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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51348	TPA	Pat Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL, 33135	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57522	TPA	Thomas Foster	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Phone reformatted Street suffix standardised Address re-cased City 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-60327	TPA	Thomas Ana	1983-07-19	UHC-79194-93	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+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-53260	TPA	Gloria Fowler	1964-09-07	—	6558588140	6908 Sage Ct, Tucson, AZ, 85753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56870	TPA	George Bryant	1965-11-15	—	—	2407 Bayshore Dr, San Diego, CA, 92181	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58800	TPA	Douglas Luna	1990-11-25	UHC-38556-96	—	8652 Willow Ct # 507, Atlanta, GA, 30367	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63454	TPA	Stephan Herrera	1951-05-18	—	—	1373 Park Pl, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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-51325	TPA	Richard Andrews	1990-08-18	—	—	5035 Pine Dr, Glendale, AZ, 85337	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-56644	TPA	Mariana Robertson	2004-08-20	—	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58846	TPA	Kimberly Clark	1979-07-14	UHC-11805-38	8896262747	1289 Bayshore Dr, Minneapolis, MN, 55474	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-59693	TPA	Parker Gerld	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63201	TPA	Elijah Weaver	1999-02-26	—	—	8717 Main St, Atlanta, GA, 30388	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-54467	TPA	Gloria Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56657	TPA	Charles Hill	1993-12-10	UHC-05062-59	2589162313	7232 Grand Ave, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-51399	TPA	—Junk	1992-07-05	—	8376372772	3824 Harbor Blvd, Jacksonville, FL, 32263	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-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-50199	TPA	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-63833	TPA	Carolyn Andrews	1981-11-16	—	7995177710	5721 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted 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-64320	TPA	Katherine Ross	1956-08-01	—	—	942 Spring St, Mesa, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-60490	TPA	Ralph M Fisher	1989-03-18	UHC-77097-62	—	5993 Bayshore Dr, Las Vegas, NV	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60489	TPA	Ralph M Fisher	1989-03-18	UHC-77097-62	—	5993 Bayshore Dr, Las Vegas, NV	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54414	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-54413	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-51256	TPA	Elijha Porter	—	UHC-37005-15	—	1434 Canyon Rd, Columbus, OH, 43202	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-56788	TPA	Jack Barnas	1979-04-24	—	—	3185 Washington St, Las Vegas, NV, 89125	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-57470	TPA	Billy R Santiago	1950-04-14	—	3887877027	9301 Maple Ave, San Diego, CA	0.64	Phone reformatted 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-57663	TPA	Tyler Hughse	1985-02-21	—	3783070468	3740 Willow Ct # 114, San Antonio, TX, 78252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

7,767 rows, page 51 of 156Previous Next