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-61561	TPA	Donald Kennedy	2005-08-27	—	—	2438 Grand Ave Apt 28, Austin, TX, 78758	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58069	TPA	Sullivan Janet	1962-02-20	UHC-73270-99	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62699	TPA	Ethan S Butler	1957-01-03	UHC-86946-59	2552516678	4299 Forest Ave, Columbus, OH, 43284	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-52794	TPA	Terry Coooper	1988-02-23	—	—	3070 Bayshore Dr, Minneapolis, MN, 55439	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57604	TPA	Edward Gomez	1996-05-03	—	2746718402	6547 Ridge Rd Apt 23, Eden Prairie, MN, 55366	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-51415	TPA	Jackie K Allen	1974-05-11	—	—	7384 Palm Dr, Plano, TX, 75039	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57033	TPA	Cynthia Webb	1953-08-22	—	—	4802 Hillcrest Rd, Scottsdale, AZ	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
TPA-64171	TPA	Carolyn Gonzalez	2007-10-04	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56331	TPA	Billy Parkeer	1967-06-08	—	—	6710 Maple Ave, Mesa, AZ, 85220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61482	TPA	Madison Coopre	2001-05-26	—	—	300 Church St, Las Vegas, NV	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-53133	TPA	Nicholas Gibson	—	—	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58429	TPA	Walter Gilbert	1963-05-27	—	—	2595 Maple Ave, Chandler, AZ, 85266	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51774	TPA	Alexander F Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64370	TPA	Dorothy Gomeez	—	—	—	4929 Elm St, Los Angeles, CA, 90030	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-51311	TPA	Charlotte Rogers	1974-05-26	—	6823351138	1968 Cedar Ln, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-59145	TPA	Raymond Munoz	1976-05-13	—	—	8454 Apache Blvd, Scottsdale, AZ, 85248	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-54570	TPA	Margaret Owens	1976-07-02	—	—	549 Oak St, Tampa, FL, 33638	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
TPA-62094	TPA	Deborah Perry	1941-09-28	—	—	1929 Oak St, Fresno, CA, 93777	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-52910	TPA	Denise T Henderson	—	—	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-53302	TPA	Jeremy Hunt	1973-03-21	UHC-40999-45	—	9281 Sunset Blvd, Tucson, AZ, 85750	0.68	Two-digit birth year State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-57487	TPA	Judith Cunningham	1999-05-20	UHC-01302-60	—	2252 Mesa Dr, Minneapolis, MN, 55436	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-60302	TPA	Bryan Hayes	1950-07-05	—	—	994 Park Pl, Tempe, AZ, 85225	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60301	TPA	Bryan Hayes	1950-07-05	—	—	994 Park Pl, Tempe, AZ, 85225	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-63046	TPA	Russell Torres	1984-12-02	UHC-27828-45	—	4623 Lake View Rd # 404, Nashville, TN, 37205	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56309	TPA	Camila Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX, 77047	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56853	TPA	Hannah Dunn	1973-09-11	—	—	9272 Mountain View Dr, Dallas, TX, 75217	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-64232	TPA	Bobby Simpson	1961-07-27	—	—	133 River Rd, Dallas, TX, 75257	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59980	TPA	Jonathan Alexander	2001-11-14	—	—	1803 Willow Ct # 197, Las Vegas, NV, 89134	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-54845	TPA	Alexander T Parker	1977-02-05	—	—	5802 Palm Dr, Nashville, TN, 37282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-61352	TPA	Kimberly Bell	1938-02-18	—	5787019905	9241 Elm St, Mesa, AZ, 85270	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
TPA-60561	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-57324	TPA	Madison Lee	1972-03-08	—	—	4679 Bayshore Dr, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58285	TPA	Amanda McCoy	2002-05-06	UHC-05467-15	—	9338 Jefferson Ave, Chandler, AZ, 85243	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-58403	TPA	Sandra White	1941-03-24	—	—	498 Main St, San Antonio, TX, 78253	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62655	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-62656	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-51707	TPA	Brian Bishop	1959-01-02	—	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59518	TPA	Richard Hamilton	2001-10-03	—	—	7349 Bayshore Dr, Plano, TX, 75099	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57932	TPA	Roger Arnold	2005-06-25	—	—	2065 Lake View Rd, Denver, CO, 80213	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58157	TPA	Gerald Ortega	—	—	—	8711 Cedar Ln Apt 29, Columbus, OH, 43291	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
TPA-58156	TPA	Gerald Ortega	—	—	—	8711 Cedar Ln Apt 29, Columbus, OH, 43291	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
TPA-59767	TPA	Richard Shultz	1960-09-04	—	6765722649	3637 Union St, Tempe, AZ, 85264	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55494	TPA	Dorothy Padilla	2002-12-01	—	5543601961	412 River Rd, Tucson, AZ, 85751	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61599	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61315	TPA	Loagn Gibson	1961-12-08	—	—	5444 Union St, Sacramento, CA, 95815	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56684	TPA	Terry Z Diaz	2005-09-08	—	—	1888 Lincoln Way, San Diego, CA, 92166	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-60036	TPA	Julia Baker	1975-07-01	—	—	659 Central Ave # 111, Glendale, AZ, 85321	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-60080	TPA	Arthur Mendoza	1978-08-19	—	—	4435 Sage Ct, Tampa, FL, 33615	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-62600	TPA	Abigail Morris	—	—	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-57989	TPA	Margaret Mills	1980-01-24	UHC-42099-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared

14,135 rows, page 98 of 283Previous Next