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-60532	TPA	Cynthia N Elliott	2006-11-12	—	—	9783 Grand Ave, Scottsdale, AZ, 85299	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51815	TPA	Jeffrey Allen	1962-11-20	—	—	1697 Main St, Charlotte, NC, 28217	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53954	TPA	Diane Phillips	2007-01-16	—	—	6808 Willow Ct, Fresno, CA, 93747	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61994	TPA	Grace Davis	2000-05-18	—	—	436 Spring St Apt 1, Denver, CO, 80285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60359	TPA	Ann Lawrence	—	—	—	8405 Apache Blvd, Miami, FL, 33125	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-51626	TPA	Shirley Perkins	1945-11-26	—	7592036389	6527 Jefferson Ave, Mesa, AZ, 85208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57026	TPA	Judith Mills	1943-05-28	—	—	7674 Pine Dr, Denver, CO, 80205	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-53159	TPA	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55197	TPA	Zachary Z Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63014	TPA	Jack Smith	1974-06-11	—	—	742 Bayshore Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58447	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58817	TPA	Nicholas Sanchez	1985-04-16	—	2054960238	3184 Canyon Rd, San Antonio, TX, 78264	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-58154	TPA	Jonathan Phillips	1973-02-12	—	9225484648	984 Union St, Tempe, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50401	TPA	Ralph Kim	1948-04-13	—	—	6508 Church St, Sacramento, CA, 95893	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-53252	TPA	George Morrison	1981-02-22	—	6016341074	5509 Ridge Rd Apt 32, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-53592	TPA	Bruce W Sanchez	1938-09-19	—	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51974	TPA	Lawrence Ferguson	1995-02-09	—	—	8245 Canyon Rd, Dallas, TX, 75289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51814	TPA	Harold Berry	1971-02-16	—	—	8670 River Rd, Sacramento, CA, 95829	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61723	TPA	Susan Harris	1979-02-09	UHC-09269-29	—	7073 Willow Ct # 317, Scottsdale, AZ, 85247	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
TPA-51111	TPA	Sofia Li	1948-12-18	—	—	1674 Ridge Rd, Jacksonville, FL, 32294	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-51319	TPA	Kimberly Parker	2002-12-14	—	—	7164 Elm St Apt 11, Chandler, AZ, 85227	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59893	TPA	Helen Williams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56771	TPA	Daniel Myers	—	—	3248792863	2242 Camelback Rd, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-55129	TPA	Valentina Ortiz	1958-09-28	—	—	2148 Willow Ct, Columbus, OH, 43285	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54552	TPA	Kelly Miller	1977-09-23	—	7748767147	1236 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56261	TPA	Larry Oliver	1972-03-28	—	2895695753	1583 Union St, Denver, CO, 80225	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-64091	TPA	Charles U Jordan	1963-03-19	UHC-52017-51	—	9327 Pine Dr, Las Vegas, NV, 89168	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52331	TPA	Christine Hicks	1996-10-24	—	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58276	TPA	Dieggo Franklin	1984-03-24	—	—	8107 Jefferson Ave, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56775	TPA	Lawrence Richards	1964-11-21	—	—	6040 Main St, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61293	TPA	Charles Morales	1996-07-06	—	8843696264	1061 Mesa Dr, Charlotte, NC, 28244	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-64419	TPA	Roger Knight	1977-11-15	—	—	6386 River Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61054	TPA	Caamila McDonald	1988-10-08	—	—	2173 Ocean Ave, Houston, TX, 77013	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62159	TPA	Elizabeth Taylor	—	—	—	9091 Forest Ave, Gilbert, AZ, 85237	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-61631	TPA	Brittany Walsh	1984-05-09	UHC-72666-02	—	6263 Forest Ave, Denver, CO, 80220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56039	TPA	Pamela Gutierrez	2005-08-08	—	—	6224 Meadow Ln, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63615	TPA	Andrea Harrison	1956-06-22	UHC-14709-75	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53916	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-53820	TPA	Judith I Black	1993-05-25	—	—	198 Ridge Rd, Seattle, WA, 98182	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
TPA-59936	TPA	Thomas Day	1944-02-21	—	—	1025 Mesa Dr, Miami, FL, 33171	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60108	TPA	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-56676	TPA	Isabella Robertson	1985-02-04	—	—	1814 Jefferson Ave, Houston, TX, 77058	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58002	TPA	Aisha Padilla	1998-08-02	—	—	1443 Camelback Rd, Atlanta, GA, 30318	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58605	TPA	Gabriel Ward	1943-02-02	—	3307013173	998 Pine Dr, San Antonio, TX, 78250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62541	TPA	Aaron Gonzalez	1962-11-03	—	—	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62580	TPA	Andrew Armstrong	1987-05-17	—	—	7138 Main St, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

5,750 rows, page 27 of 115Previous Next