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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57063	TPA	Nancy Jones	1950-05-18	—	9827185668	6297 Hillcrest Rd, Las Vegas, NV, 89198	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57280	TPA	Jacob Hal	2001-06-06	—	—	2618 Ridge Rd, Phoenix, AZ, 85094	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-51159	TPA	Laryr Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-53299	TPA	Emily U Aguilar	1985-08-05	—	—	1301 Willow Ct, Scottsdale, AZ, 85292	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-64026	TPA	Mark Henry	1980-11-23	—	—	1685 Market St, Orlando, FL, 32816	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-63420	TPA	Beverly Reid	1967-12-17	—	—	6813 Sunset Blvd, Austin, TX, 78705	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61630	TPA	Brittany Walsh	1984-05-09	—	—	6263 Forest Ave, Denver, CO, 80220	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-61062	TPA	Andrea I Payne	2008-12-09	—	—	185 Ocean Ave, Los Angeles, CA, 90049	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52552	TPA	Christina R Estrada	1992-01-23	—	—	2304 Washington St, Atlanta, GA, 30317	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55208	TPA	Zachary Holmes	1960-05-10	UHC-72648-91	6985379094	5767 Broadway, Sacramento, CA, 95856	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58480	TPA	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61471	TPA	Ethan Sanchez	1971-12-04	UHC-35179-03	—	1217 Oak St, San Antonio, TX, 78252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57722	TPA	Heather Lawrence	1986-03-19	—	—	9108 Forest Ave, Los Angeles, CA, 90092	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-52457	TPA	Melissa Alexander	2002-05-27	—	2609990922	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name split from “Last, First”Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-63764	TPA	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52102	TPA	Sean Hawkins	1985-10-16	—	—	89 Desert Sky Blvd, Nashville, TN, 37232	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-50718	TPA	Arjun McCoy	1954-05-11	—	—	3672 Camelback Rd, Orlando, FL, 32804	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-52227	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52226	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-51654	TPA	Christine Rios	1979-12-13	—	—	6172 Cedar Ln, Denver, CO, 80253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57845	TPA	Walter Chavez	1994-05-07	—	—	7980 Maple Ave, Austin, TX, 78761	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-60364	TPA	Sara Marshall	—	—	—	4451 Pine Dr, Fresno, CA, 93743	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
TPA-54319	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-54320	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-55786	TPA	Samuel Lynch	1981-12-12	—	—	689 Market St, Plano, TX, 75095	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56955	TPA	Amber Jones	1998-10-18	UHC-67006-65	—	8598 Sage Ct, Nashville, TN, 37223	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-57124	TPA	Keith Henry	1976-10-20	—	—	1963 Canyon Rd, Glendale, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
TPA-63054	TPA	Carol Shaw	2002-10-06	—	—	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-63055	TPA	Carol Shaw	2002-10-06	—	—	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-55367	TPA	Sean L Fuller	1986-08-24	—	—	1395 Grand Ave, Chandler, AZ, 85201	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53375	TPA	Arthur Espinoza	2003-07-16	—	—	9292 Indian School Rd, Tampa, FL, 33690	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-61001	TPA	Christopher Gray	2000-08-20	—	—	6500 Elm St, Minneapolis, MN, 55411	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-55160	TPA	Wei Robinson	1985-07-06	—	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-61360	TPA	Sharon Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave Apt 3, Los Angeles, CA, 90084	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
TPA-52093	TPA	Bradley Schmidt	1954-04-16	—	—	7492 Camelback Rd, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-53801	TPA	Ralph Gonzalez	1942-03-16	—	—	6584 Bayshore Dr, Dallas, TX, 75218	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-63697	TPA	Sofia S Web	1960-12-02	—	—	265 Ridge Rd, Tampa, FL, 33645	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-64445	TPA	Joan Wbeer	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-51948	TPA	Jesse Santos	1981-06-19	—	—	8431 Palm Dr, Phoenix, AZ, 85086	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-51949	TPA	Cynthia Rojas	1979-06-02	—	—	5677 Mesa Dr, Charlotte, NC, 28264	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-50095	TPA	Alice Le	—	—	—	4656 Hillcrest Rd, Glendale, AZ, 85382	0.80	Date of birth unreadable State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57567	TPA	Harold Simmons	1948-07-21	—	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Name re-cased SSN last four extracted State code upper-cased Placeholder values cleared
TPA-53184	TPA	Katherine Banks	1965-10-15	—	—	914 Willow Ct, Tucson, AZ	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56580	TPA	Stephen Nichols	1945-05-04	—	—	3615 Sunset Blvd, Los Angeles, CA, 90038	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-60963	TPA	Jesse N Dunn	1939-01-26	—	4098322813	7126 Sage Ct, Phoenix, AZ, 85029	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-63565	TPA	Fatima Schmidt	1955-10-17	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
TPA-61330	TPA	Lauren Gordon	1958-10-27	—	—	2676 Mesa Dr Apt 24, Miami, FL, 33182	0.80	Unit split from street City re-cased State code upper-cased Placeholder values cleared
TPA-60701	TPA	Michelle Wells	1996-01-16	UHC-10009-58	2925231652	831 Desert Sky Blvd, Minneapolis, MN, 55431	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-63312	TPA	Ray Castillo	1944-12-19	—	—	3054 Central Ave, Nashville, TN, 37289	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
TPA-51833	TPA	Daniel Matthews	1943-11-06	—	—	6458 Washington St Apt 22, Miami, FL, 33190	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared

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