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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58390	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50963	TPA	Steve Ruiz	1971-06-18	—	—	860 Bayshore Dr, Tucson, AZ, 85734	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59920	TPA	George Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53200	TPA	Scott Simmons	1976-01-09	—	—	2254 Lake View Rd, Mesa, AZ, 85226	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-55868	TPA	Sarah Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63175	TPA	Jake Marquez	1945-06-08	UHC-72121-60	—	8943 Market St, Columbus, OH, 43293	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62836	TPA	Kyle Howell	1986-12-25	—	—	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
TPA-52891	TPA	Julia Peterson	1944-12-08	—	—	718 Palm Dr, Dallas, TX, 75255	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64198	TPA	Karen Porter	2006-01-11	—	—	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-64316	TPA	Gabriel Day	1991-11-24	—	—	1249 Indian School Rd, Austin, TX, 78717	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60015	TPA	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62567	TPA	Kelly Pierce	1975-11-01	—	9417704876	7028 Mesa Dr, Plano, TX, 75002	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-56202	TPA	Michael Franklin	1977-08-13	—	—	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63553	TPA	Jose Harvey	1970-03-26	UHC-69584-36	—	8072 Oak St, Houston, TX, 77063	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52954	TPA	Bryan Espinoza	1994-09-02	—	—	1947 Lincoln Way, Chandler, AZ, 85275	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-55926	TPA	Joan Dixon	1979-07-25	—	—	9487 Central Ave, Miami, FL, 33121	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60475	TPA	Bryan Hamilton	2002-06-03	—	3358543351	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58654	TPA	Christine Clark	1968-02-23	UHC-92710-43	6724999413	4908 Elm St, Los Angeles, CA, 90011	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-56618	TPA	Diego Armstrong	1954-07-13	—	9575583266	6146 Canyon Rd, Dallas, TX, 75284	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55940	TPA	Katherine Hunt	1961-01-06	—	2486344660	6525 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50811	TPA	Samuel Myers	1979-04-02	UHC-50709-05	—	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57682	TPA	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56036	TPA	Jonathan Burns	1966-05-01	—	8637138651	8059 Palm Dr, San Diego, CA, 92142	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
TPA-53172	TPA	Bruce Hart	1963-04-13	UHC-75859-83	8042921422	8947 Market St, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-54386	TPA	Kyle Alexander	1961-02-18	—	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61799	TPA	Charles Robinson	1973-01-24	—	4555314087	3748 Ocean Ave, Tempe, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61440	TPA	Betty Morris	1960-12-10	—	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54834	TPA	Fatima Collins	1999-12-24	—	6343053581	9073 Lincoln Way, Denver, CO, 80205	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-57991	TPA	Emily Chen	1949-03-07	—	—	8476 Palm Dr, Glendale, AZ, 85381	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+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-58305	TPA	Helen Green	1928-02-24	—	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59534	TPA	Philip Schmidt	2000-12-08	—	4006656162	5704 Bayshore Dr, Jacksonville, FL, 32280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-58656	TPA	Thomas F Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-60193	TPA	Jose Arnold	1973-03-20	—	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57273	TPA	Billy Price	1955-12-11	—	—	8964 Willow Ct, Denver, CO, 80285	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+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-55379	TPA	Kevin Vazquez	1945-11-22	—	—	1448 Elm St, Mesa, AZ, 85225	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55440	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55439	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-56823	TPA	Olivya Perez	1963-04-16	—	—	1737 Union St, Tampa, FL, 33689	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+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-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-60093	TPA	Melissa Owens	1972-03-18	—	—	7251 Sunset Blvd, San Antonio, TX, 78222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

1,229 rows, page 15 of 25Previous Next