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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100518	ENR	Debra E Jensen	1953-08-27	UHC-06981-22	—	5451 Desert Sky Blvd, Columbus, OH, 43227	0.70	Phone missing area code Street suffix standardised Address re-cased
CLM-426127	CLM	Victoria Rogers	2008-05-10	UHC-57091-14	—	1444 Indian School Rd, Plano, TX	0.70	Phone missing area code ZIP missing Placeholder values cleared
ENR-137981	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	—	7638 Lake View Rd Apt 3, Dallas, TX, 75215	0.70	Name re-cased Phone missing area code Unit split from street
ENR-108963	ENR	Sandovaal Z Thomas	1954-06-23	UHC-38256-64	—	1297 Apache Blvd, Charlotte, NC, 28288	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
ENR-133272	ENR	Logan Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.70	Name re-cased Two-digit birth year Phone missing area code
ENR-131454	ENR	Luis U Jones	1984-04-14	UHC-10104-58	—	2214 Washington St # 143, Atlanta, GA, 30344	0.70	Phone missing area code Unit split from street Whitespace trimmed
ENR-104371	ENR	Harris W Donald	1956-04-18	UHC-35499-52	—	2294 Valley View Dr, Plano, TX, 75073	0.70	Phone missing area code Street suffix standardised Address re-cased
ENR-133612	ENR	Cynthia Porter	1983-10-11	UHC-55361-65	—	—	0.70	Name re-cased Phone missing area code SSN last four extracted
ENR-125158	ENR	Margaret V Parker	1970-03-03	UHC-49124-60	—	2902 Willow Ct, Fresno, CA, 93748	0.70	Phone missing area code Street suffix standardised Address re-cased
ENR-123452	ENR	Marcus Rogers	1978-02-23	UHC-75022-68	—	9780 Cedar Ln, Dallas, TX, 75275	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
CLM-422181	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	—	2066 Main St, Atlanta, GA, 30343	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-403973	CLM	Catherine O Warren	1967-02-15	UHC-42276-35	—	290 Grand Ave, Fresno, CA, 93735	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-128919	ENR	Randy O Hlil	1960-06-02	UHC-78409-32	—	2962 Washington St, Columbus, OH	0.70	Phone missing area code ZIP missing Email lower-cased
ENR-133403	ENR	William L Welch	1957-06-18	UHC-69551-40	—	6116 Apache Blvd, Las Vegas, NV, 89138	0.70	Phone missing area code Street suffix standardised Address re-cased
ENR-130167	ENR	Joe V Young	1950-05-13	UHC-90926-97	—	8157 Highland Ave, Scottsdale, AZ, 85245	0.70	Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-113044	ENR	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC, 28238	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
PRV-27608	PRV	Douglas B Sims	1987-01-18	UHC-75923-17	—	—	0.70	Phone missing area code Gender normalised Placeholder values cleared
CLM-415656	CLM	Jack Garza	1965-12-27	UHC-07484-53	—	—	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
CLM-415479	CLM	Philip Payne	1950-02-15	UHC-56576-45	—	448 Grand Ave, Tucson, AZ, 85777	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-130037	ENR	Betty Evans	1998-04-26	UHC-40645-66	—	5941 Apache Blvd, Miami, FL, 33166	0.70	Phone missing area code Street suffix standardised Address re-cased
CLM-424039	CLM	Mazon Schultz	—	UHC-06517-82	—	773 Church St, Seattle, WA, 98158	0.70	Date of birth unreadable Phone missing area code Placeholder values cleared
CLM-415439	CLM	Aeron Fisher	1993-10-26	UHC-39898-77	—	1654 Ocean Ave, Jacksonville, FL	0.70	Phone missing area code ZIP missing Placeholder values cleared
ENR-122097	ENR	Kyle T Watkins	1984-12-10	UHC-94843-45	—	2406 Palm Dr # 708, Tampa, FL, 33648	0.70	Date of birth reformatted Phone missing area code Unit split from street
TPA-57421	TPA	Kathleen Howard	1986-01-21	—	—	3370 Oak St, Houston, TX, 77060	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
PRV-28376	PRV	Virginia Kim	1945-08-11	—	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-134075	ENR	Danielle K Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA	0.70	Phone missing area code City re-cased ZIP missing
ENR-129915	ENR	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ, 85251	0.70	Date of birth reformatted Phone missing area code State name converted to code
CLM-428412	CLM	William Bradley	1938-04-02	—	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-401342	CLM	Zachary Rodriguez	1941-10-09	UHC-03456-11	—	7339 Jefferson Ave, Los Angeles, CA, 90091	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-108516	ENR	Heather I Roze	1982-05-02	UHC-34695-21	—	8623 Sage Ct, Houston, TX, 77089	0.70	Name split from “Last, First”Phone missing area code Email lower-cased
TPA-55578	TPA	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
ENR-114537	ENR	Teresa Armstrong	1942-02-06	UHC-45294-16	—	769 Lincoln Way, Los Angeles, CA, 90017	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-121689	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-121462	ENR	Judith U Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.70	Phone missing area code City re-cased Gender normalised
ENR-135502	ENR	Teresa X Lewis	1966-01-18	UHC-51552-04	—	3555 Mesa Dr, Miami, FL, 33163	0.70	Name split from “Last, First”Phone missing area code Email lower-cased
ENR-123905	ENR	Janet Sullivan	2006-09-09	UHC-30448-70	—	9801 Desert Sky Blvd, Austin, TX, 78760	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
ENR-134725	ENR	Danielle Ross	1953-03-22	UHC-75922-92	—	5484 Mesa Dr, Mesa, AZ, 85266	0.70	Phone missing area code State name converted to code Whitespace trimmed
ENR-142643	ENR	Ralph Wells	1953-12-13	UHC-33177-69	—	4462 Bayshore Dr, Minneapolis, MN, 55479	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
PRV-25879	PRV	Ann Singh	1944-09-18	UHC-68432-82	—	1013 Camelback Rd, Fresno, CA, 93720	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-106747	ENR	Debra Park	1957-01-10	UHC-68058-17	—	2847 Spring St, Glendale, AZ, 85369	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-106531	ENR	Mariana C Hawkins	1960-03-08	UHC-87456-54	—	9230 Mountain View Dr # 685, Gilbert, AZ, 85264	0.70	Date of birth reformatted Phone missing area code Unit split from street
CLM-422087	CLM	Amanda Espinoza	2006-08-13	UHC-65635-71	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-425991	CLM	Carl Clark	1964-10-03	UHC-07708-62	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
ENR-140929	ENR	Btsy Myers	1981-12-18	UHC-25672-92	—	9332 Ridge Rd Apt 40, Dallas, TX, 75292	0.70	Name re-cased Phone missing area code Unit split from street
CLM-417047	CLM	Lori Nunez	2002-06-18	—	—	5216 Meadow Ln Apt 5, Plano, TX, 75053	0.70	Phone missing area code Unit split from street Placeholder values cleared
ENR-114464	ENR	Scott H Sullivan	1967-03-14	UHC-92896-53	—	7819 Willow Ct, Denver, CO, 80266	0.72	Phone missing area code SSN last four extracted
ENR-106052	ENR	Mei O Morales	—	UHC-43731-01	—	3223 Mountain View Dr, Fresno, CA, 93797	0.72	Date of birth unreadable Phone missing area code
ENR-111605	ENR	Angela Moreno	1953-07-01	UHC-23112-90	—	5173 Broadway, Atlanta, GA, 30357	0.72	Phone missing area code ZIP+4 trimmed
ENR-117682	ENR	Austin T Hanson	1974-09-09	UHC-99877-94	—	1610 Church St, Phoenix, AZ, 85030	0.72	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-409253	CLM	Douglas Harris	1941-12-09	UHC-15357-52	—	—	0.72	Two-digit birth year Phone missing area code

2,021 rows, page 32 of 41Previous Next