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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59144	TPA	Raymond Munoz	1976-05-13	UHC-91631-69	6806992699	8454 Apache Blvd, Scottsdale, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55689	TPA	Pamela H Collins	1942-09-03	—	—	1992 Meadow Ln, Mesa, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-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-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-63333	TPA	Larry Moreno	1959-04-27	—	3194491091	6676 Oak St, Tempe, AZ, 85271	0.64	Date of birth reformatted Phone reformatted 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-52652	TPA	Victoria Luna	1947-05-10	—	—	7581 Willow Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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-55647	TPA	Mei Li	1953-11-28	—	7116684556	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
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-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-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-53020	TPA	Marcus Lee	1973-01-19	—	6879896745	8291 River Rd Apt 34, Glendale, AZ, 85341	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+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-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-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-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-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-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-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-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-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
TPA-59363	TPA	Helen Guerrero	1991-08-23	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50630	TPA	Jordan Hoffman	1952-05-02	—	—	5062 Desert Sky Blvd, Las Vegas, NV, 89113	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63129	TPA	Shirley Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59095	TPA	Santiago Park	1941-08-20	—	7307465276	8358 River Rd, San Antonio, TX, 78278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59462	TPA	Mariana Nguyen	1945-08-06	—	—	9516 Ocean Ave, Chandler, AZ, 85250	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-51850	TPA	Maria Estrada	1977-08-07	—	—	4025 Grand Ave, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59676	TPA	Sofia Lawrence	2001-04-24	UHC-25799-28	—	3103 Apache Blvd, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54972	TPA	Samuel Turner	1966-07-12	—	—	7369 Valley View Dr, Minneapolis, MN, 55442	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57074	TPA	Bryan Evans	1939-07-09	UHC-00245-28	—	6067 Indian School Rd, Glendale, AZ, 85376	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51467	TPA	Benajmin Stewart	1945-06-25	—	3314713960	2391 Willow Ct, Tempe, AZ, 85270	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
TPA-55079	TPA	Barbara Brooks	1954-11-18	—	6684268957	7623 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57793	TPA	Brittany Romero	1966-01-05	—	—	1928 Maple Ave, Austin, TX, 78709	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55606	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56503	TPA	Michael Simmons	2001-03-10	—	7728629963	4812 Canyon Rd, Las Vegas, NV, 89194	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57885	TPA	Catherine Guzman	1981-08-04	—	—	7276 Elm St # 947, Tempe, AZ, 85295	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55818	TPA	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-56689	TPA	Ruth Salazar	1940-11-24	—	—	2527 Central Ave, Houston, TX, 77011	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55496	TPA	Janice Gutierrez	1975-09-18	—	—	666 Lincoln Way, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more

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