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-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109931	ENR	Laura Baker	1972-07-17	UHC-35298-05	—	6997 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140742	ENR	Richard Fostre	1986-07-13	UHC-61183-63	—	2550 Washington St, Phoenix, AZ, 85012	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54635	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54634	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-130292	ENR	Rebecca McDonald	1999-03-21	UHC-79820-75	—	5631 Sage Ct, Scottsdale, AZ, 85275	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420350	CLM	Helen Wright	1968-04-24	—	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408337	CLM	Gary Q West	1998-01-17	UHC-19798-12	—	6358 Ocean Ave, Columbus, OH, 43278	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-136148	ENR	Lawrence S Carter	1943-08-09	UHC-03473-40	—	7006 Pine Dr, Miami, FL, 33145	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-117170	ENR	Mary F Robinson	2006-01-16	UHC-73204-84	—	7941 Valley View Dr, Mesa, AZ, 85244	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408601	CLM	Arthur Lucas	1983-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427390	CLM	Elijah Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ, 85282	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410755	CLM	Mateo Cook	—	UHC-41125-17	—	—	0.64	Name re-cased Date of birth missing Phone missing area code Member ID reformatted+2 more
CLM-423911	CLM	Russell Ward	1968-09-05	UHC-88290-82	—	1653 Maple Ave, Glendale, AZ, 85323	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116044	ENR	Evelyn T Gonzales	1962-02-20	UHC-76218-22	—	942 Valley View Dr, San Antonio, TX, 78274	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-128483	ENR	Ramirez Jean	2005-03-05	UHC-02634-12	—	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-133777	ENR	Walter Guerrero	2001-02-15	UHC-26876-34	—	8015 Apache Blvd, Minneapolis, MN, 55469	0.64	Name re-cased Phone missing area code SSN last four extracted City re-cased+2 more
PRV-28646	PRV	Ryan Price	1972-08-09	—	—	6961 Market St, Mesa, AZ, 85290	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27365	PRV	Debra N Schmidt	1941-08-21	UHC-39182-52	—	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134033	ENR	William Bryant	1950-11-09	UHC-37429-27	—	4794 Highland Ave, Columbus, OH, 43265	0.64	Name re-cased Phone missing area code Email lower-cased Gender normalised+2 more
PRV-25305	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	—	3762 Market St, Glendale, AZ, 85321	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430318	CLM	Ethan Peters	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-133059	ENR	Theresa I Jordan	2003-10-04	UHC-42470-04	—	9194 Ocean Ave, Mesa, AZ, 85257	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413981	CLM	Kayla H Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-425629	CLM	Lius Green	1964-04-24	UHC-57723-18	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-100696	ENR	Jacob G Gomez	1951-07-05	UHC-46357-44	—	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-121479	ENR	Joan Carr	2004-03-05	UHC-03224-30	—	3124 Apache Blvd, Gilbert, AZ, 85271	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
PRV-27743	PRV	Nancy Y Valdez	2002-06-24	UHC-34666-58	—	3019 Park Pl, Tucson, AZ, 85734	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53482	TPA	Stephen Morrison	1955-04-04	—	—	8567 Spring St, San Diego, CA, 92111	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128972	ENR	Christian Ortega	1969-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX, 77056	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-402881	CLM	Eugene Tran	1985-09-05	UHC-63592-24	—	7045 Forest Ave, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
PRV-21717	PRV	Carolyn Lopez	2001-09-05	UHC-67098-51	—	6186 Washington St, Phoenix, AZ, 85059	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124252	ENR	Diego T Snyder	1949-08-27	UHC-88457-52	—	8410 Valley View Dr, Columbus, OH, 43259	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63223	TPA	Betty Sandoval	1944-09-25	UHC-13305-47	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112476	ENR	Camila Kim	1985-10-22	UHC-32872-19	—	9150 Central Ave, Fresno, CA, 93754	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-138336	ENR	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105550	ENR	Jason Sancheez	1960-08-06	UHC-50529-27	—	873 Willow Ct, Tucson, AZ, 85760	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
TPA-60532	TPA	Cynthia N Elliott	2006-11-12	—	—	9783 Grand Ave, Scottsdale, AZ, 85299	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-110036	ENR	Austin Z Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25570	PRV	Ronald Long	1972-07-10	—	—	3301 Oak St, Charlotte, NC, 28270	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20204	PRV	Brandon Jackson	1938-03-22	—	—	9363 Bayshore Dr, Atlanta, GA, 30335	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-29486	PRV	Lucia J Castillo	1989-12-02	UHC-03398-73	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423879	CLM	Diane Austn	1955-11-21	UHC-03189-68	—	2127 Maple Ave, Eden Prairie, MN, 55302	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more

2,021 rows, page 20 of 41Previous Next