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-119383	ENR	Janet Y Munoz	1941-09-07	UHC-82089-15	4469016354	4965 Mesa Dr, Gilbert, AZ, 85269	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113464	ENR	Benjamin O Davis	1966-11-03	UHC-94952-25	5209417105	9285 Palm Dr, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-423345	CLM	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN, 37275	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-117651	ENR	Santiago Tran	1983-11-27	UHC-38066-24	3007289467	549 River Rd, Austin, TX	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+1 more
PRV-22055	PRV	Donna B Padilla	1951-10-28	—	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-428708	CLM	Alexander Charlotte	1966-07-09	UHC-38582-59	8152173038	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-425419	CLM	Samantha Palmer	2008-02-16	UHC-09047-81	—	523 Lake View Rd, Los Angeles, CA, 90049	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419250	CLM	Fatima Henderson	1970-11-22	UHC-17129-93	—	7774 Church St, Dallas, TX, 75255	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-127563	ENR	Brittany T Dunn	1998-04-24	UHC-15990-18	6783685735	6197 Main St, Dallas, TX, 75262	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-417939	CLM	Janiice Greene	1986-08-15	UHC-32981-06	5937820515	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-127951	ENR	Martha Silva	1999-10-03	UHC-10223-53	4559877433	313 Main St, Chandler, AZ, 85257	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60097	TPA	Omar Schultz	1966-11-10	UHC-58276-63	—	6554 Park Pl, Austin, TX	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-57926	TPA	Joseph Romero	1989-01-14	—	4585417086	390 Mesa Dr, Miami, FL, 33121	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141949	ENR	John T Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56915	TPA	Janice Walsh	1941-09-05	—	—	6935 Baseline Rd, Houston, TX, 77024	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-411336	CLM	Jacqueline Burke	1969-12-10	—	—	9478 Harbor Blvd, San Diego, CA, 92122	0.66	Name re-cased Two-digit birth year State code upper-cased Gender normalised+1 more
ENR-108429	ENR	Johnston V Ryan	1983-11-26	UHC-51949-51	3947492415	3311 Mountain View Dr, Tampa, FL, 33669	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64393	TPA	Sara F Richardson	1969-10-24	—	—	7411 Lake View Rd, Houston, TX, 77089	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122409	ENR	Ahmed V Patterson	1977-05-08	UHC-80475-44	8046606262	2061 Broadway, Seattle, WA, 98135	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
PRV-24217	PRV	Jordan Warren	1997-06-16	UHC-42873-90	2835405830	6339 Harbor Blvd, Fresno, CA, 93779	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60313	TPA	Santiago Fuller	1950-08-15	—	7333547928	7215 Jefferson Ave, Scottsdale, AZ, 85221	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-115433	ENR	Bobby Larson	1962-09-04	UHC-61479-77	—	2042 Main St, Orlando, FL, 32858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-108013	ENR	Evelyn Jensen	1954-02-11	UHC-28520-62	2428398085	640 Central Ave, Dallas, TX, 75228	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421617	CLM	Victoria Fields	1943-08-20	—	—	4522 Mesa Dr, Minneapolis, MN, 55473	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-101150	ENR	Robert Willis	1977-03-17	UHC-09595-88	7779348618	7373 Harbor Blvd, Jacksonville, FL, 32248	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116885	ENR	Kathleen Butler	1997-07-03	UHC-38547-86	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-135836	ENR	Christopher T Richards	1986-01-14	UHC-80742-72	8407810430	181 Baseline Rd, San Antonio, TX, 78202	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133207	ENR	Theresa Flores	1941-05-14	UHC-11187-20	8535989960	3624 Harbor Blvd, Mesa, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-421390	CLM	Priya Shaw	1962-02-02	UHC-12156-22	—	5944 Park Pl, San Diego, CA, 92149	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142369	ENR	Martha Luna	1981-06-14	UHC-48008-27	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-411265	CLM	Omar Wheeler	1960-05-05	UHC-30732-71	2125578510	239 Camelback Rd, Chandler, AZ, 85210	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135060	ENR	Debra Oliveer	1938-12-13	UHC-76154-45	4134396828	8029 Maple Ave, Phoenix, AZ, 85043	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-109281	ENR	Grace Sullivan	1982-10-04	UHC-95473-15	7382553474	9464 Grand Ave, Minneapolis, MN, 55488	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-114092	ENR	Valentina R James	1958-11-14	UHC-20196-87	4406538484	384 Market St, Mesa, AZ, 85296	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-114091	ENR	Valentina R James	1958-11-14	UHC-20196-87	4406538484	384 Market St, Mesa, AZ, 85296	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-59433	TPA	Ralph Jimenez	1989-07-12	—	4026440112	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412284	CLM	Kathleen Bryant	1993-08-19	UHC-97131-90	5482378126	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-401993	CLM	Alexis Henderson	1968-03-27	—	2472407417	5737 Lake View Rd, Phoenix, AZ, 85033	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132803	ENR	Mark Z Jymenez	1974-06-08	UHC-85724-40	5365734655	3333 Valley View Dr, Denver, CO, 80284	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104140	ENR	Samantha V Sandoval	2000-06-18	UHC-17937-83	9466474914	7192 Highland Ave, Minneapolis, MN, 55419	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417415	CLM	Angela Martin	2006-02-23	UHC-26771-60	5632274890	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
TPA-58458	TPA	Jacqueline Nelson	1956-08-17	—	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130191	ENR	Philip A Fox	1993-12-25	UHC-96825-71	—	9588 Highland Ave, Tucson, AZ, 85711	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423749	CLM	Julia Myers	2001-03-08	UHC-12935-90	—	7917 Desert Sky Blvd, Scottsdale, AZ, 85271	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-59931	TPA	Jacqueilne Bell	1997-04-19	—	—	9736 Ridge Rd, Denver, CO, 80241	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-106888	ENR	Valentina N Herrera	1960-05-26	—	2679098953	4356 Sunset Blvd, Atlanta, GA, 30311	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125841	ENR	Donna P Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-56992	TPA	Kelly Contreras	1992-03-23	UHC-65136-03	—	9844 Valley View Dr, Las Vegas, NV, 89120	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-24855	PRV	Denise E Hamilton	1988-06-25	—	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 74 of 134Previous Next