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
ENR-124028	ENR	Walter R Stewart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431669	CLM	Michael A Howard	1947-06-26	UHC-16390-23	—	2431 Park Pl, Las Vegas, NV, 89151	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted State name converted to code+1 more
ENR-130522	ENR	Cynthia F Riley	2005-03-25	UHC-72872-05	8305091922	6028 Pine Dr, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-138595	ENR	Billy Z Herrera	1981-04-28	UHC-97480-71	7619816762	3510 Park Pl, Fresno, CA, 93779	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-129554	ENR	Andrew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL	0.54	Name split from “Last, First”SSN last four extracted ZIP missing Email lower-cased+1 more
CLM-409671	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	—	6249 Mesa Dr, Atlanta, GA, 30366	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28764	PRV	Weaver Danielle	1971-06-27	UHC-98676-06	—	724 Palm Dr, Atlanta, GA, 30341	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53366	TPA	Brittany Knight	1950-10-10	—	—	3394 Mesa Dr, Columbus, OH, 43281	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111722	ENR	Isabella Vargas	1986-02-11	UHC-15108-51	5275895476	552 Harbor Blvd, Tampa, FL, 33617	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60026	TPA	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411282	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411283	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403945	CLM	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117933	ENR	Heather P Perez	1961-11-18	UHC-55402-81	6448312534	8482 Church St # 462, Eden Prairie, MN, 55394	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-415812	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415813	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425919	CLM	Stephanie Martinez	1978-06-25	—	—	4964 Church St, Sacramento, CA, 95810	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115998	ENR	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN, 55305	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54337	TPA	Evelyn Gardner	1981-08-14	—	—	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114321	ENR	Theresa D Turner	1970-08-04	UHC-58865-81	4567946237	6512 River Rd, San Diego, CA, 92111	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-103599	ENR	Jack Reed	—	UHC-42013-97	—	9195 River Rd, Charlotte, NC, 28255	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-113386	ENR	Katherine Romero	1960-05-18	UHC-26431-22	9134558005	3633 Mountain View Dr, Tampa, FL, 33683	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-407695	CLM	Bob U Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave # 563, Chandler, AZ, 85270	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102001	ENR	Kayla Medina	1953-05-27	UHC-08933-32	—	8044 Forest Ave, Mesa, AZ, 85206	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113580	ENR	David X Hudson	1941-10-26	UHC-52527-30	—	2624 River Rd, San Antonio, TX, 78204	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-113006	ENR	Sntiago Garza	1994-07-26	UHC-94718-70	3157505502	4439 Highland Ave, Atlanta, GA, 30315	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136911	ENR	Philip I Fox	1942-06-16	UHC-24518-69	4274567129	5198 Baseline Rd, Los Angeles, CA, 90077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60001	TPA	Daniel Reid	1980-05-26	—	—	7481 Park Pl, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120644	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
TPA-52929	TPA	Pamela Q Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.54	Name split from “Last, First”Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-428051	CLM	Ethan Williamson	1984-12-10	—	—	2609 Palm Dr, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116807	ENR	Juan B Carpenter	2000-06-11	UHC-33252-10	—	5866 Church St, Columbus, OH, 43237	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-102382	ENR	Kayla V Oliver	1968-06-25	UHC-52302-68	9247620522	159 Meadow Ln, Sacramento, CA, 95818	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-56606	TPA	Burke I Charles	—	—	—	3100 Lake View Rd, Atlanta, GA, 30302	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-56605	TPA	Burke I Charles	—	—	—	3100 Lake View Rd, Atlanta, GA, 30302	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-119258	ENR	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd # 273, Phoenix, AZ, 85036	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55039	TPA	Ben Montgomery	2002-01-13	—	—	1185 Central Ave, Glendale, AZ, 85306	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406309	CLM	Joseph Thompson	1944-11-23	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-26371	PRV	Paul Jordan	1958-10-24	UHC-04379-22	—	3424 Apache Blvd, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code City re-cased+1 more
CLM-405207	CLM	Fatima Richardson	1959-12-19	UHC-74401-31	—	3512 Elm St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408176	CLM	Robert Maldonado	—	—	—	7388 Palm Dr, Orlando, FL, 32844	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-122203	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	—	5832 Sunset Blvd, Scottsdale, AZ, 85288	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422296	CLM	Wei Tucker	1979-12-27	—	2356894324	5189 Valley View Dr, Nashville, TN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60932	TPA	Charles Reid	1996-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-116675	ENR	Isabella N Torres	2008-09-07	UHC-07446-40	3658395638	7978 Ridge Rd, Tucson, AZ, 85785	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123051	ENR	Zachary Romero	1992-04-13	UHC-18836-74	7353258273	283 Camelback Rd, Eden Prairie, MN, 55327	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112279	ENR	Eddie Z Morales	1992-03-08	UHC-12549-96	3037757591	5801 Forest Ave, Tampa, FL, 33685	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109765	ENR	Joseph C Kiing	1982-12-04	UHC-46651-11	7038362946	9130 Broadway Apt 37, Jacksonville, FL	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-430218	CLM	Noah Bryant	1967-03-10	UHC-41330-62	3938230395	5903 Palm Dr # 428, Atlanta, GA, 30343	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-55978	TPA	Ramirez Heather	1985-09-07	—	—	3843 Main St Apt 18, Plano, TX, 75050	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more

9,980 rows, page 59 of 200Previous Next