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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420127	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402233	CLM	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417501	CLM	Justin Reyes	1963-09-22	—	—	4889 Spring St, Glendale, AZ, 85337	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-428657	CLM	Aisha Cox	1948-11-27	UHC-40748-27	7857593363	3223 Harbor Blvd, Las Vegas, NV, 89152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432176	CLM	Anthony Park	2001-02-22	—	—	379 Oak St Apt 20, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-404919	CLM	Cheryl M Bryant	—	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-424844	CLM	Aaron X Payne	1996-08-06	UHC-08039-35	—	8093 Pine Dr, Tucson, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-405740	CLM	Bobby Mason	2003-05-20	UHC-43823-71	—	2306 Mesa Dr Apt 12, Charlotte, NC, 28203	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-428680	CLM	Lori Franklin	1982-04-15	UHC-98775-39	—	3386 Washington St, Jacksonville, FL, 32272	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411346	CLM	Will Dunn	1953-06-10	UHC-72312-69	7783642545	702 Palm Dr, Atlanta, GA, 30319	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416814	CLM	Lori J Cruz	1990-04-25	UHC-87156-17	—	6582 Sage Ct # 449, Eden Prairie, MN, 55387	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-427645	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St, Sacramento, CA, 95843	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415950	CLM	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-425528	CLM	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.48	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
CLM-422114	CLM	Gloria Brooks	1946-03-27	—	—	9448 Cedar Ln Apt 27, Orlando, FL, 32813	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-421952	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	3586546233	2380 Highland Ave, Seattle, WA, 98111	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
CLM-404288	CLM	Lori Vega	2002-09-02	UHC-08440-55	—	1434 Main St, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-400875	CLM	Timothy Kelly	1988-07-01	—	4893100129	2193 Mountain View Dr, Seattle, WA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422561	CLM	Keith Foster	1973-01-10	UHC-88227-23	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420146	CLM	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St # 502, Jacksonville, FL, 32295	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425703	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd # 923, Tampa, FL, 33616	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400489	CLM	Michael Bery	1992-08-04	UHC-59279-12	—	7385 Canyon Rd, Orlando, FL, 32858	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-403618	CLM	Eugene Patel	1989-11-06	UHC-40110-14	—	7309 Spring St, Charlotte, NC, 28220	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425173	CLM	Brenda Cruz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-408014	CLM	Ana Ortega	1951-06-23	UHC-19282-90	—	2539 Palm Dr, Scottsdale, AZ, 85230	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-421876	CLM	Maria H Simpson	2008-12-22	UHC-29411-66	—	2468 Union St, Houston, TX, 77056	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413596	CLM	Amanda Y McCoy	1969-01-12	UHC-80480-01	8678939961	428 Mesa Dr # 176, Houston, TX, 77016	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-402888	CLM	Mark Cole	1958-09-01	UHC-08276-88	—	9515 Sunset Blvd, Nashville, TN, 37286	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415767	CLM	Mazon Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX, 78768	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432175	CLM	Anthony Park	2001-02-22	UHC-76242-39	2763139632	379 Oak St, Dallas, TX, 75231	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418564	CLM	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422951	CLM	Bradley Bryant	1990-12-16	UHC-99924-03	—	3422 Lake View Rd, Atlanta, GA, 30370	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402040	CLM	Mark Palmer	2008-07-25	—	6604513054	6191 Oak St Apt 3, Gilbert, AZ, 85298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425714	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417285	CLM	Aaron Ramos	1994-06-24	UHC-51082-43	3589880622	1086 Desert Sky Blvd, Orlando, FL, 32854	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402696	CLM	Anthony Martin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403397	CLM	Jeremy Munoz	—	UHC-92193-29	9218602035	1606 Church St, Eden Prairie, MN, 55314	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more

5,465 rows, page 11 of 110Previous Next