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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64226	TPA	Piya Burke	1976-02-15	—	9566659500	1398 Ridge Rd, Chandler, AZ, 85268	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
TPA-52720	TPA	Kyle Wadr	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-64115	TPA	Kevin Mitchell	—	—	3749794017	661 Valley View Dr, Dallas, TX, 75223	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-62164	TPA	Kimberly Elliott	1980-04-02	UHC-63437-77	—	5434 Hillcrest Rd, Seattle, WA, 98157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59862	TPA	Edward Z Sims	1993-02-01	—	—	1338 Hillcrest Rd, Houston, TX, 77051	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+2 more
TPA-61848	TPA	Theresa Gonzales	1981-09-04	—	—	6783 Meadow Ln, Tempe, AZ, 85291	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61710	TPA	Amanda McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62564	TPA	Amber E Obrien	1986-01-02	—	—	8267 Spring St, Houston, TX, 77031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58849	TPA	Andrea Kim	1945-04-05	—	—	4014 Washington St, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59635	TPA	Sharon W Gerge	1959-01-13	—	6069106660	1079 Grand Ave, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64397	TPA	Roy Collins	1948-11-26	—	—	9360 Ocean Ave, Plano, TX, 75007	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62624	TPA	Angela Burns	1959-02-14	—	4909447303	8684 Ridge Rd, Eden Prairie, MN, 55350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62001	TPA	Harold Murphy	1948-08-24	—	—	7183 River Rd, Los Angeles, CA, 90004	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52053	TPA	Matthew J Reid	1952-03-09	—	—	6808 Highland Ave, Seattle, WA, 98128	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56552	TPA	Randy Meyer	1984-07-26	UHC-39293-88	—	2773 Mountain View Dr, Tucson, AZ, 85753	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-59863	TPA	Charles Q Medina	1965-05-16	—	—	8165 Sunset Blvd # 325, Houston, TX, 77091	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-63373	TPA	Patrick Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57851	TPA	Jacob Schmidt	1969-03-25	—	5413923289	7946 Oak St, Columbus, OH, 43211	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-55563	TPA	Dorothy Lawson	1996-03-21	—	4726217370	9381 Harbor Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62307	TPA	Nancy Johnson	1982-09-21	—	—	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-58964	TPA	Ruth Wagner	1979-05-09	—	—	4140 Baseline Rd Apt 18, Sacramento, CA, 95891	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57987	TPA	Edward Fowler	2006-03-17	—	—	630 Lincoln Way, Glendale, AZ, 85356	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54936	TPA	Lawrence Ray	—	—	3703101959	8789 Sunset Blvd, Miami, FL, 33159	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-55308	TPA	Matthew Bennett	2008-06-05	—	—	1050 Elm St, Nashville, TN, 37221	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-53246	TPA	Katherine James	2001-09-14	—	—	6636 Highland Ave, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58350	TPA	Willie Perez	—	—	—	5735 Park Pl, Sacramento, CA, 95810	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-53960	TPA	Kathryn Morris	1945-11-03	—	—	2221 Forest Ave, Jacksonville, FL, 32234	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-61127	TPA	Sean Harper	1966-04-26	UHC-34117-81	—	3513 Indian School Rd, Nashville, TN, 37206	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63026	TPA	Kyle Richardsun	1976-01-01	—	9023234080	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-58064	TPA	Barbara Ortiz	1975-09-23	—	—	9244 Hillcrest Rd, Scottsdale, AZ, 85247	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60317	TPA	Amber T Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56648	TPA	Stephanie J Morgan	—	—	—	338 Valley View Dr, Tempe, AZ, 85252	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-56386	TPA	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59792	TPA	Amber Ward	2008-04-19	—	—	1260 Willow Ct, Austin, TX	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-63390	TPA	Charrles X Butler	1963-10-19	—	—	7058 Central Ave, Miami, FL, 33187	0.66	Middle initial moved out of first name Name re-cased State name converted to code Whitespace trimmed+1 more
TPA-60477	TPA	Benjamin Cox	1983-03-07	—	—	2173 Main St, San Antonio, TX, 78230	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
TPA-60496	TPA	Heather Fuller	1938-09-04	—	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-61201	TPA	Sandra Knight	1956-08-03	—	—	5560 Sage Ct, Chandler, AZ, 85252	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-52474	TPA	Mike Ward	1943-01-07	—	—	7019 Spring St, San Antonio, TX, 78263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63243	TPA	Jack Pierce	1996-01-01	—	3499282769	8375 Spring St, Eden Prairie, MN, 55337	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
TPA-51127	TPA	Gregory Richardson	1960-04-11	UHC-32697-71	—	1687 Palm Dr, Dallas, TX, 75271	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50770	TPA	Timothy T Hill	2008-11-08	—	6784218798	4849 Spring St Apt 19, Houston, TX, 77072	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52866	TPA	Kayla Henry	1969-11-11	—	—	5247 Spring St, Columbus, OH, 43222	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59328	TPA	Ralph Wang	1952-06-03	—	—	7240 Grand Ave, Atlanta, GA, 30344	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53191	TPA	Theresa P Stevens	1954-10-25	—	—	9388 Church St, Eden Prairie, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-56905	TPA	Jerry Brooks	2006-11-13	—	—	9445 Market St, Glendale, AZ, 85372	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57186	TPA	Carol N Ross	1987-03-24	—	—	5318 Central Ave, Orlando, FL, 32845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62965	TPA	Katherine Porter	1998-09-10	—	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more

5,750 rows, page 31 of 115Previous Next