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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50210	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-52932	TPA	Bradley Rodriguez	1959-01-01	—	—	682 Pine Dr, Las Vegas, NV, 89194	0.54	Name re-cased Two-digit birth year Phone missing area code State name converted to code+1 more
TPA-61093	TPA	Kelly Baker	1953-02-17	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+1 more
TPA-59038	TPA	Linda B McDonald	1980-04-09	—	—	6056 Highland Ave, Atlanta, GA, 30385	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62756	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62755	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62865	TPA	Roy Wood	1950-08-01	—	7655754581	5991 Church St # 616, Sacramento, CA, 95881	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
TPA-55633	TPA	Brian Burke	1995-01-24	—	—	6480 Valley View Dr, Austin, TX, 78776	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63700	TPA	Fatima Price	1945-11-18	—	—	3822 Lincoln Way, San Diego, CA, 92174	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-61318	TPA	Larry Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58826	TPA	Gloria Torres	1991-11-21	—	—	156 Sunset Blvd # 548, Charlotte, NC, 28268	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54848	TPA	Nicole Sandoval	1956-12-15	—	6574344785	5628 Ridge Rd, Atlanta, GA, 30316	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-58087	TPA	Melissa Peters	1963-11-08	—	3029277697	1103 Forest Ave # 117, Eden Prairie, MN, 55386	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50922	TPA	Ashley Turner	1982-08-20	UHC-15343-73	—	7867 Elm St, Atlanta, GA, 30390	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61426	TPA	Juhn Dean	1983-06-25	—	—	2971 Broadway, Fresno, CA, 93700	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-62754	TPA	Stephen Schmidt	1939-11-16	—	—	8679 Grand Ave # 319, Tampa, FL, 33668	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52029	TPA	Alexander Allen	1972-06-07	—	—	6316 Spring St, Tucson, AZ, 85713	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-57846	TPA	Wei Shaw	1947-06-24	—	—	5446 Market St, Plano, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63824	TPA	Brittany Jenkins	1948-10-02	—	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
TPA-53533	TPA	Joe Coleman	1952-07-16	—	2136132067	5241 Cedar Ln, Mesa, AZ	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP missing+1 more
TPA-59596	TPA	Katherine Wilson	1991-03-22	—	—	9140 Union St, Nashville, TN, 37272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51804	TPA	Chritsina Austin	1968-05-12	—	—	1879 Forest Ave Apt 39, Orlando, FL, 32880	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61706	TPA	Thomas Sims	1971-03-19	—	—	4750 Grand Ave Apt 26, Orlando, FL, 32898	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54471	TPA	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60442	TPA	Jacqueline Daniels	2000-10-28	—	—	5622 Valley View Dr, Miami, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50069	TPA	Ruth Ferguson	1945-10-09	—	—	9177 Jefferson Ave, Mesa, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-52511	TPA	Eugene Contreras	1987-08-05	UHC-38123-34	—	2194 Valley View Dr, Gilbert, AZ, 85222	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50598	TPA	Andrea McDonald	1960-02-20	—	—	8541 Camelback Rd, Tempe, AZ, 85238	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
TPA-63485	TPA	Wei Jordan	1988-12-16	—	—	5392 Union St, Nashville, TN, 37240	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64449	TPA	Jesse Hunter	1943-06-08	—	—	1690 Willow Ct, Phoenix, AZ, 85035	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54713	TPA	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56746	TPA	George Dominguez	2001-04-12	—	—	974 Sage Ct, Seattle, WA, 98194	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50644	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50645	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-57227	TPA	Gregory Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr, Austin, TX, 78791	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63317	TPA	John Matthhews	1957-08-27	—	—	5065 Indian School Rd Apt 25, Plano, TX, 75029	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56733	TPA	Raymond Hansen	1966-09-17	—	—	4381 Palm Dr, San Diego, CA	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-56044	TPA	Aizha Bradley	1973-12-24	—	—	6799 Spring St, Fresno, CA, 93750	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59688	TPA	Alexander Turner	1965-08-27	—	—	429 Pine Dr # 222, Sacramento, CA, 95897	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50817	TPA	Lucia Z Campbell	1947-06-23	—	—	3984 Broadway, Glendale, AZ, 85382	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-64440	TPA	Omar Hoffman	1946-01-16	—	—	5459 Ridge Rd, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-50814	TPA	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln Apt 19, San Diego, CA, 92189	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
TPA-54112	TPA	Bryan Owens	1952-11-02	—	—	9413 Ocean Ave, Minneapolis, MN, 55485	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54153	TPA	Daniel Lynch	2001-05-17	—	—	2820 Valley View Dr, Mesa, AZ, 85224	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-55546	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52255	TPA	Elijah X Flores	1966-09-10	—	—	7879 Market St, Los Angeles, CA, 90040	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61591	TPA	Thomas Andrson	1943-05-21	—	6514995572	1774 Willow Ct, Seattle, WA, 98110	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57290	TPA	Debra Wagner	1967-06-21	—	—	4557 Canyon Rd, San Antonio, TX, 78240	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60251	TPA	Nathan Turner	1987-05-06	—	—	528 Market St, Gilbert, AZ, 85275	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59744	TPA	Raymond Robinson	1942-04-12	UHC-17881-72	—	1979 Union St, Atlanta, GA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more

14,135 rows, page 27 of 283Previous Next