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-61589	TPA	Nicholas Arnold	1982-05-18	—	—	6306 Indian School Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62028	TPA	Lawrence Fuller	2000-12-09	—	—	6647 Church St, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60511	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64196	TPA	Roger Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63090	TPA	Russell Kennedy	1980-05-20	—	—	4980 Jefferson Ave, Charlotte, NC, 28211	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61340	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61341	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61257	TPA	Walter Morris	1945-08-18	—	—	9310 Forest Ave, Las Vegas, NV	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-56674	TPA	Marcus Carr	1942-10-28	—	—	2952 Jefferson Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53849	TPA	Andrea Bell	2007-01-24	—	—	4106 Baseline Rd, Austin, TX, 78713	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60777	TPA	Angela Wheeler	1952-02-15	—	—	1829 Grand Ave, Jacksonville, FL, 32266	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60915	TPA	Billy Lawrence	1942-02-09	UHC-31776-14	—	187 Cedar Ln, Seattle, WA, 98191	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53457	TPA	Kevin Chapman	1967-09-13	—	—	3206 Meadow Ln, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53715	TPA	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more
TPA-64218	TPA	Carl McCoy	1966-04-05	—	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52622	TPA	Steven Salazar	1950-05-26	—	—	694 Bayshore Dr Apt 21, Fresno, CA, 93798	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
TPA-59046	TPA	Beverly Chapman	1975-07-20	—	—	2771 Lake View Rd, Las Vegas, NV, 89180	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-51865	TPA	Gary Welch	1940-12-20	—	—	1042 Church St, Tampa, FL, 33621	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56336	TPA	Bobby Stone	1954-07-02	—	7399530508	2672 Grand Ave, Scottsdale, AZ, 85241	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53472	TPA	Tyler Long	1981-04-15	—	4175177821	5731 Main St, Sacramento, CA, 95888	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63699	TPA	Douglas Smith	1939-02-21	—	3554501225	6704 Valley View Dr, Seattle, WA, 98166	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-62194	TPA	Russell Duncan	1988-08-26	—	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55937	TPA	Charles Austin	1979-02-16	—	—	787 Grand Ave, Mesa, AZ, 85271	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55840	TPA	Anthony Aguilar	1989-11-06	—	7628088884	7499 Jefferson Ave, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53105	TPA	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd # 478, Charlotte, NC, 28269	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60578	TPA	Pamela Sanders	1960-06-11	—	—	5409 Washington St, Nashville, TN, 37230	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-53759	TPA	Diane Butler	1984-02-05	—	4077191224	309 Hillcrest Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
TPA-60979	TPA	Tucker Mei	—	UHC-96295-40	7514722370	5689 Spring St, Austin, TX, 78792	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55557	TPA	William Hansen	1981-06-28	—	5416783114	2079 Jefferson Ave, Austin, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-53323	TPA	Hannah Clark	1981-05-15	—	—	2713 Jefferson Ave, Fresno, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-54236	TPA	Megan Reed	2005-11-11	—	—	8402 Mesa Dr # 666, Sacramento, CA, 95812	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58877	TPA	Bobby Vasquez	1987-08-27	—	—	776 Sunset Blvd, Atlanta, GA, 30347	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59559	TPA	Laura Bennett	1964-02-07	—	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61420	TPA	Ethan Contreras	1974-12-03	—	—	3510 Grand Ave, Dallas, TX, 75287	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63923	TPA	Sophia Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-62448	TPA	Dylan King	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62805	TPA	Pamela Gibsson	1956-08-17	UHC-70252-36	—	5051 Willow Ct, Phoenix, AZ, 85076	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58173	TPA	Susan Wang	2008-01-18	—	—	4062 Central Ave # 224, Orlando, FL, 32847	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61598	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63938	TPA	Larry Wong	2001-10-02	—	—	5452 Ridge Rd, Orlando, FL, 32886	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more

2,435 rows, page 10 of 49Previous Next