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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City 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-52612	TPA	Hunt Stephanie	1938-10-16	—	4562020786	1688 Grand Ave, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+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
TPA-57396	TPA	Sophia Ryan	1958-07-11	—	5149238202	2546 Ridge Rd, Tucson, AZ, 85754	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63991	TPA	Dorothy Russell	1990-09-17	—	7049231856	9373 Spring St, Mesa, AZ, 85208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57220	TPA	Kenneth Miller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-58399	TPA	Valentina Mendoza	1991-04-01	—	6856224410	5443 Washington St, Eden Prairie, MN, 55315	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55623	TPA	Wei Johnnson	1982-08-04	—	7945034955	8648 Spring St, Miami, FL, 33183	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52414	TPA	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-57756	TPA	Mariana Mreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-61186	TPA	Shirley Thomas	1950-01-03	—	8914942053	4157 Jefferson Ave, San Diego, CA, 92155	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58043	TPA	Bradley Williamson	1951-10-02	—	—	5316 Forest Ave, Charlotte, NC, 28289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52535	TPA	Rebecca Burton	1945-09-24	—	—	4816 Central Ave, Orlando, FL, 32873	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54114	TPA	Lawrence Wheeler	—	—	—	6746 Meadow Ln, Orlando, FL, 32804	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-58348	TPA	Jack Boyd	—	—	—	1043 Washington St, Columbus, OH, 43269	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56868	TPA	Christina Turner	1980-02-06	—	—	4965 Meadow Ln, Tucson, AZ, 85710	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62248	TPA	Gabriel Weber	2004-05-01	—	—	3435 Desert Sky Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51630	TPA	Jennifer Perez	—	—	—	6039 Grand Ave, Tucson, AZ, 85749	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56616	TPA	Judith Owens	1969-09-17	—	—	8433 Lincoln Way, Miami, FL, 33151	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-52372	TPA	Elijah Tran	2008-03-05	—	6005697813	5797 Elm St, San Antonio, TX	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
TPA-61981	TPA	Jordan D Padilla	2000-03-12	—	—	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58048	TPA	Jean Singh	1951-03-25	—	—	6624 Hillcrest Rd, Phoenix, AZ, 85054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53146	TPA	Kevin Peters	1976-04-17	—	—	2466 Broadway, Columbus, OH, 43297	0.66	Two-digit birth year Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63134	TPA	Christina Jimenez	1945-06-26	—	5794924252	1998 Desert Sky Blvd, Scottsdale, AZ, 85279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61899	TPA	Juan N Hunter	1965-09-22	—	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-59822	TPA	Barbara Howadr	1979-03-23	—	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57561	TPA	Randy Armstrong	1959-01-07	—	—	5427 Harbor Blvd, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63185	TPA	Luis Stevens	2003-07-18	—	—	7599 Grand Ave, Sacramento, CA, 95850	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50169	TPA	Mark Stevens	1987-08-18	UHC-76775-97	—	3343 Apache Blvd, Sacramento, CA, 95882	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54237	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave # 862, Los Angeles, CA, 90010	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50643	TPA	Martha Carter	1989-09-22	UHC-40028-30	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55131	TPA	Brandon Park	1957-07-13	—	—	1620 Willow Ct, Scottsdale, AZ, 85294	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52475	TPA	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61896	TPA	Emily Tran	1969-09-23	—	—	6266 Bayshore Dr, Denver, CO, 80231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
TPA-50813	TPA	Emily Warreen	1996-07-11	—	6696330066	8997 Maple Ave, Mesa, AZ, 85260	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54915	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54914	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

14,135 rows, page 75 of 283Previous Next