 Willow Ct # 418, Austin, TX, 78743	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
TPA-53183	TPA	Bruce Vega	1989-04-11	—	9093221346	3482 Maple Ave, Denver, CO, 80277	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-62087	TPA	Laura Simpson	1948-01-26	—	—	7788 Sunset Blvd, Chandler, AZ, 85271	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-52022	TPA	Linda Gomez	1994-04-14	—	—	8638 River Rd, Jacksonville, FL, 32251	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
TPA-58646	TPA	Valentina Santiago	1994-10-02	—	—	5323 Broadway, Las Vegas, NV, 89175	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-52236	TPA	Arthur Greene	2006-06-20	—	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
TPA-58215	TPA	Deborah Simpson	1939-04-23	—	—	5622 Forest Ave, Nashville, TN	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-51932	TPA	Brandon Salazar	1965-01-21	—	—	4338 River Rd, Mesa, AZ, 85268	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-53585	TPA	Vincent I Hayes	1945-11-04	—	—	1652 Washington St, Phoenix, AZ, 85099	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-51910	TPA	Joe S King	1995-08-07	UHC-65740-09	—	265 Palm Dr Apt 32, Miami, FL, 33154	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
TPA-54751	TPA	Dylan Larson	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
TPA-56152	TPA	Joyce Reyes	2008-12-04	—	—	1156 Broadway, Dallas, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-56341	TPA	Arjun Arnold	1960-06-05	UHC-91721-44	—	9660 Broadway, Orlando, FL	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-57045	TPA	Joan Q Padilla	1968-09-01	—	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
TPA-59520	TPA	Dick H Hamilton	2000-10-03	UHC-08968-49	—	4119 Highland Ave # 996, Columbus, OH	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-59850	TPA	Sara Matthews	—	—	—	—	0.68	Name re-cased Date of birth unreadable SSN last four extracted Placeholder values cleared
TPA-60286	TPA	Patrick Hawkins	2007-10-27	UHC-18890-29	—	4154 Baseline Rd, Charlotte, NC, 28207	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57368	TPA	Sandra Vega	1949-12-23	UHC-13934-86	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-55034	TPA	Tran Brenda	1994-10-17	—	—	9506 Lake View Rd Apt 23, Tucson, AZ, 85739	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
TPA-63385	TPA	Bryan Weber	1945-07-26	UHC-47291-99	—	5198 Willow Ct, Fresno, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
TPA-55552	TPA	Sarah Singh	2004-10-21	—	—	6395 Bayshore Dr, Nashville, TN, 37224	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56904	TPA	George F Salazar	—	—	—	1928 Palm Dr, San Antonio, TX, 78272	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
TPA-56793	TPA	Caterine Lawrence	1957-05-18	—	—	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
TPA-54198	TPA	Gerald Nichols	1956-12-02	—	—	592 Broadway, Los Angeles, CA, 90092	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-52546	TPA	Martha Austin	1992-04-23	—	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-59354	TPA	Randy L Lawrence	—	—	—	9077 Oak St, Las Vegas, NV, 89131	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
TPA-63226	TPA	Ashley D Parker	1968-02-15	—	—	277 Park Pl, Tempe, AZ	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
TPA-58058	TPA	Timothy P Castillo	1953-12-13	—	8052847670	3418 Baseline Rd, Tucson, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
TPA-61482	TPA	Madison Coopre	2001-05-26	—	—	300 Church St, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-54570	TPA	Margaret Owens	1976-07-02	—	—	549 Oak St, Tampa, FL, 33638	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-59980	TPA	Jonathan Alexander	2001-11-14	—	—	1803 Willow Ct # 197, Las Vegas, NV, 89134	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-58157	TPA	Gerald Ortega	—	—	—	8711 Cedar Ln Apt 29, Columbus, OH, 43291	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
TPA-58156	TPA	Gerald Ortega	—	—	—	8711 Cedar Ln Apt 29, Columbus, OH, 43291	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
TPA-60048	TPA	Gabriel Price	1959-11-11	—	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63988	TPA	Jacqueline V Richards	2004-09-10	—	3352060718	2754 Main St, Dallas, TX, 75298	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

5,750 rows, page 36 of 115Previous Next