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-57500	TPA	Charles O Porter	2004-04-09	—	6176355619	9313 Forest Ave, Sacramento, CA, 95829	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51767	TPA	Jsoeph Pena	—	—	—	273 Mountain View Dr, Austin, TX, 78771	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56798	TPA	Lisa Wang	1962-01-10	UHC-01264-90	—	5726 Indian School Rd, Scottsdale, AZ, 85282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59327	TPA	Willie Ellis	1995-03-19	—	5866888363	8597 Cedar Ln, San Diego, CA, 92186	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-56986	TPA	Nancy Hansen	1986-12-04	—	8629522455	2091 Ridge Rd, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53434	TPA	Gloria Guerrero	1981-09-15	—	—	8067 Apache Blvd, Tucson, AZ, 85791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57149	TPA	Joyce Black	2005-08-22	—	—	9734 Park Pl, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50281	TPA	Harold McDonald	2006-09-18	—	—	1397 Bayshore Dr, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60816	TPA	Pamela Armstrong	1974-10-10	UHC-77233-16	—	2114 Jefferson Ave, Plano, TX, 75041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64178	TPA	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63931	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56953	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56954	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60728	TPA	Teresa Tompson	1988-10-23	—	—	3780 Mountain View Dr, Tempe, AZ, 85262	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63659	TPA	Grace Richardson	1979-11-01	—	5666887063	489 Ocean Ave, Scottsdale, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55027	TPA	Deborah Thompson	1963-04-19	—	—	6191 Lake View Rd, Tucson, AZ, 85767	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60542	TPA	Tyler Edwards	1988-03-04	—	8425081422	8005 Church St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52834	TPA	Cathreine W Nguyen	1998-09-22	—	9423799253	4832 Main St, San Antonio, TX, 78265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56384	TPA	David Simmons	1959-08-06	—	—	1491 Lake View Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63462	TPA	Jordan Kelley	1953-06-05	—	—	4822 Pine Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54727	TPA	Olivia Q Hall	1965-02-10	UHC-36984-14	—	7950 Park Pl, Mesa, AZ, 85242	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55093	TPA	Betty Rose	2004-02-14	—	—	1454 Grand Ave, Glendale, AZ, 85332	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60910	TPA	Mariana U Murray	1947-11-27	—	2753357369	4122 Elm St, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53466	TPA	Larry Walker	—	—	—	7933 Indian School Rd, Scottsdale, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57899	TPA	Thomas Hamilton	1948-05-17	—	—	3945 Market St, Glendale, AZ, 85374	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57820	TPA	Mariana Ryan	1956-05-09	—	7873258829	2596 Valley View Dr, Plano, TX, 75082	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64168	TPA	Deborah Murray	1968-11-04	—	—	1166 Park Pl # 367, Las Vegas, NV, 89199	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55401	TPA	Julia Espinoza	1970-06-04	UHC-84983-20	—	6137 Desert Sky Blvd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61101	TPA	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56776	TPA	Jesse Schultz	1973-12-12	—	—	1059 Sage Ct, San Antonio, TX, 78274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50355	TPA	Wei Patterson	1949-07-04	—	9183319313	4830 Elm St, San Antonio, TX, 78235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57521	TPA	Dylan Torres	1986-09-23	—	—	9469 Market St Apt 20, Scottsdale, AZ, 85200	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
TPA-62728	TPA	Dylan Lynch	1999-03-16	—	—	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63828	TPA	Wayne Wallace	1997-06-12	—	—	919 Ridge Rd, Las Vegas, NV, 89125	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59168	TPA	Jonathan Sanhez	1941-08-06	—	—	6808 Lake View Rd, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56301	TPA	Adam Chapman	1985-07-19	—	—	8709 Sage Ct, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61539	TPA	Russell Maldonado	1947-12-10	—	2859137369	6230 River Rd, Eden Prairie, MN, 55330	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53482	TPA	Stephen Morrison	1955-04-04	—	—	8567 Spring St, San Diego, CA, 92111	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61288	TPA	Paul Richards	—	UHC-65191-83	—	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57946	TPA	Chhristian I Jenkins	1987-10-28	UHC-59084-32	—	4808 Cedar Ln # 403, Nashville, TN, 37270	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62358	TPA	Abigail Rios	1979-05-26	—	—	5815 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50843	TPA	Christina Nguyen	2003-04-20	—	—	9150 Harbor Blvd, San Diego, CA, 92182	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58293	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58294	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54195	TPA	Peter Herrera	1941-07-16	—	—	4776 Washington St, Sacramento, CA, 95843	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53041	TPA	Joyce Jones	1956-08-08	—	—	8268 Forest Ave Apt 14, Los Angeles, CA, 90034	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53745	TPA	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-64424	TPA	Ralph Fisher	1941-07-02	—	—	9548 Harbor Blvd, Miami, FL, 33126	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52281	TPA	Beverly Montgomery	1940-05-17	—	—	820 Lake View Rd, Tempe, AZ, 85200	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,750 rows, page 25 of 115Previous Next