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-59649	TPA	Sean Chen	1972-03-10	—	7488890655	376 Apache Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-57762	TPA	Gregory Hayes	1950-09-22	—	—	8021 Lincoln Way, San Antonio, TX, 78262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55065	TPA	Jack Clark	1957-06-05	—	6415235981	6822 Harbor Blvd, Atlanta, GA, 30388	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-51596	TPA	Rachel Fernandez	1965-06-19	—	4387420693	2170 Hillcrest Rd, Sacramento, CA, 95830	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59227	TPA	Angela Williamson	1947-10-26	UHC-83917-22	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-60762	TPA	Adam Rivera	1945-11-13	—	—	1591 Spring St, Los Angeles, CA, 90001	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60374	TPA	Cheryl Butler	1945-11-14	—	—	6585 Bayshore Dr, Plano, TX, 75038	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56730	TPA	Albert W Gray	1946-07-15	—	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51912	TPA	Alexis Edwards	1976-03-25	—	2863973708	561 Indian School Rd, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53460	TPA	Jose Perry	1967-07-03	—	9156935561	7548 Mountain View Dr, Fresno, CA, 93749	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57490	TPA	Pamela Hill	1982-04-20	—	—	6733 Hillcrest Rd, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57128	TPA	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-53539	TPA	Angela Salazar	1979-06-05	—	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-53251	TPA	Madison Moreno	1969-01-04	—	—	3424 Jefferson Ave, Fresno, CA, 93703	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59727	TPA	Gloria Obrien	1970-10-23	—	3227351204	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-50106	TPA	Elijjah Pena	1997-07-20	—	6374286005	7649 Union St, Tucson, AZ, 85794	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-57922	TPA	Johnny Hicks	1965-03-05	—	—	5013 Sage Ct, Miami, FL, 33176	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52608	TPA	Victoria Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL, 33123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56808	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57121	TPA	Green Charlotte	1946-08-06	—	9502210414	4490 Valley View Dr, Minneapolis, MN, 55449	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54203	TPA	Anthony Graham	1963-10-09	—	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54778	TPA	Charles Dunn	1993-10-24	UHC-26801-85	9608153372	4956 Meadow Ln, Columbus, OH, 43288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63658	TPA	Omar Miller	1974-07-20	—	5634126256	6937 Main St, Phoenix, AZ, 85002	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58431	TPA	Joyce Reid	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
TPA-50009	TPA	Martha V Stone	1952-05-13	UHC-83497-59	—	776 Oak St, Eden Prairie, MN, 55332	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56079	TPA	Roger Stewart	1968-02-21	—	9217988735	6205 Sage Ct, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+2 more
TPA-54443	TPA	Isabella Le	1954-04-14	—	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59797	TPA	Valentina Ramos	2004-07-21	—	3122696515	8972 Oak St, Fresno, CA, 93750	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64028	TPA	Christine Cooper	1963-04-27	—	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58355	TPA	Adam W Ortega	1967-06-08	—	—	8102 Mountain View Dr, Orlando, FL, 32855	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50434	TPA	Heather Lopez	1941-12-08	—	5406316183	2352 Ridge Rd, Seattle, WA, 98122	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60237	TPA	Brittany Sandoval	1970-02-25	UHC-22787-33	—	9784 Jefferson Ave, Charlotte, NC, 28253	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52722	TPA	Jacob Kim	1988-11-28	—	6176643822	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-58427	TPA	Joan Taylor	1970-01-11	—	8259749480	320 Apache Blvd, Scottsdale, AZ, 85294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61870	TPA	Katherine Silva	1966-01-18	—	3847463014	3394 Palm Dr, Tucson, AZ, 85792	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55901	TPA	Elizabeth S Tucker	1945-01-16	—	6926399135	5669 Meadow Ln, Minneapolis, MN, 55496	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52504	TPA	Helen V Lynch	1940-04-19	—	7927927574	465 Highland Ave, Fresno, CA, 93721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63372	TPA	Jeffrey A George	1955-06-26	—	7824573599	5231 Apache Blvd, Austin, TX, 78724	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59917	TPA	Gabriel Cox	1994-08-17	—	—	3550 Willow Ct, Scottsdale, AZ, 85217	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51456	TPA	John Palmer	1951-07-24	—	9197898404	2782 Park Pl, Orlando, FL, 32882	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64038	TPA	Ryan Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ, 85765	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-50376	TPA	Bobby Ryan	1985-01-27	—	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53081	TPA	Judith Hamilton	1971-03-26	—	8609681024	3677 Washington St, Tempe, AZ, 85281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62217	TPA	Roy Burns	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51595	TPA	Sarah Alvarado	1963-04-16	—	2095581648	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
TPA-61501	TPA	Kayla Cole	2008-02-27	—	—	2740 Highland Ave, Nashville, TN, 37276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61267	TPA	Charlotte Nichols	1970-05-19	—	8148244059	3495 Market St, Columbus, OH, 43209	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

14,135 rows, page 123 of 283Previous Next