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

All sources, 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
ENR-101362	ENR	Martha Bailey	1972-11-04	UHC-06979-99	5147272912	4540 Jefferson Ave, Charlotte, NC	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-123652	ENR	Roger Cook	1966-01-17	UHC-57892-34	8738272369	6721 Harbor Blvd, Eden Prairie, MN, 55348	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135539	ENR	Joseph T Gonzales	—	UHC-00602-46	8882351657	8030 Elm St, Houston, TX	0.52	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
CLM-410602	CLM	Paul Bailey	1947-01-06	UHC-74026-83	—	2994 Pine Dr # 188, Las Vegas, NV, 89146	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134468	ENR	Tricia Phillips	—	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108537	ENR	Wayne P Oliver	1976-04-07	UHC-87651-90	7625235720	365 Church St, Sacramento, CA, 95831	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416119	CLM	Camila W Walsh	1960-01-13	UHC-89214-02	7716885768	2775 Harbor Blvd, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-402641	CLM	Anthony Hoffman	1977-01-02	UHC-25832-74	—	7546 Main St, Mesa, AZ, 85263	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60979	TPA	Tucker Mei	—	UHC-96295-40	7514722370	5689 Spring St, Austin, TX, 78792	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113289	ENR	Robert Y Hunter	1967-12-10	UHC-35728-26	—	399 Broadway Apt 2, Los Angeles, CA, 90040	0.52	SSN last four extracted Unit split from street Email lower-cased Gender normalised+2 more
ENR-103492	ENR	Kaen B Dixon	1993-02-27	UHC-52328-18	4654906522	439 Maple Ave Apt 34, Jacksonville, FL, 32229	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
TPA-55557	TPA	William Hansen	1981-06-28	—	5416783114	2079 Jefferson Ave, Austin, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
PRV-21152	PRV	Ryan Jimenez	1955-06-10	UHC-81271-92	2765095753	2708 Forest Ave Apt 1, Denver, CO, 80294	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418134	CLM	Teresa Parker	1970-03-07	—	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-116746	ENR	Nicole Weber	2008-04-01	UHC-33244-23	2263003086	8660 Broadway Apt 6, Glendale, AZ, 85354	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-137681	ENR	Julie Q Simmons	1983-02-16	UHC-66793-44	5817213191	1667 Canyon Rd, Miami, FL, 33192	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101400	ENR	Thomas West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 7, Dallas, TX, 75211	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53323	TPA	Hannah Clark	1981-05-15	—	—	2713 Jefferson Ave, Fresno, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-26167	PRV	Sam Jones	1956-09-12	—	—	8027 Union St, Tucson, AZ, 85787	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111791	ENR	Johnson Randy	1986-01-11	UHC-51182-51	4317292783	7347 Pine Dr # 974, Jacksonville, FL, 32215	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400539	CLM	Austin Brooks	2003-06-19	UHC-83271-97	—	749 Maple Ave, Tempe, AZ, 85261	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420696	CLM	Sarah Hill	1954-06-20	—	7535001484	9678 Market St, Charlotte, NC, 28281	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409055	CLM	Danielle K Ward	2003-09-25	UHC-81974-47	—	8315 Central Ave Apt 30, Scottsdale, AZ, 85262	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54236	TPA	Megan Reed	2005-11-11	—	—	8402 Mesa Dr # 666, Sacramento, CA, 95812	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58877	TPA	Bobby Vasquez	1987-08-27	—	—	776 Sunset Blvd, Atlanta, GA, 30347	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59559	TPA	Laura Bennett	1964-02-07	—	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120713	ENR	Brian Wells	2001-07-16	UHC-78951-31	3433526611	7743 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-140506	ENR	Jesse K Kim	1995-01-28	UHC-52083-96	—	8917 Maple Ave, Phoenix, AZ, 85002	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-27464	PRV	Betty Watkins	1994-07-17	UHC-83199-38	3932035504	6891 Palm Dr, Tempe, AZ, 85286	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61420	TPA	Ethan Contreras	1974-12-03	—	—	3510 Grand Ave, Dallas, TX, 75287	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406088	CLM	Linda V Fields	—	UHC-49146-78	—	1120 Pine Dr, Phoenix, AZ, 85081	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27520	PRV	Adnrea Salazar	—	—	6068865263	8269 Mesa Dr, Columbus, OH, 43270	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63923	TPA	Sophia Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140434	ENR	Sandra C Young	1938-09-22	UHC-48035-60	2247165422	8637 Mountain View Dr, San Antonio, TX	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107266	ENR	Kenneth Gonzalz	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-416912	CLM	Jesse Mendez	1971-07-20	—	—	7000 Mesa Dr, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20952	PRV	Alexis Garcia	—	—	7847261760	9065 Desert Sky Blvd, Charlotte, NC, 28215	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125890	ENR	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122638	ENR	Carolyn E Olson	1966-07-08	UHC-95316-31	5294335559	7469 Camelback Rd, Houston, TX, 77018	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428014	CLM	Terry Z Perkins	1970-06-03	—	8533485710	9150 Hillcrest Rd, Los Angeles, CA, 90055	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26882	PRV	Sara K Roberts	1950-08-19	—	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132529	ENR	Ceryl D Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414595	CLM	Diego Castillo	1949-12-03	UHC-99368-85	8097957030	5556 Central Ave, Columbus, OH, 43285	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429098	CLM	Emily Ramirez	1959-12-05	—	—	2364 Broadway, Tempe, AZ, 85294	0.52	Two-digit birth year Address re-cased State name converted to code Gender normalised+2 more

16,828 rows, page 77 of 337Previous Next