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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55107	TPA	Thomas Dean	1982-06-08	—	—	8694 Ocean Ave, Miami, FL, 33163	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53992	TPA	Nicole Carter	1978-02-06	—	—	5698 Grand Ave, Houston, TX, 77048	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-55230	TPA	Roy Park	1962-04-11	—	—	675 Church St, Las Vegas, NV, 89128	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59959	TPA	Edward Duncan	1961-06-25	—	8545193167	619 Market St, Denver, CO, 80280	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51066	TPA	Olivia Hunt	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA, 30302	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53857	TPA	Eugene Arnold	1945-12-07	—	—	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-55493	TPA	Dorothy Padilla	2002-12-01	—	—	412 River Rd, Tucson, AZ, 85751	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-55855	TPA	Ambber Brown	1948-01-04	—	7732869431	5547 Hillcrest Rd, Tucson, AZ, 85743	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60088	TPA	Loggan Simmons	1959-06-11	—	9247951154	8239 Forest Ave, Fresno, CA, 93786	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55564	TPA	Mark Hamilton	1957-09-22	—	8333017423	775 Willow Ct, Denver, CO, 80207	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52184	TPA	Sara Padilal	1981-07-06	—	—	690 Main St, Tampa, FL, 33683	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55296	TPA	Michael Johnston	2000-12-13	UHC-29125-14	8518116559	590 Bayshore Dr, Columbus, OH, 43239	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-54105	TPA	Christian Rojas	2002-10-10	UHC-82285-28	7739920381	2152 Oak St, Phoenix, AZ	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-63556	TPA	Sarah Evans	2005-06-24	—	—	834 Cedar Ln, Eden Prairie, MN, 55356	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64081	TPA	Logan U Flores	1967-12-06	—	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63776	TPA	Stephen Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50482	TPA	Larry Bennett	1975-08-04	—	—	5746 Market St, Columbus, OH, 43278	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63688	TPA	Christian Coleman	2001-06-07	—	—	1394 Palm Dr, San Diego, CA, 92175	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63888	TPA	Natalie Moore	1963-05-18	—	2732498869	1524 Valley View Dr, Austin, TX, 78776	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58744	TPA	Ryan L Castillo	1957-12-14	—	—	4562 Lake View Rd, Tucson, AZ, 85700	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-62714	TPA	Cheryl Garza	2004-07-18	—	3125114372	207 Union St, Tempe, AZ, 85203	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59478	TPA	Kim Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61524	TPA	Adem Vasquez	1973-04-07	—	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-57554	TPA	Santiago Edwards	2005-04-18	—	—	2556 Oak St, Sacramento, CA, 95847	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63712	TPA	Robert Patterson	1982-10-18	—	—	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61375	TPA	Joan J Soto	1981-05-17	—	—	1004 Apache Blvd, Los Angeles, CA, 90000	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59459	TPA	Angela Burns	1967-09-14	—	—	743 Lake View Rd, Sacramento, CA, 95815	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-64240	TPA	Jason Wells	1979-06-12	—	—	7236 Valley View Dr, San Antonio, TX, 78296	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50670	TPA	Wayne Mitchell	1969-03-13	—	—	6633 Central Ave, Fresno, CA, 93789	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51235	TPA	Karen Bishop	1983-05-01	—	8607064390	5869 Mountain View Dr, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
TPA-58757	TPA	Ronald Lucas	2006-07-08	—	—	2996 Camelback Rd, Plano, TX, 75019	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57165	TPA	Hiroshi Sanchez	1999-06-15	—	—	5705 Union St, Sacramento, CA, 95809	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
TPA-58085	TPA	Doris Peterson	1989-06-09	—	—	5401 Desert Sky Blvd, Fresno, CA, 93753	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50519	TPA	Daniel Carroll	1951-02-04	—	2795424672	5784 Highland Ave, Houston, TX, 77002	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59350	TPA	Maria P Lunna	1998-08-15	—	4407334607	801 Indian School Rd, Glendale, AZ, 85332	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57540	TPA	Omar Gardner	1953-09-05	—	—	2622 Sunset Blvd, Nashville, TN, 37271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57541	TPA	Omar Gardner	1953-09-05	—	—	2622 Sunset Blvd, Nashville, TN, 37271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57028	TPA	Judith C Mills	1943-05-28	UHC-96992-51	—	7674 Pine Dr, Denver, CO, 80205	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61753	TPA	Sara Cruz	1962-05-20	—	6633857504	5142 Central Ave, Chandler, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56607	TPA	Brenda Wilson	1972-01-28	—	—	3725 Central Ave, Tampa, FL, 33644	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-56159	TPA	Juan Green	2008-05-03	—	—	539 Indian School Rd, Charlotte, NC, 28240	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53663	TPA	Gloria Le	1940-08-28	—	—	1542 Highland Ave, Scottsdale, AZ, 85295	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-60109	TPA	Amanda Kelly	2001-05-04	—	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50941	TPA	Alice F Singh	—	UHC-74636-77	6525146912	4384 Main St, San Antonio, TX, 78233	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-58199	TPA	Charles Armstrong	1998-09-13	—	5164922414	1851 Maple Ave # 602, Seattle, WA, 98184	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-58177	TPA	Camila Howell	1993-08-02	UHC-03133-67	—	882 Harbor Blvd, Phoenix, AZ, 85036	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-56481	TPA	Cynthia King	1956-04-22	—	—	1443 Valley View Dr, Charlotte, NC, 28213	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64283	TPA	Jesse Daniels	1960-11-24	—	—	5751 Elm St # 500, Charlotte, NC, 28238	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-64338	TPA	Sara Nunez	1940-06-09	UHC-01441-42	—	3337 Market St, Los Angeles, CA, 90049	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-60689	TPA	Shirley Fernandez	1976-10-21	—	—	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

2,455 rows, page 34 of 50Previous Next