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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111498	ENR	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN, 37249	0.62	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-113158	ENR	Larry B Ford	1953-07-21	UHC-19018-05	6637965103	5272 Maple Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129720	ENR	Heather P Cook	1973-01-10	UHC-56657-20	2199415062	6040 Mountain View Dr, Tampa, FL, 33672	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102143	ENR	Nicholas Long	2005-07-10	UHC-15445-08	2514724615	8095 Main St, Orlando, FL, 32801	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124518	ENR	Russell Avarado	1957-01-28	UHC-65013-70	4015939360	8197 River Rd, Gilbert, AZ, 85250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141325	ENR	Lori E Mason	—	UHC-67088-66	—	6710 Main St, Seattle, WA, 98128	0.62	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-108266	ENR	CJunk	1953-10-08	UHC-26846-56	9415282095	3747 Ocean Ave, San Antonio, TX, 78246	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125379	ENR	Crhistina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110250	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110249	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-133034	ENR	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	8892 Willow Ct, Mesa, AZ, 85204	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104409	ENR	Samantha K Ryan	—	UHC-28334-48	6685237823	4238 Pine Dr, San Antonio, TX, 78298	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104728	ENR	Emily V Le	1997-12-09	UHC-71304-15	9219277847	7478 Oak St, Minneapolis, MN, 55479	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103131	ENR	Karen Little	1995-03-03	UHC-06105-79	7352192983	8088 Sunset Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-123641	ENR	Bradley Carroll	1955-08-16	UHC-36238-02	6414835406	3597 Union St, San Antonio, TX, 78288	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123495	ENR	Bradley George	1962-07-12	UHC-69200-97	2703995001	7412 Maple Ave, Houston, TX, 77099	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-105566	ENR	Austin Williamson	1994-05-28	UHC-58117-31	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115414	ENR	Wei R Robinson	—	UHC-00977-64	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-134071	ENR	Jonathan W Kim	1958-06-08	UHC-82911-62	4723140887	791 Maple Ave, Plano, TX, 75077	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-129780	ENR	Theresa T Maldonado	—	UHC-45767-75	8065319468	6139 Elm St, Dallas, TX, 75293	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-139834	ENR	Wayne Bryant	1973-10-07	UHC-92838-08	2753238938	3838 Hillcrest Rd, Mesa, AZ, 85255	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136400	ENR	Raymond D Black	1939-11-09	UHC-39408-66	8799405782	1444 Sage Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132951	ENR	Stephanie K Ramos	1977-02-18	UHC-12597-01	—	282 Highland Ave, Tampa, FL, 33605	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-135007	ENR	Olivia S Jordan	1940-11-13	UHC-93774-50	6196589373	8570 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121374	ENR	Steven Young	1950-05-13	UHC-86416-81	6475189735	6301 Ocean Ave, Las Vegas, NV, 89102	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140762	ENR	Anthony N Kelly	1984-03-20	UHC-82253-79	—	1849 Hillcrest Rd Apt 40, Gilbert, AZ, 85208	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115359	ENR	Alexander L Cruz	1960-08-28	UHC-39381-75	5889121293	2134 Union St, Tampa, FL, 33639	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107640	ENR	Justin T Hawkins	1943-07-02	UHC-02231-81	3594992570	2459 Sunset Blvd # 482, Tucson, AZ, 85770	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122536	ENR	Jordan J Carr	1977-09-07	UHC-85213-42	2726532454	9856 Highland Ave, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-109645	ENR	Charlotte E Saanchez	1994-04-17	UHC-17804-04	7458645091	7218 Washington St # 498, Orlando, FL, 32845	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119568	ENR	Doris N Laswon	1997-10-27	UHC-56459-08	5672968175	7664 Cedar Ln, San Antonio, TX, 78262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120634	ENR	Sharon L Hanson	1981-04-25	UHC-31736-86	6408796522	8200 Oak St, Tampa, FL, 33685	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125223	ENR	Yuki Perkins	1967-05-28	UHC-55774-23	8818518156	5842 Jefferson Ave, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117359	ENR	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119551	ENR	Gregory U Ramos	1984-08-11	UHC-69287-98	3377004135	843 Harbor Blvd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-121469	ENR	Lucia J Fuller	1976-05-01	UHC-16929-82	2572383298	8952 Park Pl, Fresno, CA, 93730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135802	ENR	Fatima F Freeman	1986-09-04	UHC-38123-26	5438216398	6623 Church St, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108685	ENR	Jean Young	1984-04-15	UHC-65180-97	—	9692 Canyon Rd, Dallas, TX, 75221	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142832	ENR	Sandra C Simpson	1957-03-28	UHC-38213-65	7935757379	6764 Apache Blvd, San Antonio, TX, 78226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-108713	ENR	Donald Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122814	ENR	George Mejia	1981-02-28	UHC-53320-70	3863246406	6007 Lake View Rd, Dallas, TX, 75257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105712	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St, Seattle, WA, 98189	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142316	ENR	George U Sims	1980-09-19	UHC-72547-69	5022844476	6943 Lincoln Way, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102239	ENR	Jacob V Diaz	1951-10-15	UHC-98946-09	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-131486	ENR	Aaron Holmes	1996-05-19	UHC-77158-63	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107301	ENR	Brian X Martin	1955-12-12	UHC-59137-20	—	8828 Cedar Ln, Seattle, WA, 98113	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130589	ENR	Vicky G Cook	1987-07-25	UHC-08669-16	8377569564	2012 Ridge Rd Apt 22, San Antonio, TX, 78240	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102616	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St, Dallas, TX, 75296	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 35 of 179Previous Next