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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-129469	ENR	Shirley D Fowler	1979-06-04	UHC-65949-87	7106862961	5090 Canyon Rd, Eden Prairie, MN, 55390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121476	ENR	Mark Larson	1965-08-15	UHC-74265-39	3962969270	2160 Hillcrest Rd, Denver, CO, 80245	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125100	ENR	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	4105 Valley View Dr, Gilbert, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119785	ENR	Brandon T Mason	1943-03-06	UHC-06018-39	5088505003	2976 Palm Dr, Minneapolis, MN, 55487	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121929	ENR	Albert G Stephens	1949-04-17	—	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120924	ENR	Judith L Sllivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-139287	ENR	Joshua C White	1946-07-16	UHC-70423-46	9878890977	8640 Desert Sky Blvd, Tucson, AZ, 85780	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113328	ENR	Jose Watkins	1970-10-12	UHC-15032-29	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-114932	ENR	William N Dnun	1953-06-10	UHC-72312-69	7783642545	4111 Maple Ave, Mesa, AZ, 85294	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133182	ENR	Beerly K Daniels	1994-08-01	UHC-34187-75	8759239526	5218 Jefferson Ave, Phoenix, AZ, 85011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-116459	ENR	Dennis F Harper	1956-04-25	UHC-08307-55	7344178138	1459 Meadow Ln, Scottsdale, AZ, 85257	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-122160	ENR	Carolyn I Reid	1991-02-26	UHC-81964-06	4042133670	1059 Park Pl, Eden Prairie, MN, 55395	0.64	Name re-cased 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-123179	ENR	Danielle Ferguson	1985-10-12	UHC-82532-02	3176692769	8598 Hillcrest Rd, Nashville, TN, 37204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-129729	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	8857778245	1769 Main St, Nashville, TN, 37258	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-109548	ENR	Charlotte Guerrero	1947-06-06	UHC-42580-43	8855098443	1517 Willow Ct, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104101	ENR	Ralph Clark	1960-06-27	UHC-70560-02	3535423912	6348 Indian School Rd, Scottsdale, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118334	ENR	Abby L Snyder	1997-08-23	UHC-18440-04	3759885338	2215 Mesa Dr, Atlanta, GA, 30302	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109777	ENR	Carolyn M Palmer	2004-08-19	UHC-46515-10	7285629177	1182 Apache Blvd, Orlando, FL, 32886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115766	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-127076	ENR	Linda B McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113916	ENR	Paul A Crawford	2000-04-03	UHC-85132-11	6304066652	5404 Highland Ave Apt 4, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130618	ENR	Pamela H Morgan	1959-07-27	UHC-30625-84	2807831844	8042 Apache Blvd, Atlanta, GA, 30384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-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-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-119204	ENR	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted Phone 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-108878	ENR	Carl M Green	1957-03-11	UHC-30810-13	3563181921	8605 Lincoln Way # 721, Tampa, FL, 33644	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-120140	ENR	Frank U Price	1939-07-26	UHC-85448-95	8906727350	2566 Jefferson Ave, Denver, CO, 80200	0.64	Name re-cased Phone reformatted 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-105200	ENR	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 146 of 564Previous Next