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-52333	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-57494	TPA	Roy Edwards	1944-11-25	—	5333321153	9892 Apache Blvd, Atlanta, GA, 30308	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-54610	TPA	Kayla Bailey	1981-10-10	—	6419740117	5758 Pine Dr Apt 24, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56994	TPA	Diane A Hunter	1963-01-01	—	8983774826	8372 Lake View Rd, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-59621	TPA	Stephanie Campblel	1952-03-26	—	6653742124	6703 River Rd Apt 29, Denver, CO	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-64268	TPA	Matthews Rachel	1985-04-21	—	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53990	TPA	Cheryl Stepehns	2008-06-25	—	—	8534 Valley View Dr Apt 5, Austin, TX	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-58973	TPA	Jessica Miller	1952-02-08	—	—	8223 Jefferson Ave, Jacksonville, FL, 32252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52773	TPA	Logan Lucas	1985-09-26	—	9295223998	3084 Desert Sky Blvd, Mesa, AZ, 85281	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61160	TPA	Michael Chapman	1980-02-27	UHC-12278-83	2157873890	9642 Washington St, Eden Prairie, MN, 55324	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-51940	TPA	Larry Martin	2001-01-13	—	—	4620 Valley View Dr Apt 1, San Antonio, TX, 78256	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-53415	TPA	Karen Y Dean	—	—	—	8850 Ocean Ave, Denver, CO, 80204	0.48	Name re-cased Date of birth missing City re-cased ZIP+4 trimmed+4 more
TPA-62249	TPA	Gary Z Burns	1984-11-19	—	7963136037	5738 Meadow Ln, Mesa, AZ, 85253	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
TPA-63647	TPA	Priya Dunn	1959-05-05	—	—	7821 Oak St Apt 20, Las Vegas, NV, 89148	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
TPA-63048	TPA	Betty Marshall	1957-11-08	UHC-98142-18	9419199010	9766 Mesa Dr Apt 31, Gilbert, AZ, 85212	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51746	TPA	Jsse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56124	TPA	Keith Ross	1939-07-21	—	—	4892 Baseline Rd, Phoenix, AZ, 85026	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-51289	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr Apt 1, Phoenix, AZ, 85067	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61411	TPA	Dortohy Wag	1974-07-20	—	—	4129 Bayshore Dr # 533, Columbus, OH, 43268	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
TPA-55281	TPA	Frank Castillo	2005-01-02	UHC-40282-62	—	3298 Jefferson Ave, Miami, FL, 33129	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-60006	TPA	Sharon Garza	1994-02-05	—	4454233349	9247 Highland Ave, Columbus, OH, 43298	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-60000	TPA	Gregory G Le	1939-12-05	UHC-77243-54	9158164062	3244 Spring St, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-50003	TPA	James K Hunter	1960-03-14	—	—	6535 Bayshore Dr, Orlando, FL, 32832	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-59357	TPA	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd # 159, Mesa, AZ, 85274	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-61292	TPA	Barbara Johnston	1990-12-20	—	2573931456	6135 Ridge Rd # 327, Glendale, AZ, 85389	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58426	TPA	Danny Johnson	1941-03-27	—	2854810846	8387 Church St # 385, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+4 more
TPA-50179	TPA	Jeremy K Young	2002-05-20	—	—	6020 Jefferson Ave # 274, Columbus, OH, 43287	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-64411	TPA	Emily Stephens	1940-08-13	—	—	7973 Mesa Dr, Scottsdale, AZ, 85204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56482	TPA	Sophia Perez	1948-12-19	—	4452787432	2043 Forest Ave # 457, Sacramento, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-50617	TPA	Jack U Hunt	1974-11-04	—	—	8639 Main St, Miami, FL, 33144	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
TPA-56767	TPA	Helen Castillo	1915-10-10	—	—	4757 Highland Ave, Los Angeles, CA, 90010	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-58495	TPA	Alice Gordon	1961-02-17	—	—	9363 Lincoln Way, Seattle, WA, 98122	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58572	TPA	Kelly Hernandez	1968-02-05	—	3644454295	5878 Lake View Rd, Atlanta, GA, 30356	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64148	TPA	Bobyb Bailey	1943-08-01	—	—	2275 Baseline Rd Apt 37, Plano, TX, 75032	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55063	TPA	Lucia Bailey	1938-08-26	—	—	5146 Meadow Ln, Plano, TX, 75054	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-58929	TPA	Gerald Gardner	1952-06-01	—	3414882720	2245 Meadow Ln, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-53474	TPA	Jennifer Moore	1994-12-06	—	4163901772	3483 Church St, San Diego, CA, 92152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56548	TPA	Peeter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd Apt 33, Tucson, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-55447	TPA	Bobby A Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-61119	TPA	Ronald Reed	1957-07-28	—	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-51300	TPA	Natalie Weber	1977-12-13	—	8449489245	2493 Pine Dr, Jacksonville, FL, 32279	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57557	TPA	Timothy Wong	—	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
TPA-61745	TPA	Victoria Hill	1974-05-05	—	4052098436	7117 Pine Dr Apt 11, Phoenix, AZ, 85036	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61929	TPA	Aaron Z Murphy	1966-01-06	—	9577327505	5832 Mountain View Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more

5,750 rows, page 4 of 115Previous Next