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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431198	CLM	Wayne Romero	1945-03-26	—	4467868191	7933 Maple Ave, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107578	ENR	Jennifer I Vasquez	1954-06-14	UHC-71721-93	4419304062	8150 Sunset Blvd, Houston, TX, 77099	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134527	ENR	Patrick D Medina	1959-01-12	UHC-45150-48	6476791608	8955 Bayshore Dr, Seattle, WA, 98128	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62240	TPA	Carol Brooks	1953-08-03	UHC-66153-39	2105415131	3003 Oak St, Dallas, TX, 75266	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-102803	ENR	Joyce N Russell	1946-09-21	UHC-98241-11	4326840122	4220 Canyon Rd, Sacramento, CA, 95886	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129675	ENR	Angela R Johnston	2004-11-02	UHC-84941-11	2645590013	2218 Apache Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429946	CLM	Nathan Stephens	1963-05-09	UHC-96209-03	—	4241 Mesa Dr, Minneapolis, MN, 55499	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405955	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	—	7646 Ridge Rd, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122477	ENR	Jordan A Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135697	ENR	Greg Arnold	1972-04-17	UHC-68214-72	9362911311	8907 Washington St # 407, Columbus, OH, 43245	0.52	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26721	PRV	Heather Hart	1960-06-27	UHC-02743-92	6385063717	8139 Highland Ave, Jacksonville, FL, 32212	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412198	CLM	Mark Tran	1961-04-26	—	—	427 Washington St, San Diego, CA, 92164	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134853	ENR	Joyce Wells	1988-11-18	UHC-37536-81	7357410579	3694 Sage Ct, Dallas, TX, 75215	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430845	CLM	Emma Richardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117138	ENR	Amy Bryant	1950-02-10	UHC-84464-07	—	2882 Oak St, Fresno, CA, 93709	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408892	CLM	Jean W Carr	1969-06-27	UHC-65157-91	—	901 Central Ave, Los Angeles, CA, 90095	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
TPA-60404	TPA	Doris Torres	—	—	—	7807 Sunset Blvd, Phoenix, AZ, 85071	0.52	Name split from “Last, First”Date of birth missing City re-cased State name converted to code+2 more
ENR-125299	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125300	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-63999	TPA	Carol J Lane	1971-04-14	—	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-110658	ENR	Sofia B Rice	2004-01-26	UHC-99088-49	4453882163	3177 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+2 more
CLM-410062	CLM	Jerry Flores	1995-09-19	—	3986094329	9045 Indian School Rd, Glendale, AZ, 85390	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60446	TPA	Brenda Munoz	1979-05-11	—	—	6309 Park Pl, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106484	ENR	Gabriel J Owens	1992-12-11	UHC-29998-65	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142760	ENR	Jeremy O Pierce	1955-06-26	UHC-58693-80	7413043936	959 Lincoln Way, Jacksonville, FL, 32283	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29220	PRV	Lauren Ryan	—	UHC-05185-18	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132457	ENR	Diego Luucas	1978-03-27	UHC-75643-30	6407579479	8646 Washington St, Denver, CO, 80202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112720	ENR	Anthony P Graham	1963-10-09	UHC-93791-07	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132359	ENR	Arjun Meyer	2002-05-20	UHC-42340-66	6435950351	5146 Valley View Dr, Mesa, AZ, 85235	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400916	CLM	Christian Hudson	1969-07-28	UHC-86325-72	7572503934	7305 Market St, Charlotte, NC, 28210	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-59452	TPA	Frank Thompson	1982-09-06	—	—	5660 Valley View Dr, Fresno, CA, 93730	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118343	ENR	Vargas Sean	1992-06-05	UHC-30722-64	7168257969	1611 Lincoln Way, Mesa, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117182	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd # 245, Miami, FL, 33177	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408043	CLM	Joyce Andrews	1954-12-28	UHC-46410-68	—	1441 Park Pl, Tucson, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107745	ENR	Stephanie Hunt	1938-10-16	UHC-49424-93	4562020786	1688 Grand Ave, San Diego, CA, 92143	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50622	TPA	Bobby Jordan	1994-07-21	—	—	7850 Market St, Charlotte, NC	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141203	ENR	Robert Miller	1984-11-03	UHC-71350-30	4877695536	4044 Market St, Minneapolis, MN, 55403	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100756	ENR	Theresa X Ortiz	1985-08-24	UHC-35785-19	3675086099	5028 Cedar Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125840	ENR	Mei Munoz	1964-12-03	UHC-70129-32	7105193798	8580 Lake View Rd Apt 2, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418913	CLM	Natalie Gray	1947-07-07	UHC-63669-97	8179570878	8297 Lincoln Way Apt 37, Charlotte, NC, 28215	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
ENR-129786	ENR	Mariana R Little	1994-12-11	UHC-63829-18	3898785026	1124 Ocean Ave, Seattle, WA, 98196	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108323	ENR	Yuki Perry	1986-12-26	—	2046152118	2416 Indian School Rd, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-103956	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more

9,980 rows, page 47 of 200Previous Next