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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59328	TPA	Ralph Wang	1952-06-03	—	—	7240 Grand Ave, Atlanta, GA, 30344	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64404	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC, 28235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53191	TPA	Theresa P Stevens	1954-10-25	—	—	9388 Church St, Eden Prairie, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-56905	TPA	Jerry Brooks	2006-11-13	—	—	9445 Market St, Glendale, AZ, 85372	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50108	TPA	Margaret Hicks	2008-06-15	—	—	2960 Central Ave, Orlando, FL, 32853	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-50345	TPA	Joshua Vasquez	1940-01-03	—	8276372355	8275 Washington St, Austin, TX, 78773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56446	TPA	Kevin Z Morris	1938-05-10	—	3923878287	2422 Willow Ct, Austin, TX, 78755	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57791	TPA	Willie Reynolds	—	—	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name re-cased Date of birth missing State name converted to code Whitespace trimmed+1 more
TPA-59626	TPA	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-61176	TPA	Judy Woods	1985-03-26	—	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56314	TPA	—Junk	1938-09-25	—	—	9144 Desert Sky Blvd, Orlando, FL, 32860	0.66	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-52166	TPA	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-59888	TPA	Brittany Wong	1978-04-20	—	—	1666 Mountain View Dr, Los Angeles, CA, 90096	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-56505	TPA	Benjamin Thompson	1992-01-19	—	7059932624	6338 Broadway, Los Angeles, CA	0.66	Address re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-60837	TPA	Diana Castro	1977-10-11	—	—	2172 Ocean Ave, Orlando, FL, 32838	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-55417	TPA	Mattehw Holmes	2006-09-25	—	—	7504 Meadow Ln, Charlotte, NC, 28280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56495	TPA	Mary B Young	1996-07-16	—	—	9853 Sage Ct, Mesa, AZ, 85260	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51583	TPA	Eveyn Ray	1941-10-09	—	—	1967 Camelback Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62195	TPA	Nathan Wong	2001-08-11	—	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51170	TPA	Marcus Richards	2008-01-28	—	—	8720 Market St, Atlanta, GA, 30382	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58313	TPA	Sean Reynolds	1989-10-25	—	5782881671	7232 Broadway Apt 17, Charlotte, NC, 28298	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-60017	TPA	Cheryl Barnes	1966-10-02	—	—	6986 Mountain View Dr # 845, Tempe, AZ, 85286	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-57964	TPA	Turner Kayla	1972-08-22	—	—	2610 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-54280	TPA	Roger Lewis	1952-04-16	—	9448445964	9404 Highland Ave, Miami, FL, 33115	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53791	TPA	Susan Reynolds	1966-09-20	—	—	2323 Camelback Rd, Las Vegas, NV, 89115	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57773	TPA	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55997	TPA	Dnaiel Sanchez	2004-03-03	—	—	345 Main St, Austin, TX, 78799	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59343	TPA	Juan Dean	1978-07-12	—	9192093811	7400 Church St, Glendale, AZ, 85376	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63291	TPA	Roy Young	1986-11-17	—	—	967 Oak St, Gilbert, AZ, 85202	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-61883	TPA	Patrick Walker	1997-07-01	UHC-86582-20	—	9298 Washington St, Atlanta, GA, 30362	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57396	TPA	Sophia Ryan	1958-07-11	—	5149238202	2546 Ridge Rd, Tucson, AZ, 85754	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57220	TPA	Kenneth Miller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-57756	TPA	Mariana Mreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-52372	TPA	Elijah Tran	2008-03-05	—	6005697813	5797 Elm St, San Antonio, TX	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
TPA-61899	TPA	Juan N Hunter	1965-09-22	—	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57561	TPA	Randy Armstrong	1959-01-07	—	—	5427 Harbor Blvd, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56811	TPA	Jean Robertson	1961-11-09	—	6967203498	7484 Camelback Rd # 960, Columbus, OH, 43234	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
TPA-52475	TPA	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54915	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54914	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59014	TPA	Tyler S Hrt	1943-02-14	—	7979874875	7011 Camelback Rd, Scottsdale, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-53075	TPA	Valentina Mejia	1987-12-19	—	2706392571	2993 Bayshore Dr, Tucson, AZ, 85724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60284	TPA	Yuki Wright	1986-02-22	—	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-51471	TPA	Joseph Martin	1948-01-18	—	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52900	TPA	James Alexander	1966-08-01	UHC-16779-15	7176156248	4342 Harbor Blvd, Columbus, OH, 43229	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
TPA-60513	TPA	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-58503	TPA	Shirley Wheeler	1995-08-12	—	—	8363 Sage Ct, Tucson, AZ, 85701	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

1,229 rows, page 16 of 25Previous Next