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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108420	ENR	Priya Long	1963-10-20	UHC-81049-33	6912119338	8124 Lincoln Way, Dallas, TX, 75239	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-420085	CLM	Betty Vega	1946-04-04	—	—	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130662	ENR	Amber T Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-411297	CLM	Santiago Gray	1979-02-26	UHC-93351-32	—	4158 Spring St, Dallas, TX, 75241	0.66	Two-digit birth year Member ID reformatted City re-cased Gender normalised+1 more
ENR-100541	ENR	Yuki L Alvarez	1968-03-25	UHC-52693-23	6543006021	2679 Oak St, Phoenix, AZ, 85041	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-113888	ENR	Terry Cunninghem	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-424640	CLM	Mary Reed	1955-06-18	UHC-36246-28	—	4582 Mesa Dr, Phoenix, AZ, 85066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-123907	ENR	Saamantha Gordon	2005-11-22	UHC-25459-19	3507238164	8170 Central Ave, Seattle, WA, 98194	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107182	ENR	Alexis P Meyer	1985-09-04	UHC-17132-60	8344140412	6460 Baseline Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129898	ENR	Charlotte Owens	2000-08-15	UHC-35865-73	9769875126	5148 Elm St, Denver, CO, 80222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-406669	CLM	Jean I Bron	1938-02-24	—	—	9596 Lake View Rd, Glendale, AZ, 85354	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23944	PRV	Justin Y Gilbert	1979-10-17	—	4783203040	5876 Indian School Rd, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27910	PRV	Theresa Washington	1957-04-11	UHC-57051-33	—	3875 Washington St, Scottsdale, AZ, 85265	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416550	CLM	Daniel Fields	1944-06-14	UHC-38023-03	—	5374 Church St, Fresno, CA, 93777	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408138	CLM	Joseph Scott	1975-08-21	—	—	7502 Desert Sky Blvd, Austin, TX, 78761	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-54493	TPA	Omar Estrada	1956-07-13	—	3688103781	5347 Sunset Blvd, Minneapolis, MN, 55405	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60079	TPA	Isabella Freeman	1965-09-13	UHC-53754-47	—	2072 Market St, Los Angeles, CA, 90059	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-29305	PRV	Evelyn U Guzman	1990-07-11	—	3243229844	5792 Bayshore Dr, Seattle, WA, 98178	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424524	CLM	Roger Nguyen	1992-02-06	—	4567329041	4735 Central Ave, Eden Prairie, MN, 55355	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20744	PRV	Joshua Lane	2008-08-05	—	7074910819	3732 Maple Ave, Sacramento, CA, 95899	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120280	ENR	Wayne D Robinson	1981-03-08	UHC-81887-49	9208112178	5518 Grand Ave, Miami, FL, 33132	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113157	ENR	Charlotte Gordon	1983-07-13	UHC-89715-25	2779909271	4034 Mountain View Dr, Orlando, FL, 32879	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403090	CLM	Patricia Miller	1943-02-16	—	—	1760 Pine Dr, Denver, CO, 80257	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
CLM-406233	CLM	Victoria Schmidt	1988-06-12	UHC-00189-24	—	7090 Harbor Blvd, Tempe, AZ, 85278	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Email lower-cased+1 more
ENR-134147	ENR	Benjamin E Edwards	2006-02-21	UHC-48597-31	5843188990	986 Hillcrest Rd, Los Angeles, CA, 90045	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-62596	TPA	David Elliott	1955-05-20	—	—	4394 Main St, Nashville, TN, 37200	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51785	TPA	Nacny Palmer	1975-12-11	—	—	4573 Elm St, Dallas, TX, 75273	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411537	CLM	Noah H Miller	1962-11-10	UHC-78031-25	—	5151 Pine Dr, Glendale, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-405318	CLM	Dannielle Q Jackson	1954-10-11	—	—	—	0.66	Middle initial moved out of first name Name re-cased Two-digit birth year Whitespace trimmed+1 more
ENR-127717	ENR	Michelle L Powell	1966-11-26	UHC-01700-56	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
ENR-100568	ENR	Madison Elliott	1940-02-25	UHC-89732-71	—	3665 Forest Ave, Las Vegas, NV, 89187	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122144	ENR	Terry I Richardson	1984-07-04	UHC-96410-44	5068021794	6145 Park Pl, San Antonio, TX, 78286	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-130502	ENR	Paul Q Murphy	1957-04-01	UHC-27643-08	—	516 Apache Blvd, Phoenix, AZ, 85061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52503	TPA	Grace Kennedy	1952-02-07	—	—	3820 Indian School Rd, Fresno, CA, 93754	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115749	ENR	Zachry I Warren	1979-12-05	UHC-78756-44	7182869086	4218 Forest Ave, Tampa, FL, 33688	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51758	TPA	Nicole D Harris	1955-08-04	—	—	3260 Cedar Ln, Fresno, CA	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-428646	CLM	Madisoon J Johnston	1967-12-21	—	—	5120 Palm Dr, Phoenix, AZ, 85010	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-118021	ENR	Theresa Mendez	1976-12-25	UHC-72420-38	4758232018	7707 River Rd, Miami, FL, 33156	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-113570	ENR	Emma Wagner	1944-08-22	UHC-58060-51	5219507268	5589 Broadway, Orlando, FL, 32855	0.66	Two-digit birth year Address re-cased City re-cased State name converted to code+1 more
PRV-27795	PRV	Sofia S Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA, 30340	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141532	ENR	Robert Y Wagner	1983-01-15	UHC-47936-01	—	3375 Palm Dr, Sacramento, CA, 95829	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432188	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-122852	ENR	Tyler P Hughes	1985-02-21	UHC-11147-61	3783070468	1804 Lincoln Way, Sacramento, CA, 95829	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-410901	CLM	Evelyn Garrett	1942-11-19	UHC-93545-01	—	2256 River Rd, Jacksonville, FL, 32270	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-137697	ENR	Dennis M Silva	2003-04-26	UHC-11615-13	4198809545	4571 Park Pl, Houston, TX, 77063	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 82 of 134Previous Next