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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135784	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St, Tempe, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106147	ENR	Jacob A Elliott	1986-05-14	UHC-71005-90	3314483986	8435 Camelback Rd, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-131157	ENR	Melissa R Bell	1990-04-22	UHC-40093-42	9128823441	2114 Park Pl, Minneapolis, MN, 55436	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address 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-100696	ENR	Jacob G Gomez	1951-07-05	UHC-46357-44	—	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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-110243	ENR	Zachary B Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.64	Name re-cased Street suffix standardised Address re-cased City 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-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-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-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-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-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-121479	ENR	Joan Carr	2004-03-05	UHC-03224-30	—	3124 Apache Blvd, Gilbert, AZ, 85271	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+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-134340	ENR	Zachary N Schultz	—	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA, 98170	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130676	ENR	James G Smith	1942-08-18	UHC-49345-21	7345710297	3221 Oak St, Chandler, AZ, 85242	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+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-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

26,564 rows, page 190 of 532Previous Next