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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53198	TPA	Scott Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ, 85226	0.38	Two-digit birth year Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-63649	TPA	Gabriel K Ross	1980-11-08	UHC-60294-05	—	2470 Hillcrest Rd, Jacksonville, FL, 32296	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52960	TPA	Gloria Stnoe	1965-04-03	—	—	2107 Park Pl, Charlotte, NC, 28202	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60092	TPA	Carol Pierce	—	UHC-80359-24	—	7677 Baseline Rd Apt 33, Fresno, CA, 93773	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-52279	TPA	Joseph Kennedy	1956-12-21	—	—	2817 Harbor Blvd, Tucson, AZ, 85763	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54618	TPA	FrankJunk	1983-04-08	—	—	8890 Lincoln Way, Chandler, AZ, 85223	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55954	TPA	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr Apt 28, Houston, TX, 77014	0.38	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
TPA-51745	TPA	Sam Estrada	1976-06-12	—	2128189582	1665 Palm Dr Apt 10, Dallas, TX, 75266	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57049	TPA	Nathan Burns	1951-06-09	—	—	9807 Mesa Dr # 200, Austin, TX, 78779	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63037	TPA	Steve King	1969-01-20	—	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56725	TPA	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr Apt 20, Denver, CO, 80247	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63933	TPA	Mary Freeman	1989-10-16	—	—	2156 Highland Ave Apt 8, Sacramento, CA, 95892	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54888	TPA	Kenneth Fuller	—	—	—	7076 Lake View Rd, Seattle, WA, 98176	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56774	TPA	Hiroshi Gilbert	1958-01-09	—	—	1631 Sunset Blvd Apt 3, San Antonio, TX, 78207	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50464	TPA	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57027	TPA	Judith Mills	1943-05-28	—	3948150586	7674 Pine Dr, Denver, CO, 80205	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61249	TPA	Theresa Gonzales	2007-09-28	—	—	3488 Lake View Rd Apt 33, Nashville, TN, 37222	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64469	TPA	Virginia Guerrero	1939-07-02	—	—	7836 Ocean Ave, Miami, FL, 33146	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50661	TPA	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51842	TPA	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52526	TPA	Christine Elliott	1956-03-08	—	—	2209 Hillcrest Rd, Charlotte, NC	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54858	TPA	Arthur Franklin	1949-08-05	—	—	350 Lake View Rd Apt 13, Denver, CO, 80289	0.40	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+2 more
TPA-63709	TPA	Bruce K Turner	1996-12-12	—	—	7712 Park Pl, San Diego, CA, 92168	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56782	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56783	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50945	TPA	Ryan Cooepr	1995-07-25	—	—	9896 Sunset Blvd, Tampa, FL, 33604	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62508	TPA	Isabella Mjia	1963-12-17	—	—	9832 Washington St, Phoenix, AZ, 85075	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-56838	TPA	Cheryl Nunez	1974-03-17	—	8004872922	3118 Elm St # 727, Scottsdale, AZ, 85255	0.40	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
TPA-52036	TPA	Eric Bowman	1954-03-13	—	8486886455	3834 Spring St, Denver, CO, 80251	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57546	TPA	Stephen Martinez	—	—	—	6738 Indian School Rd, Tampa, FL, 33665	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57694	TPA	JoseJunk	1965-08-18	—	—	7293 Camelback Rd, Plano, TX, 75065	0.40	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+2 more
TPA-52346	TPA	Arjun Nunez	1967-01-13	—	5899143537	1279 Bayshore Dr, Nashville, TN, 37214	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63594	TPA	Teresa Chen	1943-11-11	—	5833252714	2986 Apache Blvd, Houston, TX, 77059	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56766	TPA	Keith Williamson	1976-03-27	—	3008777832	1299 Valley View Dr, Phoenix, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61504	TPA	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr, Scottsdale, AZ, 85245	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-55902	TPA	Linda Martinez	1949-11-21	—	—	9175 Elm St Apt 28, Seattle, WA, 98172	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53658	TPA	Shirley Hamilton	1967-04-03	—	—	7867 Canyon Rd, Jacksonville, FL, 32207	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52980	TPA	Jacqueline Burke	1994-12-08	—	—	904 Baseline Rd Apt 33, Tucson, AZ, 85702	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
TPA-54953	TPA	Judy J Nichols	1977-03-04	—	—	468 Spring St Apt 17, Phoenix, AZ, 85003	0.42	Name split from “Last, First”Two-digit birth year Unit split from street Gender normalised+1 more
TPA-53704	TPA	Jason Davis	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ, 85288	0.42	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
TPA-50092	TPA	Kayla Park	1963-12-07	—	—	976 Camelback Rd, Los Angeles, CA, 90001	0.42	Two-digit birth year Phone missing area code State name converted to code Gender normalised+1 more
TPA-57573	TPA	Carlos I Berry	—	—	—	2017 Palm Dr, Mesa, AZ, 85295	0.42	Middle initial moved out of first name Date of birth unreadable State name converted to code Gender normalised+1 more
TPA-50201	TPA	Christina U Holmes	1943-10-03	—	2219124993	1045 Indian School Rd, Houston, TX, 77090	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-62493	TPA	Cheryl Yang	2003-02-03	—	7472906448	3370 Bayshore Dr Apt 21, Jacksonville, FL, 32235	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
TPA-61951	TPA	Debbie Obrien	1991-02-05	—	4948477432	6867 Main St, Los Angeles, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-58448	TPA	Donna Stone	1996-10-18	—	—	8866 Grand Ave # 816, Jacksonville, FL, 32259	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-55793	TPA	Kathleen Z Simpson	1999-07-27	—	—	9520 Central Ave, Columbus, OH, 43244	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-63148	TPA	Bruce Patterson	1944-07-05	UHC-92614-98	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-57435	TPA	Beverly Bannett	1948-08-14	UHC-99014-61	—	4158 Indian School Rd, Denver, CO, 80291	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more

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