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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51102	TPA	Lawrence Long	1978-02-09	UHC-47581-55	—	2494 Palm Dr, Denver, CO, 80253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51508	TPA	Raymond Riley	1973-12-25	—	8128431450	375 Market St, Scottsdale, AZ, 85269	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63782	TPA	Jean Nunez	2008-01-15	—	6176407823	1238 Central Ave, Nashville, TN, 37294	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53881	TPA	Caroln Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50943	TPA	Russell O Wood	1958-08-17	—	—	667 Lake View Rd, Phoenix, AZ, 85043	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55104	TPA	Gabriel Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave, Chandler, AZ, 85212	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
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-53477	TPA	Maria Arnold	1986-03-13	—	7478705305	3117 Valley View Dr, Mesa, AZ, 85229	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-52559	TPA	Matthew Ryan	1972-02-10	UHC-87039-03	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-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-56142	TPA	Sean Tucker	1984-10-08	—	4329617208	4906 Sage Ct, Gilbert, AZ, 85263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57855	TPA	Justni L Gordon	1958-09-10	—	3437828464	8913 Mountain View Dr, Phoenix, AZ, 85069	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61395	TPA	Jsse Fields	1948-08-24	—	—	2531 Mountain View Dr, Denver, CO, 80255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56169	TPA	Gregory Hernandez	1963-06-25	—	—	1634 Park Pl, Los Angeles, CA, 90008	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+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-63519	TPA	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63520	TPA	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.78	Name re-cased 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-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

7,854 rows, page 110 of 158Previous Next