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-57262	TPA	Nicholas Miller	1959-05-12	—	9222990149	5983 Spring St, Tampa, FL, 33697	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50627	TPA	Emily Rojas	1979-04-03	—	5993052438	9357 Lake View Rd, Tampa, FL, 33663	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55236	TPA	Ahmed D Hicks	1956-08-28	UHC-09142-06	6405343050	8970 Union St, Jacksonville, FL, 32282	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50299	TPA	Linda Oliver	1945-06-19	—	—	8742 Baseline Rd, Tampa, FL, 33609	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52031	TPA	Sofia Lane	1964-08-03	—	2586865368	5091 Sage Ct, Scottsdale, AZ, 85283	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62082	TPA	Maria Bryant	1966-11-22	—	—	756 Cedar Ln, Scottsdale, AZ, 85241	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62125	TPA	Ralph Hoffman	1973-07-16	—	—	1707 Pine Dr, Seattle, WA, 98142	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62016	TPA	Carol Murray	1967-04-06	—	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-62507	TPA	Aliice Collins	1986-05-23	UHC-40643-26	—	2282 Jefferson Ave, San Antonio, TX, 78219	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53544	TPA	Raymond Rivera	1998-11-02	UHC-09573-41	4699380078	9199 Sage Ct, Seattle, WA, 98120	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58711	TPA	Billy B Garcia	1954-01-11	—	2242930388	4474 Highland Ave, San Antonio, TX, 78234	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62971	TPA	Frank Carroll	1958-04-13	—	—	546 Forest Ave, San Diego, CA, 92108	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57386	TPA	Carol Hansen	2000-06-19	—	—	4776 Bayshore Dr, Jacksonville, FL, 32282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58116	TPA	Henry Wells	1938-11-01	—	—	539 Lincoln Way, Plano, TX, 75092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53653	TPA	Katherine Black	1972-06-08	—	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57394	TPA	Sarah Chapman	1961-08-23	—	5957811650	263 Ridge Rd, Austin, TX, 78779	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57393	TPA	Sarah Chapman	1961-08-23	—	5957811650	263 Ridge Rd, Austin, TX, 78779	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60392	TPA	Steven Hunnt	1959-08-22	—	3426914413	2211 Willow Ct, Charlotte, NC, 28208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59750	TPA	Pat Mason	1954-04-24	—	—	6084 Baseline Rd, Mesa, AZ, 85221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63739	TPA	Elijah Owens	1953-05-21	—	4575761718	8030 Cedar Ln, Mesa, AZ, 85278	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53851	TPA	Bradley Pierce	1994-09-12	—	—	2723 Desert Sky Blvd, Gilbert, AZ, 85266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61798	TPA	Charles Robinson	1973-01-24	—	4555314087	3748 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59616	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63069	TPA	Russell Pierce	2001-08-21	—	7157825007	5135 Oak St, Charlotte, NC, 28282	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-51333	TPA	Thomas Harpr	1963-08-11	—	8419301504	1758 Elm St, Jacksonville, FL, 32212	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53182	TPA	Marilyn Hunt	1971-06-21	UHC-38710-68	—	8583 Bayshore Dr, Atlanta, GA, 30370	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62645	TPA	Kathleen Carr	1968-08-02	—	—	9618 Desert Sky Blvd, Glendale, AZ, 85381	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63241	TPA	Dnny Russell	1955-08-06	—	—	6057 Apache Blvd, Sacramento, CA, 95842	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60528	TPA	Matthew Ryan	1949-09-01	—	—	5530 Forest Ave, Las Vegas, NV, 89158	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-59183	TPA	Sarah Morris	1994-05-08	—	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56390	TPA	Sandra Guzman	1941-03-22	UHC-31025-05	3099403596	1098 Central Ave, Chandler, AZ, 85241	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57600	TPA	Fatima Reyes	1980-05-02	—	—	3893 Meadow Ln, Charlotte, NC, 28204	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50037	TPA	Joshhua Burke	1994-09-03	—	3297627345	6405 Hillcrest Rd, Denver, CO, 80285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61709	TPA	Aigail Le	1969-03-21	—	7028424762	1183 Mesa Dr, Denver, CO, 80294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62662	TPA	Sophia O Burton	2008-08-13	—	—	7187 Oak St, Scottsdale, AZ, 85244	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-56568	TPA	Jeremy Diaz	2003-04-27	—	4827777442	5050 Maple Ave, San Antonio, TX, 78286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58989	TPA	Aaron Andrews	1995-07-06	—	5322609100	4074 Central Ave, Charlotte, NC, 28269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50708	TPA	Arthur Barnes	1939-09-18	UHC-14329-27	6919199371	4548 Apache Blvd, Tucson, AZ, 85735	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63470	TPA	Terry Medina	1993-05-16	—	4596143385	9507 Camelback Rd, Columbus, OH, 43278	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61051	TPA	Amy Simpson	1969-02-17	—	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50361	TPA	Samuel Price	1987-11-25	—	6732372079	3203 Central Ave, Atlanta, GA, 30365	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57237	TPA	Judith Obrien	1942-09-19	UHC-60232-99	—	3631 Highland Ave, Tempe, AZ, 85233	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-60429	TPA	Mason Alvarez	1977-06-14	—	—	3381 Sunset Blvd, San Diego, CA, 92173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60408	TPA	Virginia Buton	1994-09-10	—	2067410784	9443 Maple Ave, Miami, FL, 33144	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55635	TPA	George Padilla	2005-01-20	—	—	7600 Valley View Dr, Charlotte, NC, 28274	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56860	TPA	Joyce Hanzon	1953-05-26	—	—	7759 Market St, Tempe, AZ, 85255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62391	TPA	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57744	TPA	Debra Obrien	2006-10-26	—	6177505686	6594 Forest Ave, Fresno, CA, 93775	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58421	TPA	Kelly Gonzales	1965-12-21	—	8705262186	4772 Forest Ave, Plano, TX, 75014	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55184	TPA	Sofia Weaver	1995-10-15	—	—	7535 Mesa Dr, Orlando, FL, 32814	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,767 rows, page 101 of 156Previous Next