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 “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
CLM-420917	CLM	Sam Ward	1988-04-23	UHC-59135-15	—	2150 Church St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-432461	CLM	Martha Z Williamson	1995-08-06	UHC-86118-06	—	364 Broadway # 411, Plano, TX, 75094	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-135072	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120781	ENR	Edwad Santiago	1961-01-24	UHC-06807-55	9312845963	8477 Baseline Rd, Tempe, AZ, 85299	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-115214	ENR	Hannah Andrews	1987-09-21	UHC-15893-43	2962932989	9390 Palm Dr, Sacramento, CA	0.54	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+1 more
CLM-430676	CLM	Hiroshi Sims	1972-10-22	UHC-85479-92	—	393 Lincoln Way, Fresno, CA, 93766	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-20541	PRV	Judy Perez	1996-05-07	—	2814323145	9661 Mesa Dr, Minneapolis, MN, 55456	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-57861	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-429043	CLM	Raymond Mason	1997-01-09	—	—	2597 Mountain View Dr, Austin, TX, 78747	0.54	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57709	TPA	Brndon Shaw	1960-11-07	—	—	7007 Oak St, Denver, CO	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62758	TPA	Diane George	1994-09-26	—	—	6546 Spring St Apt 8, Houston, TX, 77077	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-430240	CLM	Austin Robinson	1955-04-05	UHC-83901-95	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-431970	CLM	John Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120819	ENR	Karen L Woods	1944-07-03	UHC-39950-19	7016126988	9357 Indian School Rd, Plano, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125488	ENR	Marc Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr # 686, Columbus, OH, 43220	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102186	ENR	Christina Garza	2006-12-07	UHC-41809-13	7303618559	6305 Harbor Blvd, Glendale, AZ, 85362	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404469	CLM	Jesse Santos	1981-06-19	UHC-21978-49	—	8431 Palm Dr, Phoenix, AZ, 85086	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53721	TPA	Bryan Palmer	—	UHC-88787-64	—	7401 Lincoln Way, Los Angeles, CA	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
CLM-432107	CLM	John F Cox	—	—	2409656853	9483 Desert Sky Blvd, Houston, TX, 77062	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59253	TPA	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-408024	CLM	Angela Salazar	—	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425288	CLM	Ana Banks	1964-10-09	UHC-54583-90	6217960533	2552 Union St, Houston, TX, 77045	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419592	CLM	Jess Lane	1971-09-20	UHC-38571-56	7589210613	7112 Grand Ave # 411, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417410	CLM	Robert M Soto	1978-02-19	—	5966517237	1690 Church St, Miami, FL, 33132	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116260	ENR	Bobbby A Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58422	TPA	Joshua Hoffman	1949-01-03	—	—	5706 Desert Sky Blvd, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403502	CLM	Lori Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St, Plano, TX, 75093	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53600	TPA	Mark Park	1959-03-08	—	—	8718 Church St, Gilbert, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55265	TPA	Heather Graham	1970-05-06	—	—	7236 Elm St Apt 7, Orlando, FL, 32835	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410152	CLM	Henry I Hunter	—	UHC-15194-32	—	—	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
TPA-61861	TPA	Carl Dominguez	—	UHC-67933-51	—	1514 Baseline Rd # 279, Gilbert, AZ, 85224	0.56	Date of birth unreadable Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-413141	CLM	Serah Olson	2002-10-06	UHC-21778-67	7564019099	6116 Willow Ct, Fresno, CA, 93786	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-22372	PRV	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-429646	CLM	Megan Garrett	1944-02-14	UHC-79469-26	—	3207 Cedar Ln, Los Angeles, CA, 90037	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
PRV-26829	PRV	Alice L Marquez	1997-08-26	—	7535676148	2926 Jefferson Ave # 615, Denver, CO	0.56	Unit split from street ZIP missing Gender normalised Placeholder values cleared
CLM-416950	CLM	Denise X Padilla	—	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO	0.56	Date of birth unreadable State name converted to code ZIP missing Placeholder values cleared
CLM-412075	CLM	Russell Williamson	1947-11-06	UHC-57475-82	—	1151 Maple Ave # 756, Miami, FL, 33120	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
TPA-52048	TPA	Vincent Contreras	1992-05-18	—	—	5174 Forest Ave, Tucson, AZ, 85732	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-135140	ENR	Larry R Stephens	1941-12-13	UHC-87488-26	7573856113	6390 Camelback Rd, Las Vegas, NV, 89126	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-61204	TPA	Bryan Stevens	1978-01-24	—	—	2714 Harbor Blvd, Scottsdale, AZ	0.56	Two-digit birth year ZIP missing Gender normalised Placeholder values cleared
CLM-422545	CLM	Edward Dunn	—	UHC-83791-65	—	4734 Cedar Ln, Los Angeles, CA, 90061	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-407677	CLM	Peter Kelly	—	UHC-28833-25	5439815708	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
ENR-124583	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-129597	ENR	Helen W Sanders	1964-07-24	UHC-99859-68	5823422381	5250 Oak St, San Antonio, TX, 78293	0.56	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+6 more
TPA-54436	TPA	Dylan Oliver	1958-01-17	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more

71,257 rows, page 144 of 1,426Previous Next