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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121215	ENR	Sara Lee	1949-02-03	UHC-92684-75	—	7622 Desert Sky Blvd, Denver, CO, 80298	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-136204	ENR	Victoria F Clark	1988-04-08	UHC-71043-44	3966356640	9334 Grand Ave, Minneapolis, MN, 55437	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103791	ENR	Christina D Crawford	1956-06-26	UHC-10362-89	4245444443	5106 Desert Sky Blvd, Eden Prairie, MN, 55310	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107283	ENR	Helen Y Nichols	1953-01-22	UHC-51783-98	2822684718	3877 Washington St, Plano, TX, 75016	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
PRV-23264	PRV	Debra Hill	1947-12-10	—	3066553236	3871 Bayshore Dr, Phoenix, AZ, 85041	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423213	CLM	Andrea Stewart	1963-09-05	—	—	9243 Pine Dr # 435, Chandler, AZ, 85202	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133719	ENR	Jazon H Ruuiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400574	CLM	Kyle Williams	—	UHC-29313-67	8139807261	4352 Indian School Rd, Tampa, FL, 33682	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-50139	TPA	Priya Alexander	1983-03-13	—	—	1179 Canyon Rd, Tempe, AZ, 85292	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-140720	ENR	Jose H Sims	1986-01-20	UHC-00961-23	6822478518	3700 Park Pl, Las Vegas, NV, 89101	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-138527	ENR	Deborah Y Waard	1989-10-07	UHC-37082-41	6374497703	817 Willow Ct, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23606	PRV	Kyle Hall	1971-12-28	UHC-40356-45	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62226	TPA	Russell Young	1950-05-14	—	—	6989 Mountain View Dr, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405833	CLM	Sara Carr	1982-05-24	UHC-76869-45	—	3915 Washington St, Nashville, TN, 37293	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409656	CLM	Dylan Berry	—	UHC-73876-98	—	7702 Harbor Blvd, Plano, TX, 75059	0.52	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-111645	ENR	Marilyn A Contreras	1977-05-23	UHC-19912-89	3829576440	1227 Highland Ave, San Antonio, TX, 78265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139045	ENR	Don Hudson	1964-02-07	UHC-48273-26	—	6118 Lake View Rd, Minneapolis, MN, 55444	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116002	ENR	Sharon J Duncan	1994-04-22	UHC-94928-48	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106085	ENR	Eugene Perkins	1991-05-21	UHC-74376-09	4092640195	8300 Canyon Rd, San Antonio, TX, 78243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-103198	ENR	Sandra Morris	1976-08-19	UHC-98911-16	6228348788	8039 Valley View Dr, Minneapolis, MN, 55428	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
TPA-53166	TPA	Priya U Hunt	1992-04-15	—	—	9005 Ocean Ave, Denver, CO, 80251	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51964	TPA	Chuck Jones	1950-06-21	—	6077012816	1193 Ocean Ave, Mesa, AZ, 85209	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120007	ENR	Roy K Snyder	1975-04-16	UHC-03945-17	—	3787 Jefferson Ave # 531, Seattle, WA, 98151	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113446	ENR	Omar T Matthews	1974-12-10	UHC-66764-33	8883431618	7558 Washington St Apt 10, Chandler, AZ, 85252	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102391	ENR	Carolyn Jimenez	1943-02-17	UHC-13964-61	4418228348	7201 Meadow Ln # 227, Houston, TX, 77054	0.52	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
TPA-58266	TPA	Lewis Brenda	1941-12-12	UHC-46833-10	—	5805 Valley View Dr Apt 38, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132670	ENR	Aaron Alexander	1956-03-20	UHC-32032-51	—	6261 Highland Ave, Denver, CO, 80267	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105853	ENR	Joshua Crawford	2001-05-16	UHC-10821-88	7139517989	1998 Sage Ct, Chandler, AZ, 85201	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-110540	ENR	Richard Z Herera	1984-08-28	UHC-90195-39	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-62723	TPA	Isabella Hall	1948-03-05	—	2195570261	9712 Washington St, Houston, TX, 77040	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130951	ENR	Eugene Franklin	1999-06-01	UHC-34876-67	9537519462	4137 Mountain View Dr, Miami, FL, 33145	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108903	ENR	Alan D Taylor	1964-03-06	UHC-03445-29	—	8573 Sunset Blvd, Jacksonville, FL, 32236	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-114602	ENR	Jessica M Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127152	ENR	Daniel G Carroll	1970-06-20	UHC-02920-79	9338103677	6778 Elm St, Charlotte, NC, 28218	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417721	CLM	Joey V Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-113531	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave # 859, Austin, TX, 78723	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124420	ENR	Jean Wang	1965-07-21	UHC-49440-91	7958227871	2348 Elm St, Glendale, AZ, 85368	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64065	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64066	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53094	TPA	Santiago Lewis	1973-11-02	—	—	1083 Sage Ct, Fresno, CA, 93776	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415320	CLM	Michelle Riley	1941-10-16	UHC-24426-58	—	3847 Highland Ave # 897, Plano, TX, 75009	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107535	ENR	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	8402 Canyon Rd, Scottsdale, AZ, 85246	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432475	CLM	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126326	ENR	Aisha Salazar	1967-12-18	UHC-25890-60	8404335234	9703 Willow Ct, Las Vegas, NV, 89193	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128161	ENR	Marshall Wayne	1983-10-09	UHC-19370-19	3912203085	6085 Church St, San Antonio, TX, 78295	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55086	TPA	Rachel Harrison	1956-09-25	—	—	5938 Cedar Ln, Eden Prairie, MN, 55366	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-139497	ENR	Roegr Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407734	CLM	Vincent Maldonado	1997-04-01	UHC-63268-01	—	8069 Spring St, Nashville, TN, 37205	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-141268	ENR	Dennis Bryant	1960-10-25	UHC-89581-24	8935969372	9389 Central Ave, Plano, TX, 75080	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-431415	CLM	Carolyn Richards	1955-06-02	—	4537340861	7689 Market St, Columbus, OH, 43266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 42 of 166Previous Next