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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424084	CLM	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA, 92156	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419759	CLM	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423237	CLM	Logan Greenne	—	UHC-51467-56	2165107683	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-408692	CLM	Jacob Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412712	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406252	CLM	Linda Wood	2007-12-16	—	5125269792	4941 Highland Ave, Columbus, OH, 43231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404457	CLM	Brittany K Freeman	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-427424	CLM	Eric D Russell	1964-12-03	—	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414554	CLM	Russell Fields	1978-10-06	UHC-70631-52	2939630406	1174 Lake View Rd, Tempe, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422382	CLM	Kyle Q Castillo	1959-12-21	UHC-18191-50	6406022389	4313 Grand Ave, Tempe, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409623	CLM	Bruce Adams	1943-08-25	UHC-22515-20	7075531734	1940 Grand Ave, Austin, TX, 78733	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432218	CLM	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419316	CLM	Priya Murray	1978-02-02	UHC-60074-18	4753879267	995 Washington St, Miami, FL, 33156	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410980	CLM	Lauren Perez	1949-06-06	UHC-37524-53	9154335664	7080 Main St, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418486	CLM	Martha Hamilton	1970-02-03	—	4862567242	133 Washington St, Tampa, FL, 33664	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404245	CLM	Mark Jimanez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404365	CLM	Marilyn Willis	1997-06-15	—	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419517	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417192	CLM	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423421	CLM	Wei Morales	1980-12-10	—	7476126705	849 Ridge Rd, Tampa, FL, 33645	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407976	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	9017996349	5030 Market St, Columbus, OH, 43269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404716	CLM	Sean Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416919	CLM	Thomas Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406927	CLM	Matthew Castro	1999-02-28	—	9388114111	3320 Willow Ct, Houston, TX, 77062	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429931	CLM	Amy Carr	1981-05-24	—	5083094157	5530 Bayshore Dr, Eden Prairie, MN, 55355	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424658	CLM	Ashley B King	1943-01-18	UHC-42504-94	6296996950	8220 Desert Sky Blvd, Dallas, TX, 75222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418955	CLM	Sara Ford	2005-12-04	UHC-92388-04	7542256746	2123 Indian School Rd, Charlotte, NC, 28221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409166	CLM	Juan Murphy	1973-10-03	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402503	CLM	Alice Masn	1968-11-02	UHC-34841-08	6994754478	4951 Spring St, San Diego, CA, 92138	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-425473	CLM	Young Sean	1974-01-19	—	9357011895	1139 Broadway, Eden Prairie, MN, 55384	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-415393	CLM	Kathryn Stephens	1977-02-28	—	7965411367	9830 Sage Ct, Seattle, WA, 98147	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410792	CLM	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-400726	CLM	Dennis Harris	1972-01-02	UHC-62668-30	9245682766	4701 Sage Ct, Mesa, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404354	CLM	Brenda Singh	1998-10-19	UHC-87927-23	4368901966	7889 Union St, Seattle, WA, 98138	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408044	CLM	Raymond Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St Apt 19, Plano, TX, 75061	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-427799	CLM	Jason L Hrris	2004-06-27	—	4353499171	8576 Lake View Rd, San Diego, CA, 92116	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430135	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave, Las Vegas, NV, 89142	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400347	CLM	Jason Marquez	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430161	CLM	Jesse Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave, Chandler, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410769	CLM	Ahmed Soto	1938-03-10	—	5912435478	8663 Lake View Rd, Tucson, AZ, 85743	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424444	CLM	Ralph A Ruiz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425334	CLM	Brooks Matthew	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln, Tucson, AZ, 85761	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423635	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	2245307140	8103 Union St, Tempe, AZ, 85292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403608	CLM	Yuki Henderson	1967-09-06	UHC-88556-80	9433428041	797 Forest Ave, Fresno, CA, 93789	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407487	CLM	Mason Ramirez	1964-05-03	—	5135642570	3165 Spring St, Fresno, CA, 93769	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417544	CLM	Sandra Hart	1950-09-18	—	8464264777	9811 Maple Ave, Orlando, FL, 32892	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430957	CLM	Omar Moreno	1962-01-03	—	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406097	CLM	Alan Tran	1970-06-06	—	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417868	CLM	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 105 of 240Previous Next