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-130994	ENR	Elijah Alexander	2005-04-15	UHC-94455-08	8213486616	2219 Palm Dr, Seattle, WA	0.52	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408675	CLM	Mariana L Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102111	ENR	Sophia Fox	1973-06-20	UHC-96989-32	4989404410	5249 Sage Ct, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402289	CLM	Lauren Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126777	ENR	Nick V Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-129111	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129112	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23968	PRV	Stephanie S Castillo	1999-07-09	—	3576652033	6638 Grand Ave, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-103812	ENR	Bruce L Campbell	2000-03-02	UHC-55606-07	3764156082	7816 Desert Sky Blvd, Atlanta, GA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-27969	PRV	Kelly Z Perez	—	—	5128188724	8643 Lincoln Way, Sacramento, CA	0.52	Date of birth missing ZIP missing Email lower-cased Gender normalised+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123999	ENR	Juan S Estrada	1965-08-13	UHC-86762-06	—	1448 Main St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21721	PRV	Deborah Baker	1994-06-22	—	5715185709	3889 Canyon Rd, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129390	ENR	Michelle I Pierce	1994-12-08	UHC-38324-33	3853574846	1752 Washington St, Gilbert, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-53372	TPA	Natalie Burton	1967-05-28	—	—	523 Main St Apt 11, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416966	CLM	Alice Baliey	1959-05-04	UHC-91287-15	—	1607 Union St, Phoenix, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101871	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404399	CLM	Noah Vasquez	1962-02-27	UHC-16757-75	—	8356 Camelback Rd # 449, San Antonio, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428687	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	—	2479 Park Pl, Charlotte, NC	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
TPA-55987	TPA	Carlos P Le	1944-10-15	UHC-07359-80	—	7655 Lake View Rd, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22463	PRV	Janet Holmes	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416795	CLM	Elijah Tucker	1958-10-28	UHC-81872-55	—	6906 Harbor Blvd, Plano, TX	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118985	ENR	Kenneth Y Holmes	1945-05-17	UHC-49321-66	9282680443	5668 Church St, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54908	TPA	Keith Jones	1956-01-16	—	—	4325 Church St, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120342	ENR	James X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416586	CLM	Heen Mejya	1987-01-20	UHC-40105-27	—	9445 Desert Sky Blvd, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-60063	TPA	Laura Weber	1941-09-14	—	—	3697 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420026	CLM	Kayla M Richards	1976-01-10	—	—	2779 Pine Dr, Dallas, TX	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21823	PRV	Jeremy Walker	1958-05-11	UHC-68255-89	4037606114	7404 Lincoln Way, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
TPA-55608	TPA	Jerry E Porter	1980-01-22	—	—	8480 Forest Ave, Tempe, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117584	ENR	Michelle T Lee	1954-10-11	UHC-92235-70	2072131280	5375 Hillcrest Rd, San Antonio, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60240	TPA	Denise Young	1969-11-18	—	—	2167 Desert Sky Blvd, Tempe, AZ	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-140067	ENR	Raymond A Meyer	1983-01-04	UHC-99901-92	3335114863	5905 Mountain View Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407488	CLM	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-135982	ENR	James Johnston	1960-06-27	UHC-80069-17	—	3248 Mesa Dr, Nashville, TN	0.52	Phone missing area code Member ID reformatted City re-cased ZIP missing+2 more
TPA-50876	TPA	Martha M Dean	1989-02-17	—	—	5105 Spring St, Tempe, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-431236	CLM	Joshua M Gonzales	2001-03-06	UHC-38587-47	—	4712 Sunset Blvd, Phoenix, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100186	ENR	Christina Russell	1960-05-17	UHC-19733-52	—	662 Ridge Rd # 957, Gilbert, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100991	ENR	Anna S Fisher	1990-09-28	UHC-66514-15	—	6576 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411414	CLM	Vincent Stewart	1939-04-05	—	—	8497 Valley View Dr, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142674	ENR	Bobby Butler	1974-09-27	UHC-92800-68	—	9720 Central Ave # 524, Columbus, OH	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412378	CLM	Lauren H Lyncch	1993-07-24	UHC-13897-33	—	1657 Ocean Ave, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-108034	ENR	Judith H Rivara	1954-09-08	UHC-82345-54	7208860022	7771 Lake View Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135307	ENR	Sofia Gonzalez	1989-06-16	UHC-28733-52	—	2628 Washington St, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50457	TPA	Beverly Dominguez	1963-06-01	—	9233500104	2507 Cedar Ln, San Diego, CA	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404967	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more

7,146 rows, page 42 of 143Previous Next