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-128589	ENR	Philip D Owens	2004-08-19	UHC-79864-92	8437819909	391 Sunset Blvd, Fresno, CA, 93797	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123569	ENR	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-124751	ENR	Alice G Vazquez	1939-02-06	UHC-55168-96	6018924404	9804 Indian School Rd, Seattle, WA, 98183	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126309	ENR	Frank D Simmons	1950-01-23	UHC-98453-38	3107475012	1973 Harbor Blvd, Glendale, AZ, 85385	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124164	ENR	Philip Y Sanders	1942-10-28	UHC-74654-20	2855145357	8544 Grand Ave, Chandler, AZ, 85254	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-136044	ENR	Patrricia T Mills	1947-01-11	UHC-70712-83	3889971823	1701 Mesa Dr, Houston, TX, 77012	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129846	ENR	Mike Simpson	1954-08-26	UHC-64894-03	2356808576	8696 Oak St, Scottsdale, AZ, 85265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107573	ENR	Mateo Ryan	1944-05-21	UHC-14991-26	6469278691	5949 Meadow Ln, Dallas, TX, 75201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105624	ENR	Ronald Aguilar	1939-06-12	—	2056870300	4880 Maple Ave # 994, Gilbert, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-103838	ENR	Sarah E Boyd	1994-10-28	UHC-05895-46	2247962174	5892 Union St, Denver, CO, 80255	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141163	ENR	Carl T Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114088	ENR	Ryan Flores	2001-09-23	UHC-75654-04	9852141340	8086 Indian School Rd, Gilbert, AZ, 85256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113458	ENR	Katherine J Hudson	1969-08-27	UHC-12550-44	—	8416 Desert Sky Blvd, Tucson, AZ, 85792	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-106227	ENR	Jesse X Hernandez	1989-02-19	UHC-29195-03	7966025148	2786 Spring St, Fresno, CA, 93736	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134241	ENR	Gary J Day	1941-04-28	UHC-94754-45	9492475260	4569 Spring St, Columbus, OH, 43209	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122024	ENR	Julie Nunez	1944-02-08	UHC-92810-01	3252738996	2163 Canyon Rd, Atlanta, GA, 30394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111306	ENR	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121800	ENR	Joan Tucker	1979-04-09	UHC-88259-65	9336446783	2821 Broadway # 595, Scottsdale, AZ, 85212	0.76	Name re-cased Phone reformatted Unit split from street Address re-cased+2 more
ENR-126344	ENR	Frank T Garrett	1996-02-08	UHC-93563-45	—	4817 Mountain View Dr, Denver, CO, 80205	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129925	ENR	Austin Greene	1972-08-11	UHC-28060-45	4047348310	6099 Hillcrest Rd, Houston, TX, 77030	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138863	ENR	Carolyn Y Gonzalez	1939-03-26	UHC-17410-90	2189811835	4727 Highland Ave, Las Vegas, NV	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-126497	ENR	Alexander V Patterson	1965-06-14	UHC-10024-45	3896923155	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124192	ENR	Matthew J Sanders	1980-06-09	UHC-81713-56	8088326583	2148 Baseline Rd, Atlanta, GA, 30320	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138261	ENR	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-104219	ENR	Susn Schultz	1939-11-17	UHC-51642-66	9623369527	4292 Highland Ave, Seattle, WA	0.76	Member ID reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-138905	ENR	Zachary D Ellis	2001-06-07	UHC-48764-80	—	9868 Forest Ave, Plano, TX, 75029	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124724	ENR	Dot Allen	1941-12-21	UHC-26714-76	—	6257 Park Pl, Las Vegas, NV	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-130232	ENR	Kenneth D Rios	1940-03-10	UHC-43039-54	—	1594 Washington St, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119761	ENR	Vicky Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133818	ENR	Betty W Bennett	1983-07-08	UHC-71334-47	7785039119	5946 Forest Ave, Tempe, AZ, 85205	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-127873	ENR	Albert Mendoza	1983-11-23	UHC-55741-64	7998236231	7371 River Rd, Tucson, AZ, 85721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138717	ENR	Alexander T Bell	1997-08-11	UHC-79353-51	6796961131	5591 Lake View Rd, Austin, TX, 78745	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133077	ENR	Samuel T Ortiz	2003-03-10	UHC-60340-19	3319354702	4062 Highland Ave, Glendale, AZ, 85301	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-102163	ENR	Timothy W Carpenter	1991-02-01	—	9495091317	9850 Mesa Dr, San Antonio, TX, 78252	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-122573	ENR	Maria T Hansen	1977-08-11	UHC-09268-60	—	7203 Central Ave, Los Angeles, CA, 90080	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134020	ENR	George A Thompson	2000-07-06	UHC-32305-92	9467931245	7851 Main St, Gilbert, AZ, 85255	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103182	ENR	Jacqueline P Reyes	1992-06-22	UHC-41908-29	4603946250	736 Grand Ave, Orlando, FL, 32848	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103181	ENR	Jacqueline P Reyes	1992-06-22	UHC-41908-29	4603946250	736 Grand Ave, Orlando, FL, 32848	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116676	ENR	Carl V Pea	1991-03-22	UHC-76006-41	4128851476	2590 Church St, Las Vegas, NV	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-139883	ENR	Kelly O Diaz	1996-08-11	UHC-26056-23	2416917221	4716 Forest Ave, Tucson, AZ, 85761	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105193	ENR	Maggie S Ruiz	2006-12-02	UHC-43054-59	7543283860	4075 Jefferson Ave, Scottsdale, AZ, 85202	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122684	ENR	Liza S Gardner	1972-02-21	UHC-73897-42	7068308991	4855 Sunset Blvd, Las Vegas, NV, 89139	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116273	ENR	Gomez N Henry	1957-07-16	UHC-44840-46	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-132378	ENR	Douglas I Weaver	1956-07-25	UHC-61518-06	5464223496	4633 Main St, Gilbert, AZ, 85277	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102440	ENR	Valentina N Obrien	1965-06-13	UHC-50153-59	8578412143	5035 Oak St, Los Angeles, CA, 90086	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-103584	ENR	Keith Morgan	1988-11-26	UHC-26672-75	—	4843 Jefferson Ave, Houston, TX, 77006	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140417	ENR	Zachary Q Baker	1952-04-10	—	9585035297	9465 Grand Ave, Eden Prairie, MN, 55345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140736	ENR	Chritsian Daniels	1983-03-19	UHC-49258-37	9013842880	3457 Union St, Los Angeles, CA, 90059	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122861	ENR	Ashley J Lawson	1966-07-12	UHC-89451-99	—	6856 Canyon Rd, Plano, TX, 75073	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139611	ENR	Bruce S Davis	1965-05-08	UHC-07071-47	7219149963	3981 Canyon Rd, Gilbert, AZ, 85252	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more

16,916 rows, page 162 of 339Previous Next