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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64387	TPA	Carolyn Wright	1976-05-19	—	—	3585 Jefferson Ave, Dallas, TX, 75210	0.80	SSN last four extracted City re-cased Email lower-cased Placeholder values cleared
TPA-58063	TPA	Brenda Thompson	1986-01-18	—	—	7461 Lincoln Way, Seattle, WA, 98165	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-423787	CLM	Sandra Vasquez	1938-09-12	UHC-61566-57	—	5203 Church St, Dallas, TX, 75283	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-62977	TPA	Deborah Ward	1989-10-07	—	6374497703	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-108979	ENR	Amanda Hicks	1972-10-09	UHC-66518-56	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased
CLM-407117	CLM	Sharon Rogers	1971-03-15	—	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-429679	CLM	Julie Patel	1978-02-18	—	7727632573	2174 Highland Ave, Tucson, AZ, 85760	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
ENR-104959	ENR	Christian A Ferguson	1994-02-24	UHC-92838-07	5538259105	4461 Willow Ct, Houston, TX, 77007	0.80	Name re-cased SSN last four extracted Plan code upper-cased Whitespace trimmed
TPA-63771	TPA	Andrew Obrien	1947-01-13	—	7333074938	8424 Lincoln Way, Columbus, OH, 43265	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-57567	TPA	Harold Simmons	1948-07-21	—	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Name re-cased SSN last four extracted State code upper-cased Placeholder values cleared
ENR-139182	ENR	Abigail Cunningham	1940-07-17	UHC-38115-43	5028177506	3547 Ridge Rd, Gilbert, AZ, 85298	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
ENR-141486	ENR	Jeffrey F Howard	2003-07-19	UHC-61119-21	—	7209 Market St, Gilbert, AZ, 85246	0.80	Name re-cased SSN last four extracted City re-cased Email lower-cased
PRV-28755	PRV	Larry Z Ramos	1943-02-14	—	5382622198	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-142135	ENR	Jesse Coeman	1983-02-04	UHC-37560-46	3459386945	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-63968	TPA	Douglas Alexander	2006-09-15	—	—	2798 Harbor Blvd, Eden Prairie, MN, 55388	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-139000	ENR	Ralph Reyes	2001-05-26	UHC-57646-71	7286496804	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-401933	CLM	Kyle Guzman	1996-03-24	UHC-29349-66	—	9740 Valley View Dr, Denver, CO, 80268	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-401932	CLM	Kyle Guzman	1996-03-24	UHC-29349-66	—	9740 Valley View Dr, Denver, CO, 80268	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-420704	CLM	Juan Hunter	2000-02-24	—	—	7276 Lake View Rd, Mesa, AZ, 85266	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-431424	CLM	Marcus Cook	1964-01-01	—	—	2570 Forest Ave, San Diego, CA, 92163	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401625	CLM	Abigail Perkins	1971-04-28	—	—	7914 Oak St, Columbus, OH, 43289	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
ENR-129596	ENR	Jeses Ortega	2008-08-18	UHC-92424-45	2283914020	2245 Palm Dr, Atlanta, GA, 30323	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
CLM-416666	CLM	Andrea Lawson	1979-08-19	—	6527227444	9607 Central Ave, Tempe, AZ, 85220	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
ENR-121671	ENR	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX, 78736	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
PRV-25917	PRV	Samel Sullivan	2006-01-05	—	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-52712	TPA	Luis Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL, 32286	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-52781	TPA	Lori Griffin	1968-10-22	UHC-27335-85	3529841178	3594 Valley View Dr, Houston, TX, 77059	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-425538	CLM	Beverly Cunningham	1961-03-23	UHC-32494-13	4317146211	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-132124	ENR	Aisha Dixon	1970-05-02	UHC-18503-41	8528157086	81 Park Pl, Tucson, AZ, 85764	0.80	Phone reformatted SSN last four extracted Email lower-cased Placeholder values cleared
PRV-20737	PRV	Jerry X Johnson	1966-05-03	—	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-414606	CLM	Bobby Myers	1961-06-22	UHC-57492-30	9815330819	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-417235	CLM	Sophia Larson	1987-04-20	UHC-69834-51	—	6801 Washington St, Tempe, AZ, 85263	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-427884	CLM	Sara Delgado	1975-12-23	—	3327366791	7602 Mountain View Dr, Mesa, AZ, 85206	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
ENR-129265	ENR	Ryan J Henry	1999-10-05	UHC-84515-49	6389556282	1659 River Rd, Tampa, FL, 33680	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
CLM-420532	CLM	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
ENR-107823	ENR	Sharon C Aguylar	1990-09-19	UHC-98678-80	6279627998	4558 Pine Dr, Atlanta, GA, 30358	0.80	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed
TPA-55139	TPA	Pamela Webb	1961-07-11	—	6412204459	5174 Lake View Rd, San Diego, CA, 92163	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
ENR-105763	ENR	Kimberly Murphy	1992-01-22	UHC-37472-12	4873062774	3584 Pine Dr, Sacramento, CA, 95871	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
ENR-140436	ENR	Carol Cook	1949-05-06	UHC-10883-60	6604689244	7138 Indian School Rd, Jacksonville, FL, 32224	0.80	Phone reformatted SSN last four extracted State code upper-cased Placeholder values cleared
CLM-423894	CLM	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406273	CLM	Arjun Sanders	1961-05-25	UHC-60332-28	—	1118 Oak St, Miami, FL, 33190	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-105967	ENR	Owens Alice	1976-01-06	UHC-31723-72	5833281428	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-410944	CLM	Betsy Nguyen	1979-04-26	UHC-21227-68	4916010235	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-55529	TPA	Elizabeth Ward	1947-08-04	—	—	1229 Willow Ct, Seattle, WA, 98173	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-426916	CLM	Andrea Grant	1963-12-13	UHC-22283-25	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-429804	CLM	Nicholas Kelley	1946-09-21	UHC-80488-15	8802655372	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
ENR-128854	ENR	Joe Hanson	1954-07-06	UHC-36428-78	9898291402	7322 River Rd, Tempe, AZ, 85264	0.80	Name re-cased Phone reformatted SSN last four extracted Email lower-cased
ENR-116283	ENR	Lauren Lynch	1993-07-24	UHC-13897-33	3547497929	1657 Ocean Ave, San Antonio, TX, 78237	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-422943	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-422942	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared

2,817 rows, page 51 of 57Previous Next