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-56430	TPA	Patrick D Wiilliamson	1971-11-13	—	—	105 Highland Ave, Miami, FL, 33162	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51240	TPA	Wayne Coleman	1961-12-22	UHC-27015-08	—	691 Grand Ave, Tampa, FL, 33621	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54805	TPA	Charlotte Lee	1938-01-07	—	—	1687 Maple Ave, Columbus, OH, 43216	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57355	TPA	Sctot Kennedy	1979-06-24	—	6317779780	5665 Ridge Rd, Phoenix, AZ, 85055	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-51807	TPA	Jose Carpenter	1971-02-23	—	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-61147	TPA	Sophia Hunt	1997-11-18	—	—	5141 Valley View Dr, Phoenix, AZ, 85027	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64354	TPA	Ahmed Adams	1986-11-16	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50202	TPA	John Contreras	1974-04-23	—	—	5777 Bayshore Dr, Denver, CO, 80279	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57542	TPA	Nicole Owens	1974-09-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57543	TPA	Nicole Owens	1974-09-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57065	TPA	Albert Vargas	1995-09-27	—	—	113 Willow Ct, Minneapolis, MN, 55444	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54460	TPA	Chuck Rice	1953-09-09	—	—	8697 Main St, Jacksonville, FL, 32245	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57683	TPA	Evelyn Jensen	2005-05-28	UHC-72278-72	—	9886 Sage Ct, Phoenix, AZ, 85052	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60032	TPA	Samantha Lne	1939-04-24	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51070	TPA	Douglas Morgan	1974-01-02	—	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.82	Phone reformatted State name converted to code Placeholder values cleared
TPA-57061	TPA	Henry W Kennedy	1990-11-13	—	—	9131 Oak St, Fresno, CA, 93700	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51001	TPA	Sandra Wouds	1950-04-09	UHC-62281-29	—	2795 Broadway, Denver, CO, 80232	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52670	TPA	George Hawkins	1952-08-07	—	—	6268 Ridge Rd, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50858	TPA	Tyler Mitchell	1981-06-17	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-50934	TPA	Gary Munoz	1965-10-25	—	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58204	TPA	Charles James	1985-01-01	—	—	6831 Desert Sky Blvd, Miami, FL, 33107	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53194	TPA	Heather K Arnold	1939-10-06	UHC-93459-97	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54608	TPA	Timothy Martin	1985-02-15	—	—	5826 Maple Ave, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54842	TPA	Alice J Vasquez	2002-04-17	—	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-61418	TPA	Bobby Graham	1946-06-21	UHC-35937-07	—	7881 Palm Dr, Nashville, TN, 37272	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64412	TPA	Ben Olson	1977-02-25	—	—	3921 Lincoln Way, Jacksonville, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54248	TPA	Ann Jecobs	1982-08-04	—	—	5062 Lake View Rd, Fresno, CA, 93738	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54204	TPA	Jessica Grant	2004-10-17	—	—	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-51783	TPA	Emily Jenkins	2001-03-17	—	—	7216 Canyon Rd # 636, Austin, TX, 78700	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54075	TPA	Alan Nichols	1964-11-07	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-50901	TPA	Ray Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61797	TPA	Jacob Stone	1974-08-15	—	—	3481 River Rd, Atlanta, GA, 30379	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-54534	TPA	Alice Marshall	1988-11-22	UHC-34390-28	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-50123	TPA	Jacob Hamilton	1987-09-19	—	7252173776	9073 Grand Ave, Columbus, OH, 43214	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61854	TPA	Charlotte Kennedy	—	—	—	—	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-55766	TPA	Eric Cox	1958-03-26	UHC-62852-94	—	1825 Meadow Ln, Chandler, AZ, 85297	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55765	TPA	Eric Cox	1958-03-26	UHC-62852-94	—	1825 Meadow Ln, Chandler, AZ, 85297	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63735	TPA	Diana V Dixon	1999-02-21	—	—	6630 Washington St, San Antonio, TX, 78246	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61275	TPA	Denise Adams	—	—	8638571973	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-60952	TPA	Elizabeth Meyre	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-52595	TPA	Benjamin W Brown	1951-08-19	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-60297	TPA	Virginia Guerrero	1945-06-21	—	5128171485	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-55146	TPA	Ann Williamson	1963-04-10	—	—	402 Elm St, Miami, FL, 33107	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55145	TPA	Ann Williamson	1963-04-10	—	—	402 Elm St, Miami, FL, 33107	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57042	TPA	Sean H Walsh	1940-11-14	—	—	1571 Union St, Glendale, AZ, 85347	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50145	TPA	Amber Berry	1946-10-13	—	—	7840 Hillcrest Rd, Minneapolis, MN, 55475	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61754	TPA	Hannah Daniels	1985-05-22	—	—	73 Bayshore Dr, Phoenix, AZ, 85061	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58251	TPA	Christian James	1977-10-08	UHC-82723-91	—	9378 Oak St, Tempe, AZ, 85242	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57056	TPA	Maria Fernandez	1991-07-03	—	—	3638 Canyon Rd, Gilbert, AZ, 85280	0.82	Email lower-cased Gender normalised Placeholder values cleared
TPA-56995	TPA	Jesse Keley	1954-06-03	—	—	6169 Camelback Rd, San Antonio, TX, 78217	0.82	Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 198 of 283Previous Next