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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111353	ENR	Lori W Wang	1972-07-02	UHC-09207-57	4016432546	7791 Meadow Ln, Atlanta, GA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407004	CLM	Deborah Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-119805	ENR	Cynthia W Sanders	1982-11-05	UHC-47513-40	9096173880	3725 Central Ave, Tempe, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408576	CLM	Marilyn H Nichols	1944-03-06	—	2109932813	5511 Baseline Rd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-422366	CLM	Mary Dunn	2006-01-08	UHC-29729-74	—	7093 Mountain View Dr, Tampa, FL	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-406176	CLM	Denny Davis	1995-02-16	UHC-45986-39	—	1031 Jefferson Ave, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-140850	ENR	Sarah A Peterson	2003-09-15	UHC-16432-33	2714469812	6100 Lincoln Way, Minneapolis, MN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-119026	ENR	Steven Fuller	1977-02-14	UHC-48850-17	—	9564 Mountain View Dr, Chandler, AZ	0.78	Date of birth reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
PRV-29449	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-20184	PRV	Jacqueline Lawrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-107650	ENR	Mary N Fields	1988-03-05	UHC-83147-55	6723571152	9296 Oak St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-412433	CLM	Alice Henry	1942-11-22	—	3186401988	4514 Indian School Rd, Denver, CO	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-54105	TPA	Christian Rojas	2002-10-10	UHC-82285-28	7739920381	2152 Oak St, Phoenix, AZ	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-417272	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-127023	ENR	Frank J Burton	1964-11-25	UHC-35602-95	5826910621	7178 Indian School Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
PRV-20240	PRV	Billy Thomas	1961-12-16	UHC-23266-84	7184032127	394 Cedar Ln, Mesa, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-432245	CLM	Frak Alen	1974-11-07	UHC-03524-51	6138829522	3277 Baseline Rd, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-54728	TPA	Judy Maritn	1977-07-26	—	9288111335	9886 Highland Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-118404	ENR	Andrew Munoz	1978-02-12	UHC-15036-66	8285064570	9411 Lincoln Way, Glendale, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
CLM-413241	CLM	Lisa Mendez	1953-09-05	UHC-19854-24	5005642611	9253 Jefferson Ave, San Diego, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-116491	ENR	Jonathan B Parker	1952-09-07	UHC-53297-26	6466498212	8769 Lincoln Way, Seattle, WA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-409512	CLM	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26429	PRV	Timothy I Sullivan	1992-05-26	—	3903477696	5317 Washington St, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-110904	ENR	Sandra R Armstrong	2002-10-02	UHC-91700-78	8517128635	1394 Baseline Rd, Glendale, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-401938	CLM	Katherine Montgomery	1996-08-07	—	9325545090	6855 Sunset Blvd, Tempe, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-51235	TPA	Karen Bishop	1983-05-01	—	8607064390	5869 Mountain View Dr, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
TPA-61464	TPA	Ahmed Grza	1940-04-10	UHC-76720-29	6492316062	4490 Elm St, Scottsdale, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-106587	ENR	Julia Meyer	1974-10-05	UHC-32929-28	4508333637	2629 Bayshore Dr, Sacramento, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-122963	ENR	Donna A Evans	1960-11-01	—	5206216393	4193 Forest Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-431992	CLM	Eily N Coleman	1989-07-05	UHC-34875-70	4516399546	6077 Highland Ave, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25620	PRV	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-126082	ENR	Ann Singh	1944-09-18	UHC-68432-82	2323236049	9512 Main St, Miami, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-23074	PRV	Albert Q Delgado	1951-04-25	UHC-21429-15	8015219221	1506 Broadway, San Diego, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-53163	TPA	Mason Harper	1996-05-08	UHC-52064-23	—	6142 Hillcrest Rd, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-421163	CLM	Elijah Carlson	1990-07-25	UHC-45667-50	6164011340	7199 Broadway, Miami, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-420577	CLM	Willie Daniels	2006-11-01	UHC-73258-28	2929570764	604 Broadway, San Antonio, TX	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-51921	TPA	Jensen Gregory	2005-08-16	—	—	3096 Pine Dr, Scottsdale, AZ	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-138960	ENR	Gloria C Hernandez	1982-06-04	UHC-15718-66	4089384926	8945 Spring St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
CLM-427861	CLM	Mariana Perez	1994-09-22	—	6747055863	4020 Meadow Ln, San Diego, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-21160	PRV	Ahmed Robertson	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401298	CLM	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-57151	TPA	Dylan Rogers	1953-07-20	—	8109434477	9893 Sunset Blvd, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
ENR-113354	ENR	Samuel Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-134780	ENR	Peter C Clark	1938-10-16	UHC-18725-87	3116145856	3744 Sunset Blvd, Eden Prairie, MN	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-415386	CLM	Sara Wlech	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-110187	ENR	Kayla Wheeler	1938-11-09	UHC-62250-44	5673888538	5670 Valley View Dr, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
TPA-55459	TPA	Munoz Brandon	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-430511	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-107766	ENR	Jennifer B Le	1989-11-07	UHC-60356-12	8518413815	8849 Elm St, Columbus, OH	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-422828	CLM	Camila Larson	1954-08-12	UHC-67351-26	—	9175 Maple Ave, Nashville, TN	0.78	City re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more

7,146 rows, page 122 of 143Previous Next