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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50458	TPA	Jacob Hart	1990-11-02	—	—	7461 Market St, Tampa, FL, 33625	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63178	TPA	Noah Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58934	TPA	Nathan A Bell	1942-12-03	—	2603064347	1240 Park Pl, Miami, FL, 33170	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51633	TPA	Lawrence Reyes	1964-06-27	—	—	9251 Hillcrest Rd, Las Vegas, NV, 89173	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64064	TPA	Jeremy Duncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54484	TPA	Mtaeo Harris	—	—	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
TPA-53624	TPA	Jordan Richards	1950-09-09	—	—	8419 Washington St, Sacramento, CA, 95847	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50000	TPA	Billy Woods	1966-12-16	—	—	9218 Palm Dr, Los Angeles, CA, 90065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51445	TPA	Bruce Schultz	1994-08-09	—	—	7122 Indian School Rd, San Diego, CA, 92113	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-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-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-60769	TPA	Lawrence Ortiz	1977-03-25	UHC-54477-49	—	3355 Highland Ave, Dallas, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+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-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-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-54965	TPA	Maria Singh	1987-02-18	—	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+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-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-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-61660	TPA	Alan Price	1973-10-17	—	—	1978 Cedar Ln, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+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-63829	TPA	Arthur Boyd	1978-06-22	—	—	6927 Lincoln Way, San Diego, CA, 92194	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58645	TPA	Rodriguez Emma	2006-11-25	—	—	894 River Rd, Phoenix, AZ, 85000	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-57632	TPA	Marilyn Holms	1944-08-12	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised 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-52558	TPA	Nicholas Edwards	1983-06-03	UHC-13752-66	5267366357	2706 Broadway, Tucson, AZ, 85724	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-52557	TPA	Nicholas Edwards	1983-06-03	UHC-13752-66	5267366357	2706 Broadway, Tucson, AZ, 85724	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61412	TPA	Alexis Mitchell	1973-02-06	—	4337115977	1919 Park Pl Apt 13, Jacksonville, FL, 32209	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-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-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-60564	TPA	Denise Jackson	1949-03-07	UHC-63308-42	—	3077 Valley View Dr, Tampa, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-57774	TPA	Frank Santos	1972-10-25	—	—	1611 Meadow Ln, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 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
TPA-55125	TPA	Kayla Baker	1956-09-19	—	3986577591	3320 Elm St, San Antonio, TX, 78275	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51135	TPA	Amy Murray	1952-03-15	—	—	5657 Central Ave, San Diego, CA, 92144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-64298	TPA	Marcus Roberts	1956-02-28	—	6663924690	8092 Oak St, Charlotte, NC, 28233	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-62374	TPA	Bruce Price	1966-11-23	—	—	1066 Sunset Blvd, Sacramento, CA, 95844	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-54130	TPA	Ashley P Scott	1998-04-22	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-50951	TPA	Benjamin Obriien	1938-08-21	UHC-68311-73	5019348070	3925 Central Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55474	TPA	Susan Clark	1983-12-06	—	—	9001 River Rd # 391, Houston, TX, 77035	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-59105	TPA	Virginia Anderson	2004-06-06	—	7256440054	9727 Baseline Rd # 447, Tampa, FL, 33684	0.78	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more

4,728 rows, page 47 of 95Previous Next