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 “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
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-133882	ENR	Maria G Rojes	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409230	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135293	ENR	Frank Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St, Denver, CO	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-123793	ENR	Judith Lawrence	1976-01-24	UHC-43217-77	3145426255	8822 Maple Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55606	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114915	ENR	Dylan Dean	1940-04-18	UHC-33903-05	3722813844	3307 Apache Blvd, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60814	TPA	Theresa K Knight	1975-05-06	—	—	7122 Mountain View Dr, Tampa, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-400507	CLM	Will M Ferguson	1965-09-19	UHC-03740-18	4812110400	29 Market St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104276	ENR	Tim C Cook	2004-02-16	UHC-20743-60	9704746692	2519 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102219	ENR	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51175	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51176	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118626	ENR	Omar E Alvarado	1980-04-10	UHC-76117-74	7033342947	4305 Highland Ave, Chandler, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
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
PRV-28734	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421419	CLM	Jeen Jones	1941-09-09	UHC-18287-09	9642354663	1357 Union St, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25345	PRV	Rachel Jacobs	1997-04-04	UHC-30192-79	4739085402	8448 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-108606	ENR	Brian W Maldonado	1942-03-05	—	5295924354	198 Main St, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+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
ENR-110214	ENR	Jennifer Jensen	1977-10-17	UHC-58585-41	—	987 Grand Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
CLM-403245	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103075	ENR	Jonathan F Cunningham	1971-01-22	UHC-44375-44	6833334528	1755 Lake View Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140050	ENR	Brenda Garrett	1981-09-22	—	3098899475	5537 Hillcrest Rd, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127119	ENR	Natalie Estrada	1938-05-17	UHC-84399-83	4355169604	8742 Church St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100608	ENR	Donald P Johnston	2002-06-09	UHC-00235-32	7185071064	2788 Meadow Ln, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416954	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430488	CLM	Sarah K Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-131235	ENR	Diana Aguilar	2003-11-20	UHC-20499-18	5216155886	2189 Jefferson Ave, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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
CLM-411205	CLM	Helen S Robinson	1996-03-10	UHC-80098-32	—	1332 Hillcrest Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134533	ENR	Samuel Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116344	ENR	Brian P Brooks	1959-10-13	UHC-10385-28	6954455680	3457 Union St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419314	CLM	Kayla McDonald	2004-09-08	—	4042634903	3292 Church St, Atlanta, GA	0.64	Phone reformatted State code upper-cased ZIP missing Gender normalised+2 more
CLM-408963	CLM	Gerald Sanders	1971-07-11	—	7664726420	4583 Palm Dr, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-118913	ENR	Luis O Gonzales	1982-04-25	UHC-99048-06	3785454724	3613 Palm Dr, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+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
PRV-20563	PRV	Harvey Y Teresa	1995-07-24	UHC-30222-34	—	4064 Palm Dr, Mesa, AZ	0.64	Date of birth reformatted 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
ENR-102336	ENR	Edward W Ross	1958-02-20	UHC-19199-46	2218702828	784 Ocean Ave, Las Vegas, NV	0.64	Name re-cased Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-114597	ENR	Kayla Johnson	1994-04-25	UHC-35465-95	3018484514	5611 Maple Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138141	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	2304 Highland Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141558	ENR	Maria Cruz	1975-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 78 of 143Previous Next