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-62840	TPA	Thomas Cruz	1998-03-20	—	—	5054 Main St, Phoenix, AZ, 85085	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50275	TPA	Rlph Ortega	1952-12-18	—	—	2079 Meadow Ln, Mesa, AZ, 85253	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63800	TPA	Steven Jones	1946-11-19	UHC-22977-86	—	6102 Jefferson Ave, Chandler, AZ, 85283	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50429	TPA	Gerald Hart	1955-01-01	—	—	6037 Valley View Dr, San Antonio, TX, 78256	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63740	TPA	Julia M Roberts	1944-04-19	—	—	5684 Mesa Dr, San Antonio, TX, 78207	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52335	TPA	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55459	TPA	Munoz Brandon	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-54360	TPA	Tyler Sullivan	1992-07-06	—	9603215648	1500 Meadow Ln # 377, Miami, FL, 33115	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-60196	TPA	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
TPA-60156	TPA	Raymond Collins	1971-03-26	—	—	6254 Forest Ave, Seattle, WA, 98140	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51582	TPA	Evelyn Ray	1941-10-09	—	—	1967 Camelback Rd, Eden Prairie, MN, 55330	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-58879	TPA	Scott Hughes	1958-01-10	UHC-53716-26	—	5069 Lincoln Way, Orlando, FL, 32854	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-50935	TPA	Rebecca Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61675	TPA	Hiroshi Greene	1997-09-26	—	—	7106 Market St, Sacramento, CA, 95896	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53181	TPA	Wei Day	1964-04-22	—	—	3556 Baseline Rd, Seattle, WA, 98132	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63738	TPA	Elijah Owens	1953-05-21	—	4575761718	8030 Cedar Ln, Mesa, AZ, 85278	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-56328	TPA	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln Apt 40, Plano, TX, 75057	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-54092	TPA	Nancy Carr	1992-05-05	—	—	8493 Oak St, Seattle, WA, 98158	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50581	TPA	Sara Gomez	2002-04-12	—	6536545230	5624 Elm St, Columbus, OH, 43298	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61900	TPA	Juan Hunter	1965-09-22	—	—	5057 Valley View Dr, Chandler, AZ, 85249	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51606	TPA	Michelle Lane	1940-12-15	—	—	7817 Lake View Rd, Phoenix, AZ, 85050	0.78	City re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-59837	TPA	Stephanie Williamson	1961-09-28	—	—	9825 Mesa Dr, Las Vegas, NV, 89103	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56230	TPA	Henry Reynolds	2002-08-03	—	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-60110	TPA	Mason Reynolds	1983-10-14	UHC-91476-92	—	3585 Mountain View Dr, Scottsdale, AZ, 85270	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63707	TPA	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave # 820, Los Angeles, CA, 90069	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-61601	TPA	Aan Greene	1943-11-23	—	5397331749	9748 Oak St, Columbus, OH, 43243	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53056	TPA	Matthew Boyyd	1958-07-07	—	—	3756 Oak St, Charlotte, NC, 28222	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52565	TPA	Eugene Foster	1959-03-24	—	—	6273 Central Ave, Sacramento, CA, 95833	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58814	TPA	Terry Rodriguez	1984-06-25	—	3666159413	7763 Mountain View Dr, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61014	TPA	Aaron Medyna	1965-07-02	—	7618097513	2075 Baseline Rd, Orlando, FL, 32824	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-62490	TPA	Luis Weber	1955-07-22	UHC-82340-28	—	452 Willow Ct, Los Angeles, CA, 90040	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57084	TPA	Megan Diaz	1959-07-04	—	—	6636 Market St, Plano, TX, 75098	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57474	TPA	Bradley Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
TPA-50704	TPA	Madison Day	1945-03-21	—	—	8729 Washington St, Tampa, FL, 33639	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-59005	TPA	Philip Ward	1953-06-10	—	—	4612 Baseline Rd, Miami, FL, 33199	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52254	TPA	Elizabeth Kennedy	2005-06-03	UHC-97687-72	—	9389 Apache Blvd, Charlotte, NC, 28267	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-54716	TPA	Ashley Hayes	1970-03-20	—	—	2850 Valley View Dr, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-58131	TPA	Scott Alvarado	1973-09-21	UHC-03782-04	—	5896 Hillcrest Rd, Glendale, AZ, 85399	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50757	TPA	Catherine Graham	1947-02-08	—	—	3532 Lincoln Way, San Diego, CA, 92104	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-60444	TPA	Timothy Bradley	1982-01-14	—	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60375	TPA	Ryaan Howard	1976-12-22	—	—	6625 Market St, Dallas, TX, 75230	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50287	TPA	Matthew Vega	1998-08-17	—	4834304551	789 River Rd, Dallas, TX, 75235	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57853	TPA	Aaron Jenssen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54447	TPA	Therasa Diaz	1904-08-20	UHC-13273-59	6303533211	5033 Oak St, Mesa, AZ, 85293	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50662	TPA	Denise Peters	1980-10-22	UHC-28393-22	—	9572 Mesa Dr Apt 10, San Antonio, TX, 78291	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-52075	TPA	Camila Perez	1965-07-28	—	—	3706 Jefferson Ave, San Antonio, TX, 78253	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59834	TPA	Grace Ryan	1973-06-28	—	—	9392 Highland Ave, Mesa, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60069	TPA	Kelly Lawrence	1982-05-23	—	—	2077 Cedar Ln, Mesa, AZ, 85293	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53534	TPA	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60716	TPA	Abigail Ellis	1939-06-23	—	—	7316 Broadway Apt 5, Atlanta, GA, 30396	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more

2,455 rows, page 35 of 50Previous Next