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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57789	TPA	Wayne Carter	1991-01-27	—	—	473 Forest Ave, Plano, TX, 75038	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-50699	TPA	Melissa Willis	1939-06-04	UHC-08965-17	4969581419	8088 Lincoln Way, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59765	TPA	Patrick Orteega	2001-07-20	—	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53864	TPA	JohnJunk	1998-09-14	—	—	8543 Pine Dr, Tampa, FL, 33642	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58730	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58731	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-50886	TPA	Bryan Harrison	—	—	8032136535	6618 Oak St, Austin, TX, 78713	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-58997	TPA	Maria Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53464	TPA	Gerald Martinez	1955-10-03	—	—	4734 Grand Ave, Dallas, TX, 75298	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54843	TPA	Tom Z Berry	1992-07-25	—	8885793983	1895 Hillcrest Rd, San Diego, CA, 92146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64179	TPA	Samuel Carter	1993-11-27	—	—	4509 Sage Ct, Seattle, WA, 98190	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62464	TPA	Adam Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-57270	TPA	Keith Ortiz	1947-05-06	—	9382690989	9658 Washington St, Tempe, AZ, 85276	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54240	TPA	Brryan Martinez	2008-10-21	—	8102198850	4682 Washington St, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50824	TPA	Dennis G Spencer	2008-11-06	—	—	2302 Palm Dr, Scottsdale, AZ, 85206	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59680	TPA	Julie Flores	2005-12-02	—	7857529815	354 Lake View Rd, Orlando, FL, 32818	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57967	TPA	Jennifer Santos	1944-02-16	—	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60706	TPA	Brenda Carpenter	1953-05-23	—	—	4125 Canyon Rd, Minneapolis, MN, 55419	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64385	TPA	Denise Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63708	TPA	Benjamin Jones	1989-02-11	—	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61583	TPA	Wei James	—	—	—	7550 Sage Ct, Orlando, FL, 32822	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-57229	TPA	Raymond Santos	1959-02-12	—	8946100025	1830 Spring St, Atlanta, GA, 30311	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60962	TPA	Lori Sanders	1943-10-16	—	—	1021 Maple Ave, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55856	TPA	Lisa Chapman	1946-10-13	—	—	9436 Ocean Ave, Dallas, TX, 75214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50666	TPA	Daniel Wright	1970-12-24	—	—	1934 Valley View Dr, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52097	TPA	Jason Gomez	1945-04-03	—	3763780539	6458 Park Pl, Denver, CO, 80233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64078	TPA	Abby Carlson	1990-04-13	—	5128559598	1325 Ocean Ave, Los Angeles, CA, 90089	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51954	TPA	Nicole Smith	1957-12-16	—	—	1545 Willow Ct, Tampa, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64250	TPA	Aisha Lawrence	1987-04-07	—	6016693678	2297 Elm St, Scottsdale, AZ, 85236	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50789	TPA	Robert Lawrence	1947-08-14	—	3046283850	2875 Elm St, Columbus, OH, 43237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50589	TPA	Vincent Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53083	TPA	Janet McDonald	1982-06-05	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58144	TPA	Maria O Harper	1941-06-14	UHC-43044-73	—	48 Grand Ave, Seattle, WA, 98157	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52156	TPA	Amy McDonald	—	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-60571	TPA	Kenneth Piarce	1955-03-28	UHC-87501-90	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54917	TPA	Nancy Wright	1988-08-12	—	2338354224	7666 Oak St, Los Angeles, CA, 90040	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60658	TPA	Michelle Black	1997-12-14	—	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52004	TPA	Jason Q King	1976-08-06	—	—	9255 Palm Dr # 995, Fresno, CA, 93751	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51287	TPA	Carolyn Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53026	TPA	Ruth Hoffman	1997-04-14	—	—	1820 Market St, Mesa, AZ, 85244	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60384	TPA	Amy Myers	1950-09-21	—	—	5533 Valley View Dr, Charlotte, NC, 28223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55518	TPA	Jason Gutierrez	1971-06-19	—	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55294	TPA	Douglas Obrien	1966-08-26	—	—	6471 Church St, Chandler, AZ, 85231	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53562	TPA	Bill Weaver	2005-10-15	UHC-50237-81	5262984540	8974 Indian School Rd # 851, Atlanta, GA, 30355	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-51879	TPA	Willis Patrick	1966-07-03	—	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53229	TPA	George Mrphy	1998-10-14	—	—	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-61765	TPA	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50186	TPA	Harold Sullivan	1988-06-21	—	—	7597 Pine Dr, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

7,854 rows, page 32 of 158Previous Next