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-58272	TPA	Russell Luna	1991-11-16	—	—	3367 Elm St, Columbus, OH, 43218	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63989	TPA	Jason S Bailey	1938-02-16	UHC-32640-85	—	4995 Harbor Blvd, Minneapolis, MN, 55463	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63878	TPA	Victoria Clark	1992-04-16	—	—	5078 Forest Ave, Mesa, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52456	TPA	Raymond Burns	1943-08-03	—	—	2658 Hillcrest Rd, Austin, TX, 78700	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56885	TPA	Susan Z Martin	2006-12-27	—	—	5676 Central Ave, Seattle, WA, 98103	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62153	TPA	Emma X Diaz	1978-08-04	—	2024759767	3374 Spring St, Fresno, CA, 93773	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56237	TPA	Aaron Lewis	1947-03-24	—	—	2428 Lake View Rd, Denver, CO, 80275	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53546	TPA	Stephanie Ryan	1999-09-22	—	3037525432	4072 Market St, Miami, FL, 33185	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
TPA-61856	TPA	Vincent King	1948-08-14	—	—	5963 Valley View Dr, Tucson, AZ, 85712	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64350	TPA	Donald Wallace	1966-05-22	—	—	3382 Main St, Austin, TX, 78763	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63179	TPA	Jeffrey Cox	1998-05-27	—	—	2169 Desert Sky Blvd, Sacramento, CA, 95842	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54133	TPA	George Garrett	1959-09-12	UHC-32639-89	—	107 Ocean Ave, Miami, FL, 33166	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60019	TPA	Jonathan Johnston	1977-03-04	—	—	3559 Meadow Ln, Orlando, FL, 32833	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53458	TPA	Kevin Chapman	1968-09-13	—	—	3206 Meadow Ln, Scottsdale, AZ, 85205	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61393	TPA	Robert Guerrero	1947-06-24	—	—	8843 Ocean Ave, Seattle, WA, 98184	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57292	TPA	Evelyn Baker	1953-06-08	—	5182971835	2621 Union St, Columbus, OH, 43276	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54477	TPA	Teresa T Yang	1939-07-03	—	—	1298 River Rd, Tempe, AZ, 85245	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50216	TPA	Lawrence Lawrence	1958-03-28	UHC-77463-23	—	8284 Palm Dr, Tempe, AZ, 85286	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56590	TPA	Brenda Reed	1974-02-24	—	—	3928 Hillcrest Rd, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56589	TPA	Brenda Reed	1974-02-24	—	—	3928 Hillcrest Rd, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61000	TPA	Adam Rojas	1992-07-15	—	—	9838 Spring St, Tempe, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60541	TPA	Raymond Woods	1996-04-12	—	—	2178 Washington St, Minneapolis, MN, 55497	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51856	TPA	Melissa Thomppson	1976-02-10	—	—	7633 Washington St, Scottsdale, AZ, 85205	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53633	TPA	Alexander Gutierrez	1969-08-03	—	6562687280	3809 Oak St, Sacramento, CA, 95811	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60894	TPA	Kathryn Medina	1989-04-08	—	—	9619 Camelback Rd, Miami, FL, 33194	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50362	TPA	Samuel Price	1987-11-25	—	—	3203 Central Ave, Atlanta, GA, 30365	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60557	TPA	Danielle Lee	1963-06-15	—	—	5751 Desert Sky Blvd, Dallas, TX, 75213	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59722	TPA	Kevin J Reynolds	1943-06-27	UHC-73040-31	—	2591 Baseline Rd, Chandler, AZ, 85294	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54524	TPA	Brandon Ortega	2008-07-14	—	—	5578 Pine Dr, Tempe, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62642	TPA	Nancy G Harvey	1994-03-19	—	—	4513 Palm Dr, San Diego, CA, 92169	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52246	TPA	Walter U Alvarado	1988-09-16	—	—	1370 Washington St, Tempe, AZ, 85256	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55812	TPA	Matthew Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-50580	TPA	Sara Gomez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-63293	TPA	Carlos Boyd	1983-03-26	—	—	7880 Apache Blvd, Denver, CO, 80226	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59840	TPA	Joseph Carter	1979-12-15	—	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57437	TPA	Andrea Casitllo	1989-08-21	—	—	6085 Camelback Rd, Phoenix, AZ, 85044	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51306	TPA	Katherine Castillo	1953-04-28	—	—	782 Highland Ave, Houston, TX, 77092	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62061	TPA	Dick S Harrison	1988-06-17	UHC-65374-17	—	3120 Main St, Tampa, FL, 33678	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53816	TPA	Gregorry Pena	1942-12-12	—	2317755984	3086 Spring St, San Antonio, TX, 78237	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61869	TPA	Michael Santos	2003-07-12	—	—	7101 Sage Ct, Miami, FL, 33125	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56981	TPA	Noah Castro	1985-09-07	—	—	5592 Apache Blvd, Tempe, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55044	TPA	Ethan Vasquez	1973-06-11	—	—	9113 Washington St, Las Vegas, NV, 89122	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55500	TPA	Edward Garrett	1941-02-20	—	—	4079 Hillcrest Rd, Orlando, FL, 32833	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63296	TPA	David Rojas	2006-02-10	—	—	3125 Washington St, Eden Prairie, MN, 55350	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64044	TPA	Ryan O Aguilar	1966-07-24	—	—	1354 Baseline Rd, Las Vegas, NV, 89118	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60866	TPA	Jack Austin	1950-04-20	—	3449547624	6937 Union St, Orlando, FL, 32834	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52818	TPA	Heather N Singh	1948-01-09	—	4244339075	6811 Elm St, Plano, TX, 75098	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
TPA-56539	TPA	Grace Coleman	1953-12-14	—	—	3475 Union St, Austin, TX, 78707	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59078	TPA	Emma Hunt	1984-02-17	—	—	3835 Central Ave, Miami, FL, 33161	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56310	TPA	Sophia G Vargs	1962-06-05	—	—	8577 Apache Blvd, Houston, TX, 77012	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 144 of 156Previous Next