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

Enrollment, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114800	ENR	Jak V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct, Chandler, AZ, 85226	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-106672	ENR	Helen O Sancheez	1981-03-25	UHC-87964-67	2024904589	3728 Desert Sky Blvd # 585, Dallas, TX, 75229	0.62	Phone reformatted Member ID reformatted Unit split from street Gender normalised+3 more
ENR-104075	ENR	Arthur P Schulltz	1979-11-14	UHC-88993-69	5219637228	7879 Forest Ave, Seattle, WA, 98192	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-102368	ENR	Elijah J Burke	1962-02-27	UHC-82583-53	—	5337 Park Pl, Scottsdale, AZ, 85277	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-126433	ENR	Betty M Barens	1961-10-15	UHC-67824-46	5049354840	5988 Ocean Ave, Plano, TX, 75092	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
ENR-115300	ENR	Wei Schmidt	1999-03-17	UHC-77674-75	—	4870 Pine Dr, Tempe, AZ, 85210	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-108439	ENR	Alice Spencer	1942-06-18	UHC-10903-66	2532508988	6231 Bayshore Dr, Houston, TX, 77026	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135422	ENR	John Hanson	1978-09-09	UHC-61409-68	2874576932	9040 Park Pl, Glendale, AZ, 85387	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117312	ENR	Adam Barnas	1965-05-27	UHC-10639-98	8068925862	2819 Central Ave, San Antonio, TX, 78212	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112049	ENR	Larry Pena	1946-06-18	UHC-03846-84	—	4953 Grand Ave, Jacksonville, FL, 32286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125170	ENR	Helen Estrada	1944-12-08	UHC-63825-95	2865999236	5639 Spring St Apt 5, Las Vegas, NV, 89134	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134879	ENR	Christian U Davis	1991-01-06	UHC-84270-65	6013827625	684 Camelback Rd, Columbus, OH, 43235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116812	ENR	Christina K Larson	1990-12-21	UHC-21863-98	5029381430	3967 Sage Ct, Nashville, TN, 37276	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136853	ENR	Stephen K Padilla	1989-03-27	UHC-13351-48	8665651864	212 Church St, Jacksonville, FL, 32236	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121201	ENR	Jack I Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.62	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-108056	ENR	Scott Carr	2007-12-05	UHC-10295-36	4672167984	8349 Highland Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-129927	ENR	Arthur Bell	1951-01-18	UHC-76121-17	9619444348	6779 Lincoln Way, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106763	ENR	Debra T Baileey	1998-11-17	UHC-31273-63	7817078933	6890 Sunset Blvd, Eden Prairie, MN, 55336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126572	ENR	Aisha K Johnston	1974-07-24	UHC-09878-17	3627002411	9013 Highland Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-135936	ENR	Eric D Russell	1964-12-03	UHC-83773-63	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108300	ENR	Brittany L Powell	1938-04-25	UHC-49296-63	4054126761	6672 Elm St, Dallas, TX, 75292	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117773	ENR	Luis X Gray	2007-11-21	UHC-12522-66	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-131596	ENR	Jose Bennett	1960-02-25	UHC-02988-17	4747736249	2543 Highland Ave, Tucson, AZ, 85738	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129709	ENR	Kathryn T Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St Apt 31, Houston, TX, 77052	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121546	ENR	Vincent U Ruiz	1948-10-12	UHC-27931-26	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114314	ENR	Diane H Clark	1971-12-12	UHC-44245-58	3389173384	7626 Main St, Tampa, FL, 33659	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102823	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd Apt 18, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+3 more
ENR-142989	ENR	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-131951	ENR	Kenneth Daniels	—	UHC-47030-79	3872567309	3524 Central Ave, Orlando, FL, 32837	0.62	Name re-cased Date of birth missing Member ID reformatted Gender normalised+3 more
ENR-141541	ENR	Sofia H Scott	1969-07-19	UHC-21371-17	4706346089	6149 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140167	ENR	Jackie Carr	1995-07-08	UHC-08909-54	6994778213	7361 Baseline Rd, Phoenix, AZ, 85053	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127668	ENR	Juan S Wells	1963-12-02	UHC-62005-75	7514299935	8015 Lake View Rd, Orlando, FL, 32828	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-106302	ENR	Stephen Li	—	UHC-49292-64	4776314236	9593 Harbor Blvd, Atlanta, GA, 30321	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-113737	ENR	Jack Black	1940-05-11	UHC-42214-28	2616860193	4489 Maple Ave, Chandler, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100351	ENR	Henry T Brown	1998-08-21	UHC-21741-37	—	3158 Indian School Rd, Miami, FL, 33178	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-105596	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-115618	ENR	Jeffrey H Lucas	1951-10-20	UHC-80548-18	—	5238 Church St, Atlanta, GA, 30312	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-106009	ENR	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138604	ENR	Sean X Sims	1945-02-08	UHC-11547-01	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119729	ENR	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	5356 Ridge Rd, Chandler, AZ, 85233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125320	ENR	Daniel C Shaw	1959-08-15	UHC-67570-57	3584590787	9881 Pine Dr, Scottsdale, AZ, 85259	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
ENR-133380	ENR	Daniel G Wallace	1940-04-15	UHC-64775-97	9793286812	8459 Lake View Rd, Orlando, FL, 32853	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

2,126 rows, page 13 of 43Previous Next