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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420728	CLM	Ronald Y Mitchell	1993-08-06	UHC-57748-11	9517571037	6809 Valley View Dr, Minneapolis, MN, 55465	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426909	CLM	Jessica Mejia	2002-10-23	UHC-87470-48	6846784659	7277 Meadow Ln, Los Angeles, CA, 90010	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404463	CLM	Bruce K Stephens	1938-03-04	UHC-46738-13	—	6482 Union St, Orlando, FL, 32844	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430210	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419294	CLM	Keith Cole	1950-11-04	UHC-98804-07	—	4613 Grand Ave, San Antonio, TX, 78255	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428567	CLM	Jacqueline K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404141	CLM	Schmidt Willie	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave, Houston, TX, 77030	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413212	CLM	Frances L Fields	1952-11-04	UHC-96648-95	—	565 Main St, Tempe, AZ, 85239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421346	CLM	Gabriel Owens	1959-06-19	UHC-52858-37	—	6403 Valley View Dr, Jacksonville, FL, 32212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411218	CLM	Kevin Mlls	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421455	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-421454	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-400310	CLM	Danielle Oliver	1947-05-28	—	8376253581	4173 Maple Ave, Dallas, TX, 75225	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432518	CLM	Joe L Stevens	1952-07-16	—	—	6977 Apache Blvd, Seattle, WA, 98174	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408066	CLM	Christopher Henderson	1952-06-11	UHC-24246-34	2334616139	1971 Meadow Ln, Los Angeles, CA, 90052	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429563	CLM	Bob Robinson	1988-10-05	UHC-71882-37	—	6663 Bayshore Dr, San Antonio, TX, 78288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430854	CLM	Russell Brooks	1971-11-18	UHC-32148-92	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-425868	CLM	Bobby Schultz	1941-02-26	—	4404742418	2048 River Rd, Chandler, AZ, 85289	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419057	CLM	Carl Hall	1961-07-07	—	4027821671	6450 Elm St, Minneapolis, MN, 55413	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420084	CLM	Betty O Vega	1946-04-04	UHC-40806-34	—	1690 Bayshore Dr, Columbus, OH, 43248	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407444	CLM	Elijah Aguilar	1996-12-19	UHC-11836-39	—	1294 Sage Ct, Jacksonville, FL, 32292	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431647	CLM	Drew Hoffman	2004-01-28	UHC-49164-75	—	8112 Meadow Ln, Tampa, FL, 33690	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418039	CLM	Sofia Richards	1987-11-21	—	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432602	CLM	Mari Prry	1959-07-07	UHC-21303-62	—	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410237	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410238	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432547	CLM	Jduy Wells	1989-06-18	UHC-65896-08	—	5771 Indian School Rd, Scottsdale, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428902	CLM	Matthew Kelly	1981-02-20	—	—	5109 Hillcrest Rd, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417298	CLM	Lawrence Chapman	1975-10-20	UHC-16649-11	—	3172 Ocean Ave, Austin, TX, 78770	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407874	CLM	Amber Smith	1988-08-06	UHC-70500-58	3348595388	5727 Market St, Las Vegas, NV, 89193	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430335	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-402973	CLM	Fatima Webb	1964-11-20	UHC-03290-88	5492409953	2690 Desert Sky Blvd, Los Angeles, CA, 90018	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419222	CLM	Amy Carroll	1993-12-13	—	9298729026	3972 River Rd, Atlanta, GA, 30398	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421421	CLM	Emily Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426724	CLM	Frances Mitchell	2005-07-02	UHC-57642-07	6332193229	4268 Valley View Dr, Tampa, FL, 33620	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432037	CLM	Jack H Spencer	1949-11-24	—	—	2289 Central Ave, Dallas, TX, 75272	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427832	CLM	Kelly Vazquez	1940-03-23	UHC-86573-18	6036359231	5213 Jefferson Ave, Minneapolis, MN, 55480	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-408738	CLM	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-421699	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417187	CLM	Julia Jackson	2004-09-26	—	—	6367 Oak St, Orlando, FL, 32800	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430951	CLM	Ray Robinson	1994-09-08	UHC-23437-72	—	8665 Bayshore Dr, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428707	CLM	Charlotte Alexander	1966-07-09	—	8152173038	3185 Park Pl, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426682	CLM	Judth Larson	1952-10-27	—	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430789	CLM	Christian Anderson	1939-07-09	—	—	2042 Washington St, Orlando, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-420227	CLM	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423233	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420416	CLM	Bruce D Flores	1966-11-27	—	—	8234 Market St, Nashville, TN, 37212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430278	CLM	Euegne Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln, Tucson, AZ, 85708	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-415515	CLM	Keyth Walker	1996-06-22	—	4463337236	8898 Apache Blvd, Dallas, TX, 75278	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
CLM-418388	CLM	Mary Fuller	1963-10-05	UHC-43878-46	7386799935	6246 Church St, Sacramento, CA, 95834	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 54 of 105Previous Next