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-64263	TPA	Cheryl Obrien	1938-08-14	UHC-58364-11	—	7836 Union St, Chandler, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58591	TPA	Steven Holmes	1944-09-14	UHC-82541-14	—	554 Bayshore Dr, San Diego, CA, 92185	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56207	TPA	Sophia Hart	1944-01-04	—	—	4177 Grand Ave, Las Vegas, NV, 89109	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58927	TPA	Asshley Lawson	1942-07-23	—	—	5048 Canyon Rd, Fresno, CA, 93734	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51308	TPA	Digo West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50367	TPA	Sofia Chavez	1996-12-23	—	4816672397	3709 Sunset Blvd, Los Angeles, CA, 90067	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50771	TPA	Katherine Russell	1954-11-01	—	—	2576 Hillcrest Rd, Houston, TX, 77017	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-62090	TPA	Luri I Armstrong	1939-08-17	—	2402251345	319 River Rd, Charlotte, NC, 28225	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64133	TPA	Billy Andrews	1960-09-05	—	2299863398	4549 Bayshore Dr, Tempe, AZ, 85298	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61830	TPA	Wayne Miller	1938-11-24	—	5936845565	1462 Union St, Tucson, AZ, 85749	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52927	TPA	Ronald Collins	1949-05-08	—	—	4782 Mountain View Dr, Los Angeles, CA, 90002	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58459	TPA	Jackie Nelson	1956-08-17	—	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59798	TPA	Kayla Walsh	1967-03-10	UHC-98490-89	—	8522 Lake View Rd, Tucson, AZ, 85705	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51172	TPA	Amber Graham	1969-10-14	—	—	1919 Park Pl, Scottsdale, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55213	TPA	Sean Campbell	1961-07-27	—	—	8834 Mountain View Dr, Tampa, FL, 33614	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-61912	TPA	Donald Anderson	1955-05-15	—	—	860 Sage Ct, Scottsdale, AZ, 85291	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51898	TPA	Yuki Carter	1955-09-25	UHC-07808-75	5249797747	4834 Central Ave, San Diego, CA, 92122	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59549	TPA	Randy Lynch	1996-09-27	UHC-19138-60	—	269 Canyon Rd, Eden Prairie, MN, 55336	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55746	TPA	Diana Jordan	1997-12-17	—	—	2158 Ridge Rd, Columbus, OH, 43250	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56145	TPA	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50607	TPA	Brenda Wallace	1975-02-03	—	6982348133	9142 Church St, Minneapolis, MN, 55453	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63105	TPA	Jose Long	1944-05-15	—	4948987766	684 Park Pl, San Diego, CA, 92133	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52972	TPA	Lori Lucas	1953-12-09	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58223	TPA	Scott Hicks	1975-05-21	—	—	3977 Washington St, Seattle, WA, 98149	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51751	TPA	McHael Marshall	1971-09-20	—	3857420765	5910 Main St, Denver, CO, 80250	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58525	TPA	Madisn Rodriguez	1987-03-20	—	—	1469 Mountain View Dr, San Antonio, TX, 78215	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53228	TPA	Brenda Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA, 95894	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53885	TPA	Gregory Guerrero	1985-01-16	—	—	7166 Jefferson Ave, Phoenix, AZ, 85075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53884	TPA	Gregory Guerrero	1985-01-16	—	—	7166 Jefferson Ave, Phoenix, AZ, 85075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58787	TPA	Kimberly Morrison	1990-05-06	—	—	6635 Palm Dr, Gilbert, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62732	TPA	Keith Miller	1959-07-13	—	—	355 Meadow Ln, Miami, FL, 33125	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-55977	TPA	Heather Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX, 75050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58451	TPA	Timothy O Clark	1959-09-22	—	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55273	TPA	Diane D Gibson	1946-05-12	—	—	8335 Mesa Dr, Eden Prairie, MN, 55387	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64199	TPA	Kenneth Gilbert	1970-06-12	—	—	3202 Canyon Rd, Glendale, AZ, 85367	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52956	TPA	Anna Adams	2003-09-24	—	6932030709	504 Ridge Rd, Minneapolis, MN, 55488	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59833	TPA	Grace Ryan	1973-06-28	—	—	9392 Highland Ave, Mesa, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53769	TPA	Cynthia Chen	2008-03-08	—	—	7374 Lake View Rd, Charlotte, NC, 28200	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58368	TPA	Joe Webb	2008-01-15	UHC-44238-24	—	838 Washington St, Minneapolis, MN, 55477	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57127	TPA	Christina Rodriguez	1942-05-15	—	—	6388 Cedar Ln, Austin, TX, 78770	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63959	TPA	Grace Williamson	1997-09-17	—	—	9267 Mesa Dr, Miami, FL, 33131	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57241	TPA	Bruce Hart	1941-09-14	—	—	1877 Ocean Ave, Charlotte, NC, 28291	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55415	TPA	Natalie Reid	1974-05-23	—	—	8152 Meadow Ln, Orlando, FL, 32822	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59507	TPA	Brian O Watkins	1956-08-02	—	—	3908 Forest Ave, Chandler, AZ, 85200	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59771	TPA	Lucia Wood	1946-04-20	—	—	2088 Indian School Rd, Los Angeles, CA, 90016	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62196	TPA	Nathan Wong	2001-08-11	—	—	7166 Sage Ct, Phoenix, AZ, 85084	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50399	TPA	Nicholas P Coleman	1945-09-10	—	5545568420	5342 Elm St, Dallas, TX, 75272	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52032	TPA	Sofia V Lane	1964-08-03	UHC-15778-92	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55352	TPA	Joshua Jensen	2002-08-16	—	—	5857 Cedar Ln, Dallas, TX, 75252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57285	TPA	Stephen Meyyer	1994-05-10	—	—	3258 Ridge Rd, San Diego, CA, 92100	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,767 rows, page 110 of 156Previous Next