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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60835	TPA	Natalye Harper	1973-06-13	—	—	4968 Camelback Rd Apt 34, Atlanta, GA, 30307	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52798	TPA	Lucia Lynch	1968-04-09	—	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-63679	TPA	Kathryn Z Vasquez	1960-12-12	UHC-42036-52	—	9460 Sunset Blvd, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52272	TPA	Jeremy Garrett	1996-11-08	—	—	2455 Pine Dr, Nashville, TN, 37279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56431	TPA	Henry Pierce	2006-12-27	—	—	1170 Camelback Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-58458	TPA	Jacqueline Nelson	1956-08-17	—	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59931	TPA	Jacqueilne Bell	1997-04-19	—	—	9736 Ridge Rd, Denver, CO, 80241	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-54598	TPA	Nathan Hall	1939-08-26	—	—	7748 Bayshore Dr, Austin, TX, 78735	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50135	TPA	Marc Mendoza	1995-05-19	—	—	9058 Maple Ave, Los Angeles, CA, 90037	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50079	TPA	Jean Torres	1997-05-05	—	—	2059 Camelback Rd, Houston, TX, 77025	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51453	TPA	Ana Santos	1940-10-17	—	—	7064 Indian School Rd, Tucson, AZ, 85779	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58804	TPA	Frank D Simmons	1950-01-23	—	—	1973 Harbor Blvd, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57807	TPA	George Fernandez	1972-09-21	UHC-36073-65	—	7541 Park Pl, Columbus, OH, 43244	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61533	TPA	Mateo Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61264	TPA	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51947	TPA	Shirley Alvarez	1986-07-17	—	—	1833 Grand Ave, Gilbert, AZ, 85203	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52523	TPA	Roy Stephens	2007-03-23	—	—	9170 Cedar Ln, Denver, CO, 80227	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51400	TPA	Duncen Valentina	1974-12-22	—	2849173760	5898 Sunset Blvd, San Antonio, TX, 78219	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58712	TPA	Noah Greene	1950-02-17	—	6764416981	1784 River Rd, Atlanta, GA, 30300	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55275	TPA	Megan Herrera	1991-02-23	—	—	4453 Indian School Rd, Denver, CO, 80228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60780	TPA	Deborah Grant	1942-10-14	UHC-98028-76	6849207501	4908 Ridge Rd, Chandler, AZ, 85203	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55310	TPA	Billy Lawson	1989-05-13	—	—	2366 Oak St, Columbus, OH, 43203	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-63424	TPA	Vincent Meyer	1984-12-22	—	3678386470	237 Sage Ct, Plano, TX, 75014	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59885	TPA	Marilyn Hall	1963-03-04	—	—	1501 Valley View Dr, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60786	TPA	Ana P Burns	2008-04-14	—	—	5119 Willow Ct, Dallas, TX, 75272	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52309	TPA	Pamela Griffin	1942-08-10	UHC-70075-68	—	9620 Cedar Ln, Fresno, CA, 93700	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62946	TPA	Kayla B Dominguez	2005-12-04	—	—	9187 Hillcrest Rd, Mesa, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60173	TPA	Willie Washington	1952-03-19	—	6058602454	893 Sunset Blvd, Seattle, WA, 98147	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-52343	TPA	Edward Herrera	1942-04-27	—	7516314351	8620 Harbor Blvd, Tampa, FL, 33676	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60825	TPA	Andrew Sanders	1991-07-16	—	2044451309	5567 Bayshore Dr, Tampa, FL, 33617	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55997	TPA	Dnaiel Sanchez	2004-03-03	—	—	345 Main St, Austin, TX, 78799	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56585	TPA	Douglas Carpenter	1945-07-21	UHC-55704-92	—	3423 Jefferson Ave # 642, Tampa, FL, 33648	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56706	TPA	Samuel Robinson	1966-03-26	—	—	944 Hillcrest Rd, Los Angeles, CA, 90080	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64429	TPA	Patrick Wells	1969-09-19	—	—	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54881	TPA	Cynthia Chapman	—	UHC-71505-92	—	5035 Camelback Rd, Glendale, AZ, 85341	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-55930	TPA	Edward Cook	1976-03-25	—	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61300	TPA	Justin Oliver	1964-08-14	—	—	7132 Church St, Las Vegas, NV, 89195	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59813	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59802	TPA	Omaar Myres	1982-12-10	—	—	7679 Maple Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60521	TPA	John Hamilton	1939-02-07	—	—	3945 Main St, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58952	TPA	Kayla Gomez	1981-07-08	—	—	8000 Lake View Rd, Plano, TX, 75012	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-61883	TPA	Patrick Walker	1997-07-01	UHC-86582-20	—	9298 Washington St, Atlanta, GA, 30362	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58023	TPA	Julia Tran	1973-07-16	—	—	7521 Meadow Ln, Sacramento, CA, 95824	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62333	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62332	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-61791	TPA	Jose Harvey	1991-04-12	—	—	8461 Elm St, San Diego, CA, 92136	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-54759	TPA	Charlotte Kenndy	2008-05-19	—	—	1168 Apache Blvd, San Diego, CA, 92146	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51562	TPA	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL, 33176	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51871	TPA	Joseph Porter	1950-10-08	UHC-81208-98	—	6339 Valley View Dr, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-59134	TPA	Cynthia West	1970-05-14	UHC-57502-44	—	8007 Washington St, Tampa, FL, 33681	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

7,767 rows, page 68 of 156Previous Next