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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51731	TPA	Justin Knight	1998-02-03	—	7134918314	8250 Willow Ct, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51693	TPA	Vicky Ford	1988-05-02	—	—	1293 Mountain View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-55496	TPA	Janice Gutierrez	1975-09-18	—	—	666 Lincoln Way, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53493	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50835	TPA	Christopher Thompson	1978-06-23	UHC-09795-33	—	3057 Bayshore Dr, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59761	TPA	Stephen Johnston	1997-06-11	—	8817220980	1012 Mesa Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
TPA-63014	TPA	Jack Smith	1974-06-11	—	—	742 Bayshore Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50968	TPA	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58276	TPA	Dieggo Franklin	1984-03-24	—	—	8107 Jefferson Ave, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57794	TPA	Brittany Romero	—	UHC-16853-43	5289386055	1928 Maple Ave, Austin, TX	0.64	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
TPA-56775	TPA	Lawrence Richards	1964-11-21	—	—	6040 Main St, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64419	TPA	Roger Knight	1977-11-15	—	—	6386 River Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59377	TPA	Paul Payne	1949-06-04	—	3815352733	1440 Mesa Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63651	TPA	Richard Robertson	1966-12-04	—	—	7513 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51431	TPA	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62525	TPA	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58210	TPA	Ethan Davis	1973-12-20	—	6292019441	6281 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57819	TPA	Adam Reyes	2000-06-15	—	—	4390 Church St, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60142	TPA	Steve Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51824	TPA	Jonathan Richards	1968-09-07	—	6914342207	4292 Camelback Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64315	TPA	Carl Simmons	2003-03-11	UHC-25020-08	—	5222 Ocean Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51284	TPA	Sarah X Oliver	1994-07-09	UHC-54619-49	—	1962 Market St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57130	TPA	Andrea X Collins	1994-03-03	—	—	4578 Market St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57048	TPA	Yuki Marquez	1975-11-13	—	—	5165 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53354	TPA	Eric Bannks	1956-02-08	—	9595534496	776 Central Ave, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54792	TPA	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave # 478, Denver, CO	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-50352	TPA	Jennifer Hernandez	1947-08-10	UHC-59786-48	—	6284 Indian School Rd, Chandler, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-50127	TPA	Luis Sims	1995-11-24	—	—	2483 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54381	TPA	Debra Rojas	1942-07-15	—	—	8068 Meadow Ln, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-60817	TPA	Alexander Silva	1984-08-10	—	—	5783 Pine Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61450	TPA	Jonathan Rivera	1953-04-10	—	5869724641	8587 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59634	TPA	Donald Singh	1976-08-13	—	8872937964	3049 Park Pl, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54286	TPA	Joe Q Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-57850	TPA	Arjun Jimenez	1994-06-09	—	2808052611	7369 River Rd # 881, Phoenix, AZ	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-52130	TPA	Alan Castillo	1954-06-12	—	2447188600	36 Hillcrest Rd, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51322	TPA	Samantha Jensen	1962-07-24	—	—	8073 Central Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53283	TPA	Megan Rivera	1971-12-11	—	—	4402 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55006	TPA	Pamela Burns	1944-05-11	—	—	8027 Ridge Rd, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61721	TPA	Kevin Freeman	1952-09-01	—	—	7508 Oak St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54844	TPA	Luri Cruz	—	UHC-43223-03	—	3912 Main St, Austin, TX	0.64	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+2 more
TPA-62950	TPA	Ann Sims	1992-02-16	—	4029507313	2701 Pine Dr, Gilbert, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62681	TPA	Joe Perry	1940-12-09	—	—	4480 Willow Ct, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62680	TPA	Joe Perry	1940-12-09	—	—	4480 Willow Ct, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64278	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56854	TPA	Susan Padilla	1952-06-25	—	4042161177	7190 Sunset Blvd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56855	TPA	Susan Padilla	1952-06-25	—	4042161177	7190 Sunset Blvd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62734	TPA	Roger Ross	2000-12-27	—	—	5420 Valley View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60955	TPA	Tyler Weber	1960-04-13	—	7659251120	3535 Market St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

1,012 rows, page 12 of 21Previous Next