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

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130194	ENR	Mei C Burke	1978-09-20	UHC-54989-41	6202386100	5002 Meadow Ln, Dallas, TX, 75219	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-430696	CLM	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121067	ENR	Amanda Mendoza	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134640	ENR	Fatima P Munoz	1948-01-18	UHC-81574-44	8912550905	295 Harbor Blvd, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112295	ENR	Dennis Reyes	1951-11-05	UHC-46893-94	2266405957	6420 Palm Dr, Jacksonville, FL, 32274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121591	ENR	Laura A Blakk	1958-12-07	UHC-92939-08	3702006820	3594 Washington St, Houston, TX, 77092	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140131	ENR	Keith N Ortiz	1984-04-10	UHC-37194-20	7607507428	4229 Palm Dr, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431746	CLM	Lauren Jones	1990-08-01	UHC-47493-60	9143326951	5472 Mountain View Dr, Sacramento, CA, 95849	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
ENR-118170	ENR	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd # 783, Sacramento, CA, 95841	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
TPA-50115	TPA	Virginia B McCoy	1966-01-24	—	—	6472 Sage Ct, Chandler, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+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-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
CLM-423410	CLM	Nicole Shaw	1945-12-13	UHC-95009-85	9894268957	8639 Indian School Rd, Gilbert, AZ, 85296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411433	CLM	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	8987 Central Ave, Los Angeles, CA, 90050	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431882	CLM	Singh Victoria	1941-04-18	UHC-82237-08	—	3955 Grand Ave Apt 8, Chandler, AZ, 85255	0.64	Name re-cased Unit split from street 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
TPA-57706	TPA	Janet Moore	1985-10-12	—	6975375149	3081 Palm Dr, San Diego, CA, 92152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51406	TPA	Roy Green	1955-10-15	—	2328719993	8357 Palm Dr, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20832	PRV	Tyler Crawford	1968-08-07	—	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409009	CLM	Jacqueline V Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407544	CLM	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave # 702, Tampa, FL, 33653	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+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
CLM-409186	CLM	Jack Delgado	1978-12-01	—	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+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-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
PRV-23201	PRV	Lauren Z Schmidt	1973-01-17	—	3603419548	4410 Lincoln Way # 409, Houston, TX, 77025	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-63578	TPA	Austin Santos	2004-09-16	—	3052768455	9199 Church St Apt 5, Dallas, TX, 75207	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-57696	TPA	Camila D Dixon	1963-06-04	—	—	5403 Mesa Dr, Houston, TX, 77093	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-429019	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429018	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth 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-111967	ENR	Maria Oliver	1988-06-15	UHC-49557-54	2549838969	5966 Palm Dr Apt 37, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+2 more
PRV-23228	PRV	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400442	CLM	Sean Evans	1958-08-01	UHC-66436-57	—	5226 Oak St, Los Angeles, CA, 90009	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123964	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	7065390737	6566 Cedar Ln, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-414298	CLM	Margaret Rice	2001-03-12	UHC-28781-31	—	1283 Church St, Eden Prairie, MN, 55387	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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
CLM-402459	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+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

39,996 rows, page 171 of 800Previous Next