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-122511	ENR	Hannah N Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108396	ENR	Barbara F Simpson	1949-07-18	UHC-04319-84	3656662571	5234 Washington St, Denver, CO, 80205	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128242	ENR	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139076	ENR	Kenneth H Green	1980-07-07	UHC-32169-97	2835801023	1014 Maple Ave, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102601	ENR	Karen F Smith	1948-03-15	UHC-81838-34	5766968741	1470 Mountain View Dr, Chandler, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140036	ENR	Jeffrey T Bennett	1990-09-06	UHC-49011-33	2809069485	2845 Ocean Ave, Tucson, AZ, 85744	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101234	ENR	Lsa K Campbell	1982-04-21	UHC-60740-82	7533744759	4118 Highland Ave, Nashville, TN, 37289	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120824	ENR	Pat M Payne	2003-11-14	UHC-57067-49	2064393479	4502 Cedar Ln, Minneapolis, MN, 55427	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139061	ENR	Walter Carlson	1963-02-09	UHC-65562-09	—	8108 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-130380	ENR	Michelle X Kelley	1963-08-16	UHC-79555-07	5197856862	8397 Pine Dr, Minneapolis, MN, 55438	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142199	ENR	Dorothy J Olson	1943-05-24	UHC-01013-65	—	8210 Indian School Rd, Columbus, OH, 43285	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-126618	ENR	Jacqueline Bennett	2004-07-10	UHC-17708-15	8962867056	8163 Palm Dr, Chandler, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106702	ENR	Logan Berry	1997-01-25	UHC-56468-55	9342747598	979 Valley View Dr, Eden Prairie, MN, 55393	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109763	ENR	Elijah Aguilar	—	UHC-11836-39	2339318889	1294 Sage Ct, Jacksonville, FL, 32292	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130554	ENR	Yang Z Hannah	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106403	ENR	Donna G Clark	1942-02-28	UHC-07526-15	7713378828	6773 Indian School Rd, Minneapolis, MN, 55407	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117567	ENR	Natalie Reid	1961-02-05	UHC-53152-08	9212513032	9381 Hillcrest Rd, Chandler, AZ, 85209	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121453	ENR	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122880	ENR	Zachary Nelsn	2000-07-12	UHC-64332-58	2539836843	4937 Mesa Dr, Orlando, FL, 32855	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142127	ENR	Samantha I Fuller	1941-11-24	UHC-20902-13	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123438	ENR	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122994	ENR	Aaaron W Hicks	1940-12-23	UHC-07186-53	8619915980	1876 Mountain View Dr, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119050	ENR	David Simmons	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137655	ENR	Angela Chapman	2005-12-21	UHC-61148-24	2188197066	4051 Valley View Dr, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129409	ENR	Mariana O Reed	1976-10-06	UHC-13418-34	2497719376	3518 Valley View Dr, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115460	ENR	MJunk	1941-03-04	UHC-03418-84	4073752239	6424 Market St, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-102964	ENR	Lucia U Espinoza	1971-11-16	UHC-13836-28	7917204690	2739 Union St, Columbus, OH, 43207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135475	ENR	Lisa P Hayes	1960-01-23	UHC-24751-76	2847362800	4375 Harbor Blvd, Tempe, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142480	ENR	Terry O Silva	1957-04-21	UHC-77066-08	5286699634	5292 Jefferson Ave, Denver, CO, 80227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139178	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139177	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141567	ENR	Sophia Hall	—	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100414	ENR	Debra V Ford	2000-07-27	UHC-59451-52	3486959744	7984 Union St Apt 11, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138835	ENR	Eugene Crawford	1951-11-09	UHC-64523-80	8345504125	1638 Oak St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110094	ENR	Arthur D Espinoza	2003-07-16	UHC-87366-53	4533570846	9292 Indian School Rd, Tampa, FL, 33690	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123462	ENR	Sean L Castro	1973-07-25	UHC-78224-40	9756356992	9846 Bayshore Dr, Tampa, FL, 33672	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131310	ENR	Abigail R Gutierez	1951-05-02	UHC-54068-46	7536261696	5075 Sage Ct, Plano, TX, 75062	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124416	ENR	Mei Cunningham	1985-07-19	UHC-58863-81	7817811924	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134996	ENR	Danielle J Hoffmen	1941-11-17	UHC-34761-94	6633641113	2951 Mountain View Dr, Phoenix, AZ, 85015	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118085	ENR	Pamela A Tucker	1974-08-08	UHC-05887-27	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-118639	ENR	Wei K Flores	1946-10-15	UHC-45273-71	8686401554	2163 Union St, Eden Prairie, MN, 55343	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119281	ENR	William Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108933	ENR	Philip Woods	2001-02-24	UHC-83948-75	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110184	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave Apt 13, Denver, CO, 80225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114336	ENR	Betty Y Holmes	1947-02-20	—	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115829	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	7983 Church St, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 174 of 532Previous Next