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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57318	TPA	Margaret Cole	1973-09-02	—	—	6556 Lake View Rd, Las Vegas, NV	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-51052	TPA	Juith Lopez	1978-05-25	—	9455743892	2945 Grand Ave, Eden Prairie, MN, 55389	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52943	TPA	Judith Daniels	1940-03-13	UHC-61314-90	—	862 Sunset Blvd, Phoenix, AZ	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-61122	TPA	Sofia Guerrero	1958-11-24	—	—	748 Cedar Ln Apt 31, Eden Prairie, MN, 55381	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55535	TPA	Mateo Brown	1938-02-04	—	—	5088 Sunset Blvd, Jacksonville, FL, 32296	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61515	TPA	Dorothy Peterson	1947-10-04	—	—	1631 Camelback Rd, Phoenix, AZ, 85062	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-54301	TPA	Charlotte Greene	—	—	—	9599 Park Pl, San Antonio, TX, 78260	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54697	TPA	Sarah Bowman	1983-04-27	—	—	3180 Apache Blvd, Los Angeles, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62280	TPA	Kelly Vazquez	1940-03-23	—	—	5213 Jefferson Ave, Minneapolis, MN, 55480	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63084	TPA	Kimberly Hayes	1991-10-13	—	—	1773 Ocean Ave Apt 40, Columbus, OH, 43281	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56266	TPA	Zachary Jensen	1970-03-16	—	8033754260	4197 Hillcrest Rd, Denver, CO, 80232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53115	TPA	Victoria Davis	1999-02-22	—	—	159 Highland Ave, Seattle, WA, 98190	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50087	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St # 136, Chandler, AZ, 85207	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57330	TPA	Gerald Foster	1992-05-17	—	—	368 Church St, Mesa, AZ, 85244	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51377	TPA	Anthony Knight	1973-06-22	UHC-86954-11	—	7521 Market St, San Diego, CA, 92153	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
TPA-50217	TPA	Dot X Reyes	1994-07-24	—	—	8886 Lake View Rd, Orlando, FL, 32868	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-56679	TPA	Jessica Green	1964-04-06	—	5235045944	3674 Washington St, Tempe, AZ, 85281	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58784	TPA	Douglas Wang	1938-02-04	—	9179773554	566 Pine Dr, San Diego, CA, 92145	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55484	TPA	Joseph Ward	1957-04-24	—	5134061525	6443 Bayshore Dr, Glendale, AZ, 85367	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58269	TPA	Carol Walker	1946-02-09	—	—	8826 Canyon Rd # 879, Sacramento, CA, 95891	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62943	TPA	Kyle A Lane	1981-11-07	UHC-74857-31	—	9320 Willow Ct # 758, Dallas, TX, 75209	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63768	TPA	Dot Castillo	1973-03-26	UHC-27256-09	8529932539	9595 Harbor Blvd, Plano, TX, 75067	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60469	TPA	Daniel Owens	1995-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50669	TPA	Donna Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50273	TPA	Jacqueline Lawwrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53687	TPA	Doris George	1947-01-18	—	—	9649 Canyon Rd, Plano, TX, 75096	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50638	TPA	Kayla Sims	1987-05-14	—	3276288051	7655 Washington St, Atlanta, GA, 30371	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-51992	TPA	Sean Mureno	1989-08-28	—	—	8250 Elm St, San Diego, CA, 92188	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56675	TPA	Maria D Cruz	1989-07-28	—	6916424491	1792 Forest Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-51093	TPA	Kelly Carter	1964-06-03	—	7283671484	405 Maple Ave, San Antonio, TX, 78269	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58016	TPA	Vincent Thomas	1939-06-11	UHC-72529-98	8993797926	1569 Elm St, Las Vegas, NV, 89177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59910	TPA	Susan Gray	1975-12-26	—	—	9559 Lincoln Way, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60105	TPA	Diana Mills	1954-03-08	—	4186158499	8309 Canyon Rd, Denver, CO, 80237	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55016	TPA	Mariana S Hart	1950-10-09	—	—	4835 Pine Dr, Scottsdale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58671	TPA	Sarra F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55585	TPA	Abigail Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55048	TPA	Carl Montgomery	1963-08-11	UHC-57349-54	—	1278 Lake View Rd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60312	TPA	Larry Salazar	1959-01-11	—	—	3354 Park Pl, Gilbert, AZ, 85257	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63092	TPA	Anna Olson	1977-11-10	—	—	4540 Elm St, Las Vegas, NV, 89181	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63203	TPA	Kathryn P Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52087	TPA	Mei Jordaan	—	—	4192914781	8617 Desert Sky Blvd, Glendale, AZ, 85333	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-52173	TPA	Debra Moore	1957-05-26	—	—	3078 Jefferson Ave, Plano, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-59308	TPA	Gabriel Castro	1994-09-24	—	—	6936 Spring St, Atlanta, GA, 30322	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-50171	TPA	Ralph Ellioott	1993-06-26	—	—	3733 Lake View Rd, Eden Prairie, MN, 55372	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51296	TPA	Juan Reyes	1941-04-23	—	—	7663 Forest Ave, Dallas, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58181	TPA	Ashley Thompsson	1999-11-22	—	—	8765 Central Ave, Eden Prairie, MN, 55320	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-60597	TPA	Christopher Willis	1980-03-14	—	7679142678	788 Willow Ct, Las Vegas, NV, 89153	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

2,435 rows, page 7 of 49Previous Next