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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101367	ENR	Deborah C Riso	1949-06-20	UHC-57911-73	2059064529	8210 Mountain View Dr, Las Vegas, NV, 89164	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-135923	ENR	Russell E Murray	1946-06-02	UHC-60882-05	—	2644 Ridge Rd, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-137594	ENR	Mason Arnold	1955-06-19	UHC-61970-31	6517860078	5848 Sage Ct, Fresno, CA, 93716	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118225	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141900	ENR	Juan G Myers	2000-11-12	UHC-57612-75	9623449518	5401 Park Pl, Dallas, TX, 75281	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-117930	ENR	Ryan V Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd Apt 27, Mesa, AZ, 85272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119477	ENR	Kathryn P Hall	1978-10-11	UHC-42231-04	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110380	ENR	Harold D Hudson	1980-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-106264	ENR	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	7386 Central Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-109514	ENR	Julia George	1959-01-27	UHC-91645-03	4694981212	2430 Valley View Dr, Charlotte, NC, 28221	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-142759	ENR	Andrea Kelly	1999-08-23	UHC-83502-01	7415790386	3451 Valley View Dr, San Antonio, TX, 78230	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113856	ENR	Mei S Neslon	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd, San Antonio, TX, 78263	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130285	ENR	Sean G Cooper	1974-10-22	UHC-87922-42	8649372471	567 Bayshore Dr, San Antonio, TX, 78291	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109240	ENR	Virginia C Weber	1973-10-18	UHC-27686-59	4492257728	3723 Ocean Ave, Seattle, WA, 98103	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116317	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110277	ENR	Judy X Little	2002-04-17	UHC-61353-44	3639432651	1140 Cedar Ln, Columbus, OH	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140352	ENR	Kathryn B Salazar	1942-07-06	UHC-94095-01	7883228340	996 Sage Ct, San Antonio, TX, 78249	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107281	ENR	Camila L Meyer	1971-08-08	UHC-63608-27	4529304374	3788 Main St, Glendale, AZ, 85310	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-120181	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120182	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113706	ENR	Catherine Y Bennett	1945-01-20	UHC-61792-31	4918452836	9312 Indian School Rd, Orlando, FL, 32854	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111022	ENR	Camila Lucas	1959-11-09	UHC-50549-37	—	4364 Maple Ave, Chandler, AZ, 85205	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140647	ENR	Eric K Flores	1962-10-19	—	4509388794	3873 Indian School Rd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106832	ENR	Barbara G Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr, Jacksonville, FL, 32235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135814	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135815	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131961	ENR	Olivia O Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105415	ENR	Julie Contreras	1939-10-28	UHC-05984-76	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112589	ENR	Brandon Jacobs	1962-07-15	UHC-72775-55	7329392553	6182 Lincoln Way, Houston, TX, 77019	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111439	ENR	Douglas Boyd	2008-01-05	UHC-31244-35	2359283386	4939 Grand Ave, Tempe, AZ, 85228	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117341	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX, 77061	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128526	ENR	Christine E Ortega	1942-02-14	UHC-20181-23	8234727392	2376 Jefferson Ave # 672, Tampa, FL, 33697	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-121127	ENR	Raymond O Morales	1963-01-08	UHC-83339-38	8602309791	8567 Highland Ave, Gilbert, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124660	ENR	Amy Torres	1995-01-01	UHC-25276-49	6413517923	5717 Desert Sky Blvd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136779	ENR	Susan Braadley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139545	ENR	Diane Carter	1974-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121985	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St Apt 37, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-131218	ENR	Heather Fuller	1938-09-04	UHC-97671-82	9303423348	5849 Mesa Dr, Minneapolis, MN, 55478	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131652	ENR	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138531	ENR	Melissa Palmer	1968-09-20	UHC-45257-07	6479739874	4242 Camelback Rd, Columbus, OH, 43206	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111372	ENR	Isabella S Shaw	1993-05-27	UHC-87611-44	4386905050	4412 Palm Dr, Atlanta, GA, 30369	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-101015	ENR	Wei Patterson	1949-07-04	UHC-24216-61	9183319313	4830 Elm St, San Antonio, TX, 78235	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131415	ENR	Scott Bryant	1964-06-07	UHC-34466-60	5566545472	7703 Spring St, Fresno, CA, 93731	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-124551	ENR	Joseph N McCoy	1967-03-26	UHC-16425-97	7926288552	5635 Meadow Ln # 710, Tucson, AZ, 85795	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101714	ENR	Virginia Ruiz	2002-06-11	UHC-83107-13	2748714431	2822 Elm St, Las Vegas, NV, 89175	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

8,423 rows, page 34 of 169Previous Next