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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50212	TPA	Fatima Kim	1976-08-22	—	—	6634 Baseline Rd, Charlotte, NC, 28222	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54432	TPA	Steven Ward	1974-11-26	—	—	6742 Elm St, Las Vegas, NV, 89134	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64390	TPA	Mateo Black	1994-09-12	UHC-06260-45	—	1266 Jefferson Ave, Tucson, AZ, 85722	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54370	TPA	Noah Reid	1965-08-22	—	—	360 Sage Ct, Charlotte, NC, 28208	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57621	TPA	James Soto	2002-03-26	—	5302381197	7915 Meadow Ln, Atlanta, GA, 30342	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57441	TPA	Jacob Little	1974-07-12	—	6986938137	6323 Canyon Rd, Atlanta, GA, 30382	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60733	TPA	Joseph Johnston	1950-10-17	—	—	1263 Central Ave, Scottsdale, AZ, 85273	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51460	TPA	Grace Bell	1995-11-19	—	—	6185 River Rd, San Antonio, TX, 78256	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61555	TPA	Gloria Salazar	1943-01-13	—	—	944 Forest Ave, Orlando, FL, 32805	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
TPA-60638	TPA	Walter Nelson	2000-07-28	—	—	4332 Oak St, Phoenix, AZ, 85010	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57806	TPA	Christopher Johnson	1938-01-19	—	9517842787	8530 Cedar Ln, Minneapolis, MN, 55412	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64445	TPA	Joan Wbeer	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-55043	TPA	Theresa Jimenez	1971-10-04	—	—	3652 River Rd, Fresno, CA, 93777	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60491	TPA	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60492	TPA	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-51558	TPA	Daniel Dean	1950-10-04	—	—	3184 Spring St, Austin, TX, 78776	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61425	TPA	Scott Ducan	1970-06-06	UHC-34340-60	—	71 Bayshore Dr, Los Angeles, CA, 90071	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59550	TPA	Helen Santiago	1959-06-06	—	—	9467 Spring St, Houston, TX, 77085	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61409	TPA	Alexnder Palmer	1984-03-01	—	—	8899 Apache Blvd, Dallas, TX, 75278	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
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-59505	TPA	Teresa Chavez	1955-12-19	UHC-86083-05	8972857938	8567 Church St, Houston, TX, 77019	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
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-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-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-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-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-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-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-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-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-63748	TPA	Ahmed O Coleman	1975-03-03	—	5126065971	4581 Forest Ave, Columbus, OH, 43255	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
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-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-63300	TPA	Priya H Estrada	1980-01-15	UHC-63095-70	—	9798 Sage Ct, Columbus, OH, 43245	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63692	TPA	Jack Morris	1944-06-09	—	—	9062 Forest Ave, Seattle, WA, 98182	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61781	TPA	Ralph Jacobs	1999-04-07	—	—	1278 River Rd, Phoenix, AZ, 85090	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50068	TPA	Maria Dvis	2007-03-12	UHC-35556-52	—	5103 Willow Ct, Tempe, AZ, 85247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58742	TPA	Richard Elliott	1965-03-28	—	—	5139 Ridge Rd, Dallas, TX, 75223	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 139 of 156Previous Next