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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62081	TPA	Mary Carroll	2002-08-18	—	—	2762 Maple Ave, Orlando, FL, 32886	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50098	TPA	Deboarh Murry	2003-04-24	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56381	TPA	Eugene Washington	1980-11-20	—	—	9165 Lake View Rd, Houston, TX, 77099	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55906	TPA	Abby O Walker	1944-08-21	—	—	9062 Ridge Rd, Sacramento, CA, 95815	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51141	TPA	Billy King	2001-11-28	—	7214603681	2775 Broadway, Columbus, OH, 43288	0.80	Phone reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52144	TPA	Catherine Fosteer	1998-10-10	—	—	6272 River Rd, Miami, FL, 33115	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57639	TPA	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60013	TPA	Carlos Daniels	1974-11-06	—	—	7882 Harbor Blvd, San Diego, CA, 92132	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53461	TPA	Jose Perry	1967-07-03	—	9156935561	7548 Mountain View Dr, Fresno, CA, 93749	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56388	TPA	Joan Torres	1963-04-07	—	—	7239 Ridge Rd, Orlando, FL, 32894	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62775	TPA	Susan Z Barnes	1999-01-17	—	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61690	TPA	Roy Lawrence	1993-06-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64249	TPA	Amber Ruiz	1947-11-07	—	8288418858	9109 Union St, Scottsdale, AZ, 85281	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
TPA-56703	TPA	Martha P Ferguson	1990-08-18	—	—	6568 Broadway, San Antonio, TX, 78288	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57984	TPA	Denise Padilla	1970-09-21	—	—	5052 Church St, Phoenix, AZ, 85080	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-55743	TPA	Anthony Lewis	1952-08-09	—	—	7328 Union St, Houston, TX, 77058	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59979	TPA	Frank Banks	1981-05-15	—	5343609093	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64413	TPA	Benjamin Olson	1977-02-25	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62671	TPA	Rebecca Estrada	1998-01-03	UHC-94735-59	—	9541 Jefferson Ave, Atlanta, GA, 30310	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50096	TPA	Deborah T Murray	2003-04-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57630	TPA	Carl T Weber	1999-04-18	—	—	2535 Market St, Charlotte, NC, 28221	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54718	TPA	Ashley Hayes	1970-03-20	UHC-08753-09	—	2850 Valley View Dr, Chandler, AZ, 85230	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59729	TPA	Patricia E Sanchez	1942-07-20	—	—	8616 Bayshore Dr, Chandler, AZ, 85240	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63253	TPA	Martha Marquez	2002-07-06	—	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61386	TPA	Amy Ruuiz	2005-04-11	—	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-60997	TPA	Joe Ramos	1969-08-23	—	—	6532 Mountain View Dr, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54544	TPA	Lisa Daniels	1948-04-20	—	—	420 Lincoln Way, Dallas, TX, 75216	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53018	TPA	Steev Meer	1999-09-17	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-50859	TPA	Maria James	2001-11-10	—	—	9109 Broadway, Orlando, FL, 32841	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-56492	TPA	Priya Y Schultz	1969-11-28	UHC-36322-49	4144723519	4149 Ocean Ave, Miami, FL, 33195	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60325	TPA	Amber U Willis	1990-08-08	—	—	9561 Mountain View Dr, Sacramento, CA, 95848	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59385	TPA	Benjamin Dean	1953-07-17	—	6039561652	2589 Church St, Dallas, TX, 75278	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58862	TPA	Ashley Park	1984-03-25	—	—	5422 Meadow Ln, Miami, FL, 33129	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58455	TPA	Ethan Morris	2002-06-13	—	—	1385 Mountain View Dr, Mesa, AZ, 85269	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54815	TPA	Keith Palmer	1984-02-21	—	6806927523	7266 Meadow Ln, Columbus, OH, 43211	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-50667	TPA	Deborah Wright	1997-11-24	—	—	7683 Market St, Orlando, FL, 32813	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64195	TPA	Diane Gordon	1974-08-21	—	2423452434	9110 Camelback Rd, Dallas, TX, 75211	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59010	TPA	Christina Armstrong	1977-06-05	—	6675606643	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-51576	TPA	Nicole Wood	2002-05-07	UHC-81471-19	—	3460 Sage Ct, San Antonio, TX, 78286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61078	TPA	Madison Black	1995-03-09	—	—	5866 Sunset Blvd, Tucson, AZ, 85747	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-50544	TPA	Karen Martinez	1972-11-01	—	4828590805	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-50398	TPA	Dylan Green	1988-01-20	—	—	8017 Ridge Rd, Tempe, AZ, 85241	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57838	TPA	Heather Pierce	1966-05-21	—	—	3017 Ocean Ave, Minneapolis, MN, 55455	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55200	TPA	Henry Yang	1987-12-03	—	—	4104 Highland Ave, Dallas, TX, 75298	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50710	TPA	Jerry Walsh	1994-09-24	—	—	6984 Union St, Tampa, FL, 33621	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58599	TPA	Bradley Santos	2004-03-03	—	3624043138	8363 Sage Ct, Phoenix, AZ, 85079	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-64114	TPA	Mark Johnson	1938-08-27	—	—	3509 Main St, Fresno, CA, 93775	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63404	TPA	Arthur Burns	1985-09-27	—	—	4680 Desert Sky Blvd, Miami, FL, 33165	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60415	TPA	Arjun Jones	1953-02-05	—	8045062354	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60791	TPA	Beverly Ramirez	1979-04-12	—	7684237278	683 River Rd, Atlanta, GA, 30303	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 171 of 283Previous Next