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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124031	ENR	Walter R Stewaart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107466	ENR	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA, 93754	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-133059	ENR	Theresa I Jordan	2003-10-04	UHC-42470-04	—	9194 Ocean Ave, Mesa, AZ, 85257	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142589	ENR	Michael X Ramirez	2007-02-19	UHC-59993-39	—	7881 Maple Ave, Dallas, TX, 75205	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134201	ENR	Washington O Donald	1999-02-07	UHC-45902-95	7537451819	732 Church St, Glendale, AZ, 85315	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131163	ENR	Raymond L Ortiz	1938-06-26	UHC-59161-48	5678146304	1947 Forest Ave, Plano, TX, 75025	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102826	ENR	Noah Morris	1981-10-14	UHC-64103-84	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105059	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln, San Antonio, TX, 78264	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106975	ENR	Ryan Espinoza	1953-10-13	UHC-91480-48	—	6100 Desert Sky Blvd, Austin, TX, 78740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111684	ENR	Austin C Wallace	2003-07-05	UHC-67833-86	9107209131	1868 Spring St, Las Vegas, NV, 89187	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123496	ENR	Bryan Sandoval	1971-04-14	UHC-04047-70	3945181348	1005 Bayshore Dr, Seattle, WA, 98195	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141973	ENR	James Parker	2000-05-28	UHC-18847-68	2256025860	4105 Central Ave Apt 23, Atlanta, GA, 30304	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108052	ENR	Anna L Yang	1985-06-26	UHC-14522-23	9366818769	2243 Baseline Rd, Dallas, TX, 75213	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127606	ENR	Jaince B Weheler	1997-09-12	UHC-26426-40	9488862688	3263 Central Ave, Glendale, AZ, 85363	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119071	ENR	Alex Dominguez	1980-04-18	UHC-65620-78	8538904578	5171 Camelback Rd, Nashville, TN, 37226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134083	ENR	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave # 552, Fresno, CA, 93701	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109802	ENR	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ, 85363	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-105799	ENR	Dennis W Simmons	1983-04-07	UHC-42851-62	8409043209	2133 Apache Blvd, Austin, TX, 78720	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130596	ENR	Carolyn J Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St, Plano, TX, 75008	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123025	ENR	Peter D Chapman	—	UHC-03130-30	4873448591	4387 Ocean Ave Apt 14, San Diego, CA, 92192	0.64	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+2 more
ENR-115291	ENR	Patrick D Walsh	1998-03-25	UHC-25721-65	2203998995	1391 Bayshore Dr, Denver, CO, 80246	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104035	ENR	Doris H Weber	1959-08-24	UHC-86325-71	6684793511	851 Mountain View Dr, Chandler, AZ, 85236	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136691	ENR	Patricia I Watson	1985-09-02	UHC-87254-10	5553480510	7904 Washington St, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139014	ENR	Steven C Morgan	2008-03-28	UHC-62140-91	8146583799	622 Ocean Ave, Gilbert, AZ, 85220	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116705	ENR	Carlos Y Hunt	1971-12-18	UHC-24311-47	3175981099	1181 Desert Sky Blvd # 528, San Diego, CA, 92118	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-111906	ENR	Sara M Coleman	1946-10-25	UHC-14505-51	9453607445	5395 Hillcrest Rd, Tempe, AZ, 85256	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130532	ENR	Martha Z Ellyott	1939-10-21	UHC-66010-71	4415732947	2668 Ridge Rd, Orlando, FL, 32809	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139670	ENR	Dominguez F Joyce	1961-10-13	UHC-58776-66	8892048437	7817 Oak St, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109204	ENR	Larry J Myers	2001-02-11	UHC-76370-95	9599045305	6114 Church St, Atlanta, GA, 30327	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119361	ENR	Sofia Stone	1957-07-25	UHC-26887-79	—	9671 Highland Ave, Tucson, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-128972	ENR	Christian Ortega	1969-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX, 77056	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106154	ENR	Ralph E Welch	1942-04-08	UHC-09436-99	—	1308 Mountain View Dr, Gilbert, AZ, 85267	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140603	ENR	Jesse L Li	1968-01-26	UHC-90320-42	7096818085	5889 Elm St, Scottsdale, AZ, 85247	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103671	ENR	Ronald Smith	2003-07-06	UHC-43052-53	5284117287	9385 Park Pl, Atlanta, GA, 30332	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114531	ENR	Charles U Roberts	1993-03-18	UHC-01701-62	3262160891	9692 Lake View Rd, San Diego, CA, 92180	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102944	ENR	FatimaJunk	1980-12-19	UHC-32664-63	2145664632	8974 Spring St, Los Angeles, CA, 90048	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-111635	ENR	Valentina R Nguyen	1938-05-27	UHC-21516-69	6576986863	7640 Main St, Chandler, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123917	ENR	Brandon Reyd	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121837	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	8055248988	7266 Union St, Minneapolis, MN, 55464	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-110491	ENR	Nathaan U Hayes	1951-10-28	UHC-76338-71	9504367991	7675 Church St, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123780	ENR	Douglas Torres	—	UHC-24142-65	4055884518	5494 Sage Ct, Fresno, CA, 93731	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126753	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105729	ENR	Kathy Cruz	1967-10-10	UHC-59287-85	—	9570 Church St Apt 14, San Diego, CA, 92175	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114481	ENR	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-133681	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-133680	ENR	Nicholas Z Garza	1984-11-25	UHC-27340-32	4755276839	2807 Grand Ave, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-107526	ENR	Megan P Luna	1944-03-28	UHC-29621-49	6682034810	79 Baseline Rd, Nashville, TN, 37205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107236	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct Apt 3, Plano, TX, 75092	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more

16,916 rows, page 89 of 339Previous Next