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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56333	TPA	Kayla Knight	1945-02-22	—	—	3353 Highland Ave, Mesa, AZ, 85246	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57556	TPA	Cynthia Carpenter	1962-10-22	UHC-16958-67	—	3013 River Rd, Los Angeles, CA, 90060	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62628	TPA	Mariana K Hanry	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-57670	TPA	Megan Hoffman	1961-11-17	—	—	7890 Maple Ave, Denver, CO, 80229	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50062	TPA	Jen H Cole	1962-10-12	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58796	TPA	Ralph Jacobs	1982-04-19	—	—	3178 Lincoln Way, Jacksonville, FL, 32271	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54692	TPA	Anna Oliver	1950-05-12	—	—	4879 Main St, Los Angeles, CA, 90038	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56280	TPA	Henry Wells	1994-05-08	—	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62584	TPA	Teresa Roberts	1968-09-01	—	—	1856 Sage Ct, Sacramento, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-56274	TPA	Janike Hunter	1982-03-04	UHC-06562-97	—	4443 Jefferson Ave, Chandler, AZ, 85246	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56345	TPA	Sara Harper	1994-03-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-55085	TPA	Michelle Hudson	1939-08-23	—	—	3593 Main St, Los Angeles, CA, 90017	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-56126	TPA	Hiroshi Green	1992-07-05	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50575	TPA	Andrew Fields	1995-03-23	UHC-34165-43	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62575	TPA	Megan Edwards	2006-06-04	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57055	TPA	Noah Y Hughes	1954-12-24	—	—	7724 Bayshore Dr, Tempe, AZ, 85246	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59465	TPA	Danielle H Weaver	1975-04-25	—	—	2761 Maple Ave, Houston, TX, 77011	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-52991	TPA	Pat Hart	1974-05-14	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-55001	TPA	Elizabeth Ray	1992-01-25	—	—	7416 Oak St, Las Vegas, NV, 89186	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-60186	TPA	Kelly Lucas	1947-12-15	UHC-15635-05	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-60185	TPA	Kelly Lucas	1947-12-15	UHC-15635-05	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-56803	TPA	Paul Lewis	1972-03-11	—	—	8134 Harbor Blvd, Houston, TX, 77003	0.82	Name re-cased Phone missing area code Placeholder values cleared
TPA-57720	TPA	Santiago Romero	1978-11-20	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53319	TPA	Ahmed Sanders	1950-04-11	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-54392	TPA	Betty Ellis	1999-10-26	—	—	8398 Market St, Minneapolis, MN, 55437	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-63530	TPA	Jack Torres	1949-02-10	—	—	110 Spring St, Nashville, TN, 37271	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-61168	TPA	Santiago Baker	1991-02-27	—	—	3643 Park Pl, Los Angeles, CA, 90027	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-55948	TPA	Noah Padilla	1984-09-20	—	—	5201 Highland Ave, Austin, TX, 78774	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-62459	TPA	Sam Warren	2003-06-02	—	2472459264	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-64146	TPA	Kevin Hughes	1944-07-02	—	—	7328 Bayshore Dr, Glendale, AZ, 85319	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57656	TPA	Judy Pierce	1991-02-15	—	—	2875 Maple Ave, San Antonio, TX, 78239	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-54620	TPA	Janet Wood	1942-01-24	—	—	230 Ocean Ave, Phoenix, AZ, 85070	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58401	TPA	Grace Matthews	2006-11-13	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-59500	TPA	Paul Jrdan	1958-10-24	—	—	3424 Apache Blvd Apt 26, Los Angeles, CA, 90020	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-64219	TPA	McCoy Carl	1966-04-05	UHC-91013-94	—	6685 Sunset Blvd, Austin, TX, 78784	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50684	TPA	Omar Obrien	1973-11-08	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-59875	TPA	Paul Vazquez	1995-01-08	—	—	4886 Lake View Rd, Plano, TX, 75085	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61302	TPA	Schultz Bryan	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-59563	TPA	Charlotte Hayes	1991-01-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50820	TPA	Ruth Larson	1977-09-13	—	—	2578 Willow Ct, Tampa, FL, 33684	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-64467	TPA	Janet Ryan	1975-11-19	—	—	1232 Desert Sky Blvd, San Antonio, TX, 78221	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57358	TPA	Rilay Donna	1995-08-28	—	—	4358 Forest Ave, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-61021	TPA	Asha Medina	1999-02-06	—	—	7802 Ocean Ave # 473, San Antonio, TX, 78270	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-52321	TPA	Kathryn Garkia	1978-03-16	UHC-36279-13	—	6454 Indian School Rd, Columbus, OH	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52400	TPA	JacobJunk	2004-06-04	—	—	—	0.82	Name re-cased Placeholder values cleared No usable name (quarantined)
TPA-52766	TPA	Sophia Z Lynch	1967-10-21	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64262	TPA	Cheryl Obrien	1938-08-14	—	—	7836 Union St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52391	TPA	John Snyder	1949-04-10	UHC-19895-89	9214928644	1460 Church St, San Diego, CA, 92181	0.82	Name re-cased Two-digit birth year Phone reformatted
TPA-59925	TPA	John Hughes	1947-09-08	—	—	1769 Mesa Dr, Tempe, AZ, 85216	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-53999	TPA	Eugene I Jones	1966-02-20	—	—	1907 Broadway, Chandler, AZ, 85295	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared

5,750 rows, page 85 of 115Previous Next