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

Claims, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410935	CLM	Adam Luna	1941-11-08	UHC-22836-68	2605636709	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413739	CLM	Brian Ferguson	1977-11-06	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414587	CLM	Terry K Dixun	1971-03-15	—	3012390145	547 Oak St, Plano, TX, 75088	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414101	CLM	Amanda Shaw	1966-03-05	UHC-91321-72	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412366	CLM	Madison Webb	1957-09-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-404854	CLM	Carolyn Lane	1965-12-27	—	—	9646 Mesa Dr, Sacramento, CA, 95889	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431350	CLM	Richard Medina	1972-05-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-400849	CLM	Roger Hamilton	1970-08-26	UHC-09343-47	—	5610 Sunset Blvd, Tucson, AZ, 85797	0.84	Name split from “Last, First”Placeholder values cleared
CLM-409815	CLM	Matthew Jones	2002-04-11	—	9375954075	5855 Broadway, Austin, TX, 78700	0.84	Name split from “Last, First”Whitespace trimmed
CLM-409062	CLM	Willie Stephens	1957-11-02	UHC-37196-32	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-407611	CLM	Tyler Gilbert	1963-04-17	—	—	3495 Mesa Dr, Houston, TX, 77061	0.84	Name split from “Last, First”Placeholder values cleared
CLM-421755	CLM	Madison Diaz	1986-05-20	UHC-76033-70	—	9477 Market St, Gilbert, AZ, 85233	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413220	CLM	Jordan Elliott	1991-03-24	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-403219	CLM	Brian Edwards	1983-12-09	UHC-21250-34	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431527	CLM	Amanda T Kim	1964-02-23	—	—	6184 Harbor Blvd, Scottsdale, AZ, 85226	0.84	Name split from “Last, First”Placeholder values cleared
CLM-430001	CLM	Kyle Powell	1963-10-08	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-429013	CLM	Christine Gutierrez	1964-11-17	—	6734972389	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-410591	CLM	Tyler Russell	1958-12-09	UHC-38785-33	3676726496	596 Hillcrest Rd, Orlando, FL, 32866	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423110	CLM	Emily X Little	1996-04-14	—	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.84	Name split from “Last, First”Placeholder values cleared
CLM-422565	CLM	Dylan Raid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.84	Name split from “Last, First”Phone reformatted
CLM-414177	CLM	Matthew F Lewis	1980-08-11	UHC-42467-38	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414798	CLM	Billy Little	2002-08-12	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-432153	CLM	Dennise Morales	1952-09-16	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-419149	CLM	Laura Morris	1955-05-12	—	—	6637 Washington St, San Antonio, TX, 78233	0.84	Name split from “Last, First”Placeholder values cleared
CLM-411309	CLM	Sophia Perkins	1993-03-16	UHC-83559-61	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428781	CLM	Diego Willis	1945-11-19	UHC-55353-42	2887902287	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425219	CLM	Martha Hernandez	1984-01-07	UHC-57008-52	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412227	CLM	Megan Rios	2008-01-21	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-432457	CLM	Katherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425178	CLM	Linda Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ, 85282	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425793	CLM	Sarah Medina	1971-12-14	UHC-08978-41	8102627525	6277 Elm St, Gilbert, AZ, 85250	0.84	Name split from “Last, First”Date of birth reformatted
CLM-424815	CLM	Zachary S Wright	2006-12-17	UHC-82374-48	—	1489 Broadway, Gilbert, AZ, 85278	0.84	Name split from “Last, First”Whitespace trimmed
CLM-412775	CLM	Christina Z Larson	1955-07-09	UHC-90485-90	—	2725 Mountain View Dr, Tampa, FL, 33668	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431760	CLM	Omar O Vasquez	1948-02-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428889	CLM	Madison Flores	1998-03-13	UHC-36145-14	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-419436	CLM	Arthur Washington	1978-04-20	UHC-16202-78	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-409404	CLM	Walter Mrrison	1994-06-23	UHC-11655-25	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431463	CLM	Jesse Bennett	1940-12-16	UHC-57219-23	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-404189	CLM	Ryan Mendez	1969-06-26	—	—	2216 Lake View Rd, Fresno, CA, 93714	0.84	Name split from “Last, First”Placeholder values cleared
CLM-411442	CLM	Betty Gomez	1938-05-13	UHC-89031-12	3959550673	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-429731	CLM	Karen Nichols	1995-12-25	UHC-95356-40	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-407872	CLM	Russell Jenkins	1981-01-19	UHC-53169-39	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423400	CLM	Carolyn J Martin	1986-03-17	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-418580	CLM	Samuel Santiago	1960-07-21	—	3638449228	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405418	CLM	Roger E Carroll	1972-03-04	—	—	8894 Pine Dr, Plano, TX, 75047	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405417	CLM	Roger E Carroll	1972-03-04	—	—	8894 Pine Dr, Plano, TX, 75047	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423362	CLM	Emma Q Sullivan	1967-11-11	UHC-55851-26	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-403845	CLM	Kenneth Mitchell	1971-10-10	UHC-90378-34	—	5912 Willow Ct, Austin, TX, 78792	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412181	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414053	CLM	Logan Wang	1943-02-10	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared

3,226 rows, page 64 of 65Previous Next