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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127213	ENR	Dylna Morrison	1988-10-20	UHC-65054-17	6626495574	40 Apache Blvd, Tucson, AZ, 85716	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-108498	ENR	Jerry N Hill	1959-09-15	UHC-61389-95	9702260779	273 Camelback Rd, Austin, TX, 78777	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-141594	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	—	9373 Spring St, Mesa, AZ, 85208	0.90	Name re-cased Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-106867	ENR	Dot K Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-113484	ENR	Lisa F Morales	1946-10-19	UHC-21468-84	6047265391	2095 Washington St, San Diego, CA, 92193	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-130197	ENR	Christina Contreras	1967-07-06	UHC-62827-35	9404286373	5299 Canyon Rd, Tucson, AZ, 85796	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-114654	ENR	David Harvey	1944-12-03	UHC-88824-68	2118671094	9718 Harbor Blvd, Denver, CO, 80218	0.90	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-119960	ENR	Jennifer Vazquez	1949-12-28	UHC-17096-95	2812764051	7536 Spring St, Glendale, AZ, 85393	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-138108	ENR	Maria Kelly	1990-07-21	UHC-82324-55	7608919800	317 Union St, San Antonio, TX, 78277	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-108556	ENR	Bobby J Matthews	1973-05-04	UHC-97499-90	8667454117	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-115258	ENR	Heather Mendoza	1954-04-14	UHC-79519-71	—	4930 Baseline Rd, Minneapolis, MN, 55455	0.90	Name re-cased Member ID reformatted Email lower-cased Plan code upper-cased+1 more
ENR-131831	ENR	Keith Fisher	1963-06-18	UHC-31886-13	7439113686	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-127512	ENR	Nancy Freeman	1991-07-03	UHC-64096-58	9892851696	4919 Sunset Blvd, San Antonio, TX, 78262	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-112805	ENR	Roger Cook	1997-11-24	UHC-75736-11	2605764452	2204 Canyon Rd, Denver, CO, 80270	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-113299	ENR	Carolyn K Aguilar	1970-08-14	—	7643405387	9885 River Rd, Charlotte, NC, 28288	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-138014	ENR	Rachel A Thompson	1998-04-21	UHC-73564-61	4205113035	8079 Church St, Tempe, AZ, 85283	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-109519	ENR	Kathleen J Wilson	1983-03-08	UHC-69937-75	2034561303	3122 Ridge Rd, Tampa, FL, 33608	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133093	ENR	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.90	Phone reformatted State code upper-cased Email lower-cased Plan code upper-cased+1 more
ENR-110865	ENR	Valetina A Harris	1938-10-17	UHC-24383-41	7829395478	2755 Sunset Blvd, Glendale, AZ, 85320	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-108521	ENR	Jordan N Chrisotpher	1985-08-16	UHC-13336-75	9089770264	6567 Elm St, Seattle, WA, 98109	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-105287	ENR	Robert A Wang	1951-08-03	UHC-24041-45	2386650626	167 Harbor Blvd, Sacramento, CA, 95888	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-117731	ENR	Austin K Hart	1999-01-22	UHC-70253-84	3044549959	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-110395	ENR	Philip Ryan	1967-12-10	UHC-79440-41	5923103303	8311 Highland Ave, Las Vegas, NV, 89114	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-118970	ENR	Hunter Joan	1950-10-22	UHC-46112-23	4886818551	3968 Harbor Blvd, Orlando, FL, 32812	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-113057	ENR	Kevin C Coleman	1942-10-16	UHC-70834-58	3268638705	8198 Highland Ave, Las Vegas, NV, 89100	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-102787	ENR	Alexis T Harrison	1954-01-19	UHC-84201-75	2576236735	2279 Forest Ave, Tucson, AZ, 85754	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-139490	ENR	Joshua B Stewart	1988-02-15	UHC-01281-55	6618979534	1223 Sunset Blvd, Seattle, WA, 98115	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-142278	ENR	Patricia U Edwards	1976-12-14	UHC-98173-36	9783003273	7988 Sage Ct, San Antonio, TX, 78271	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-122707	ENR	Margaret N Ramos	1999-07-09	UHC-62628-80	4045652738	7759 Lake View Rd, Austin, TX, 78702	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-122578	ENR	Rachel Q Burton	1959-08-26	UHC-31823-84	6342035015	7580 Maple Ave, Eden Prairie, MN, 55354	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-112908	ENR	Kimberly Reid	1948-08-28	—	7425633838	3771 Lincoln Way, Orlando, FL, 32854	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-120138	ENR	Aisha W Austin	1967-12-04	UHC-51039-18	8625188143	6296 Union St, Orlando, FL, 32850	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-115294	ENR	Stephen U Baker	1958-09-13	UHC-93089-76	7444050613	4570 Willow Ct, Plano, TX, 75012	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
ENR-103638	ENR	Kimberly Stewart	2000-06-04	UHC-59591-67	2258205088	6267 Forest Ave, Sacramento, CA, 95806	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-139914	ENR	Joshua N Bradley	1999-10-16	UHC-95937-31	6823406978	3257 Park Pl, Fresno, CA, 93769	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133255	ENR	Michelle Simmons	1941-02-28	UHC-88476-26	7266261276	7751 Broadway, Austin, TX, 78715	0.90	Phone reformatted Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-128276	ENR	Elijah Simpson	1966-08-23	UHC-27833-58	—	4031 Highland Ave, Fresno, CA, 93764	0.90	Date of birth reformatted Email lower-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-101327	ENR	Janet Gibson	1966-08-04	UHC-41992-20	8566838272	8053 Mesa Dr, Jacksonville, FL, 32262	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-122726	ENR	Kimberly A Flores	1976-05-10	UHC-66093-90	6688163172	4412 Desert Sky Blvd, Columbus, OH, 43259	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-106688	ENR	Aan Rios	2002-11-20	UHC-32796-59	3025516496	9075 Desert Sky Blvd, Minneapolis, MN, 55480	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-138578	ENR	Amber C Bishop	1950-04-19	—	2052293003	5736 Sage Ct, Dallas, TX, 75236	0.90	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-129102	ENR	Brandon A James	1955-10-27	UHC-78135-14	3366459875	9899 Central Ave, Chandler, AZ, 85263	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-123443	ENR	Hannah Porter	1991-06-15	UHC-63800-64	3564612216	5730 Palm Dr, Miami, FL, 33199	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-121562	ENR	Arjun Robertson	1980-11-11	UHC-87084-84	4112212069	4498 Washington St, Jacksonville, FL, 32242	0.90	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+1 more
ENR-122745	ENR	Carolyn H Gutierrez	1948-06-25	UHC-61047-79	8753951746	4424 Church St, Seattle, WA, 98189	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-137195	ENR	Denise Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.90	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-133497	ENR	Madison Martin	1960-07-24	UHC-79970-57	2893706386	1902 Camelback Rd, Denver, CO, 80218	0.92	Name re-cased Phone reformatted City re-cased Plan code upper-cased
ENR-111282	ENR	Angela Valdez	1994-12-28	UHC-70844-46	9305551834	6996 Jefferson Ave, Minneapolis, MN, 55494	0.92	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased
ENR-136313	ENR	Beverly G Murray	2005-04-24	UHC-14487-15	5837468046	1121 Apache Blvd, Glendale, AZ, 85359	0.92	Email lower-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125476	ENR	Cheryl M Garcia	1989-11-19	UHC-54283-43	4237356103	210 Mesa Dr, Orlando, FL, 32829	0.92	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased

2,126 rows, page 38 of 43Previous Next