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

Third-party administrator, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57064	TPA	Jerry I Salazar	1990-01-10	—	—	6001 Ridge Rd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58523	TPA	Austin Cunningham	2005-12-11	—	—	4366 Forest Ave, Phoenix, AZ, 85002	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57287	TPA	Ahmed Black	1995-11-24	UHC-40100-10	5652872375	4516 Indian School Rd, Fresno, CA, 93720	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55253	TPA	Carol R Walker	1986-08-16	—	2052651534	384 Grand Ave, Orlando, FL, 32870	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50647	TPA	Marcus Mendez	1998-01-10	—	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-59192	TPA	Christopher Castro	2005-02-27	—	3014325148	1841 Maple Ave, Las Vegas, NV, 89108	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52165	TPA	Mark Hernandez	1962-02-06	—	5612488793	2686 Sunset Blvd, Charlotte, NC, 28281	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53468	TPA	Marilyn Hunt	2000-04-25	—	—	2638 Indian School Rd, Nashville, TN, 37286	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52312	TPA	Jeffrey Oliver	2008-06-11	UHC-68483-48	5979621331	5314 Camelback Rd, Mesa, AZ, 85264	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57736	TPA	Nicholas Brooks	1982-04-20	—	—	9470 Bayshore Dr, Fresno, CA, 93760	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59395	TPA	Cynthia Baker	1939-09-16	—	—	5643 Park Pl, Phoenix, AZ, 85044	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60269	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53830	TPA	Brenda S Jimenez	1946-09-24	—	—	3317 Mountain View Dr, Atlanta, GA, 30315	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54321	TPA	Bobby Ferguson	1954-07-24	—	8354778259	541 Hillcrest Rd, Orlando, FL, 32896	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57504	TPA	Austin Chavez	1997-11-14	—	—	2492 Spring St, Seattle, WA, 98110	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-60896	TPA	Jean Pena	1952-11-26	UHC-63144-44	—	2729 Market St, San Antonio, TX, 78227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55744	TPA	Anthony Lewis	1952-08-09	—	—	7328 Union St, Houston, TX, 77058	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58405	TPA	Sandra White	1941-03-24	—	2069152864	498 Main St, San Antonio, TX, 78253	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63567	TPA	Dick Ward	1973-04-10	—	—	6126 Baseline Rd, Tampa, FL, 33679	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51995	TPA	Mike Henry	1990-05-07	—	—	6130 Mountain View Dr, Tempe, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56549	TPA	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51086	TPA	Harold Soto	1999-02-06	—	—	5478 Elm St, Miami, FL, 33123	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-61949	TPA	Eugene U Martinez	1977-07-22	—	5557898981	17 Pine Dr, Plano, TX, 75043	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57780	TPA	Diana Armstrong	1969-06-23	—	—	1554 Palm Dr, Los Angeles, CA, 90085	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58951	TPA	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59089	TPA	Fatima Kelly	1973-06-10	—	—	4014 Jefferson Ave, Mesa, AZ, 85237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51797	TPA	Albert Park	1990-08-25	—	—	1473 Hillcrest Rd, Chandler, AZ, 85212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61855	TPA	Charlotte Kenndey	1945-11-08	—	—	6137 Maple Ave, Chandler, AZ, 85214	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61432	TPA	Scott Hawkins	2008-06-10	—	—	8995 Pine Dr, Tempe, AZ, 85250	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50867	TPA	Kelly Ford	1981-02-06	—	—	8521 Desert Sky Blvd, Phoenix, AZ, 85066	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52287	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62696	TPA	Albert Cruz	1992-09-19	—	—	1079 Lake View Rd, Gilbert, AZ, 85238	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60826	TPA	Andrew Sanders	1991-07-16	—	—	5567 Bayshore Dr, Tampa, FL, 33617	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52455	TPA	Aaron F Cruz	1996-11-03	—	6938838610	4625 Spring St, Las Vegas, NV, 89151	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61652	TPA	John Padilla	1991-03-22	—	6249462986	6058 Ocean Ave, Tucson, AZ, 85798	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62357	TPA	Danielle W Jones	1991-08-18	—	—	9088 Baseline Rd, Chandler, AZ, 85292	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61222	TPA	Barbara Park	1982-05-01	—	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62462	TPA	Rebecca Ortiz	1958-03-24	—	—	6811 Harbor Blvd, Phoenix, AZ, 85091	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63575	TPA	Paul Henderson	1981-12-19	—	—	666 Highland Ave, Austin, TX, 78739	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62150	TPA	Beverly Santos	1984-03-21	—	7458275991	7505 Ocean Ave, Fresno, CA, 93736	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56022	TPA	Willie Owens	2008-09-07	—	—	4477 Central Ave, Columbus, OH, 43244	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52896	TPA	Eugene Cox	1983-02-14	—	9205851897	28 Spring St, Miami, FL, 33105	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57066	TPA	Melissa Henderson	1956-08-04	UHC-06487-05	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61199	TPA	Pemela Arnold	1974-03-06	—	—	3833 Willow Ct, Tempe, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57268	TPA	Brenda Robinson	1946-11-23	—	3414444166	8740 Sunset Blvd, Nashville, TN, 37205	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56822	TPA	Ryan Pena	2001-06-09	—	7308569872	4274 Washington St, Los Angeles, CA, 90057	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64361	TPA	Russell Jacobs	1986-02-10	—	—	3278 Spring St, Denver, CO, 80225	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-64326	TPA	Racehl Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave, San Diego, CA, 92164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55693	TPA	Rachel Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56786	TPA	Lawrence Kennedy	1940-07-23	—	9592139256	2893 Baseline Rd, Dallas, TX, 75217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,854 rows, page 108 of 158Previous Next