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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-119231	ENR	Tyler L Burke	1956-11-01	UHC-27256-39	7277823447	4247 Cedar Ln, Sacramento, CA, 95892	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-122888	ENR	Patricia I Austin	1974-08-10	UHC-85341-11	6975094085	829 Broadway, Columbus, OH, 43210	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
ENR-119589	ENR	Lisa H Nunez	1998-11-13	UHC-01376-40	6524929615	1373 Lake View Rd, Charlotte, NC, 28214	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-404890	CLM	Samantha Gonzalez	1939-04-09	UHC-43456-07	4035114429	9765 Meadow Ln, San Antonio, TX, 78275	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-116498	ENR	Noah Riley	1991-07-13	UHC-66572-58	3923017100	5978 Mountain View Dr, Plano, TX, 75073	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-55622	TPA	Keith Burns	1988-09-16	—	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-125150	ENR	Danielle D King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.76	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
CLM-431526	CLM	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	1059 Indian School Rd, Austin, TX, 78745	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-101667	ENR	Kevin Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.76	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
ENR-119548	ENR	Austin Wagner	1955-09-19	UHC-71456-87	6856311282	6113 Broadway, Atlanta, GA, 30349	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-413664	CLM	Josh T Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-136948	ENR	Padilla R Sharon	1952-10-26	UHC-82142-81	4472237586	134 Indian School Rd, Nashville, TN, 37257	0.76	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
TPA-57370	TPA	Michael Simmoons	1994-02-27	—	3948378915	3978 Broadway, Houston, TX, 77078	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-400077	CLM	Helen Reed	1981-06-15	—	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408572	CLM	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-121093	ENR	Doris M Andesron	1940-06-16	UHC-85647-30	4764683227	5796 Broadway, Sacramento, CA, 95828	0.76	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
ENR-104498	ENR	Anthony Bryant	1952-09-21	UHC-86169-56	2549699421	5921 Valley View Dr, Charlotte, NC, 28286	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-26427	PRV	Brenda W Edwards	1966-12-10	—	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-128371	ENR	Adam Soto	1963-03-23	UHC-12844-11	4985483779	9217 Spring St, Jacksonville, FL, 32274	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
ENR-123743	ENR	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-430567	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430568	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-401202	CLM	Maria Simpson	1939-09-04	—	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-140334	ENR	Lauren J Gardner	1941-12-03	UHC-93105-87	9764043498	5510 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-121943	ENR	Mark Mills	1962-04-06	UHC-76696-99	6477423538	5792 Broadway, Glendale, AZ, 85397	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-22743	PRV	Danielle Anderson	1985-08-09	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-108163	ENR	William Stewart	1976-08-11	UHC-87792-82	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-135649	ENR	Carol Murray	1967-04-06	UHC-75188-27	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Name re-cased Two-digit birth year State code upper-cased Email lower-cased+2 more
ENR-104043	ENR	Arjun McDonald	1941-08-26	UHC-38130-42	9256705968	2118 Meadow Ln, Orlando, FL, 32868	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-55730	TPA	Kayla Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-410775	CLM	Diego Lopez	2000-09-16	UHC-40396-40	—	9378 Elm St, Seattle, WA, 98148	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
PRV-25482	PRV	Sara Sanders	1984-10-03	—	3823178732	2217 Grand Ave, Austin, TX, 78701	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-112187	ENR	Arjnu R Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-115399	ENR	Dan E Valdez	1943-11-16	UHC-10960-44	8492869141	255 Church St, Glendale, AZ, 85329	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135023	ENR	Sharon C Gray	1960-01-01	UHC-95468-33	3296595868	4386 Pine Dr, Eden Prairie, MN, 55363	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-25055	PRV	Yuki Rios	1979-11-21	—	5425797223	2827 Central Ave, Orlando, FL, 32883	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-416763	CLM	Aisha Baley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX, 78703	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-100892	ENR	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-115986	ENR	Roger A Rodriguez	1956-03-28	UHC-43606-52	8667400237	7531 Valley View Dr, Fresno, CA, 93740	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-22741	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
CLM-420426	CLM	Arjun Lawrence	1984-05-05	UHC-29118-42	5147181288	6371 Sage Ct, San Antonio, TX, 78294	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-419995	CLM	Debra H Cleman	1972-03-28	—	—	6947 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Two-digit birth year City re-cased State code upper-cased+2 more
PRV-27403	PRV	Grace Dixon	1983-09-19	UHC-62535-51	8104551642	5204 Palm Dr, Miami, FL, 33134	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
ENR-113594	ENR	Mark S Evans	1965-11-08	UHC-79386-51	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-121832	ENR	Madison Banks	1979-11-18	UHC-14617-14	8654682870	515 Valley View Dr, Jacksonville, FL, 32291	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more

6,661 rows, page 103 of 134Previous Next