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
CLM-428509	CLM	Frank Lawrence	1945-09-08	UHC-55442-75	8726626050	6136 Harbor Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-50045	TPA	Omar McCoy	1951-12-23	—	3635401626	1770 Indian School Rd, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420462	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134010	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50787	TPA	Diane A Lopez	2008-02-15	—	—	4040 Highland Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-127959	ENR	Kayla S Hicks	1996-06-06	—	5094236422	9877 Valley View Dr, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134200	ENR	Julia V George	1938-04-01	UHC-18914-10	2975810911	6168 Market St Apt 7, Tampa, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-118269	ENR	Willie Y King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
CLM-425918	CLM	Lisa Payne	1977-09-12	—	—	6546 Pine Dr, Tucson, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-402181	CLM	Catherine Silva	1991-10-18	UHC-28183-55	—	1651 Oak St, Austin, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-133013	ENR	Hiroshi Munoz	1997-10-12	UHC-53870-78	7589484106	5815 Mountain View Dr, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-61182	TPA	Raalph Shaw	1951-11-25	—	2043527727	416 Valley View Dr, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411598	CLM	Mike F Li	1994-02-04	—	—	9287 Jefferson Ave, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135679	ENR	Debra Butler	1954-04-20	UHC-87048-43	4996967388	2380 Oak St, Nashville, TN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-59432	TPA	Arjun Williams	1947-07-11	—	9404445698	8526 Bayshore Dr Apt 23, Miami, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-406942	CLM	Natalie Riley	1951-12-26	—	—	9343 Ridge Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-50192	TPA	Cheryl Fernandez	1964-05-13	UHC-81604-35	9667477100	5415 Lake View Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139077	ENR	Paul C Williiams	1960-07-19	UHC-92291-18	—	5880 Forest Ave, Fresno, CA	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-119845	ENR	Noah N Morales	1945-08-19	UHC-68220-74	4496927790	5678 Desert Sky Blvd, Miami, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53502	TPA	Sharon B Aguilar	1981-06-17	—	—	9777 Grand Ave, Scottsdale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27967	PRV	Marilyn Sullivn	1952-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-418327	CLM	Scott Sims	1974-05-06	UHC-03945-14	9354293768	3054 Maple Ave, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128318	ENR	Larry Mejia	2008-10-26	UHC-51529-52	5785725779	9043 Bayshore Dr, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-139906	ENR	John Vasquez	1944-12-20	UHC-97590-15	5049181456	8951 Washington St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420810	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135956	ENR	Jessica Butler	1983-07-23	UHC-02526-79	7299124563	4446 Sage Ct Apt 36, Houston, TX	0.66	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
TPA-59792	TPA	Amber Ward	2008-04-19	—	—	1260 Willow Ct, Austin, TX	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
ENR-101445	ENR	Timothy P Hernandez	1991-07-06	UHC-76166-29	3149376695	3939 Pine Dr, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134695	ENR	Isabella F Castillo	1946-08-01	UHC-47426-43	8376165863	256 Elm St, Chandler, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-58378	TPA	Willie F Ray	1961-09-01	UHC-49421-70	—	271 Valley View Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125505	ENR	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125685	ENR	Hiroshi E Chen	1966-01-04	UHC-17645-40	—	9756 Sage Ct, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-29136	PRV	Ashley Diaz	1976-12-18	UHC-49500-48	7967096069	6737 Oak St, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-138452	ENR	Kimberly H Boyd	1994-11-10	UHC-72399-15	4365569031	5470 Central Ave, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more
ENR-137048	ENR	Jacqueline V West	1985-05-28	UHC-44389-59	4976766841	9211 Park Pl, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117189	ENR	Aisha N Perez	1985-06-02	UHC-74165-04	—	9553 Elm St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-420311	CLM	Sandra Kellye	1960-02-27	UHC-48028-88	—	6943 Lincoln Way, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20505	PRV	Amy Castillo	1959-02-15	UHC-48609-92	—	3513 Lincoln Way, Scottsdale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-122634	ENR	Ronald Ramos	1957-11-19	UHC-86887-23	7915597980	2775 Palm Dr, Plano, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410991	CLM	Julia Franklin	2001-03-26	UHC-21881-25	3883961290	2038 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103091	ENR	Debra Romero	1946-06-10	UHC-12831-60	9009946349	1512 Central Ave, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
CLM-419210	CLM	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St, Nashville, TN	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-131522	ENR	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	4753 Willow Ct, Fresno, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-416805	CLM	Aaron Hernandez	1991-12-10	—	—	4536 Union St, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138914	ENR	Kevin B Burton	1974-02-28	UHC-40231-03	8846081503	2103 Forest Ave, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more

7,146 rows, page 89 of 143Previous Next