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-410281	CLM	Donald Bennett	1977-02-28	UHC-07240-34	9089696822	2493 Elm St, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427263	CLM	Rob Singh	1975-01-16	UHC-01396-37	2298620343	6850 Baseline Rd, Nashville, TN, 37261	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401148	CLM	Victoria I Wilson	1951-06-12	—	9346631750	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-432589	CLM	Amy Ortega	2000-08-14	UHC-71099-74	6524127748	9469 Main St, Houston, TX, 77079	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400507	CLM	Will M Ferguson	1965-09-19	UHC-03740-18	4812110400	29 Market St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426521	CLM	Kelly Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419205	CLM	Charlotte Burns	1970-12-25	—	4664150992	1008 River Rd, Glendale, AZ, 85368	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427037	CLM	Kyle Cuok	—	UHC-80562-19	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428628	CLM	Kenneth Brooks	1945-07-27	—	3215293717	3545 Lincoln Way, Denver, CO, 80278	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420984	CLM	Emily B Owens	2002-03-03	—	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407506	CLM	Daniel Le	1973-04-26	—	2253270364	7309 Oak St, Tucson, AZ, 85782	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
CLM-421419	CLM	Jeen Jones	1941-09-09	UHC-18287-09	9642354663	1357 Union St, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416561	CLM	Priya Ellis	1996-01-11	UHC-47259-09	9194213268	7290 Lake View Rd, Miami, FL, 33131	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422053	CLM	Alan P Perry	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406795	CLM	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415981	CLM	Chris Harvey	1997-03-09	UHC-40603-08	3793261896	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-415338	CLM	Margaret N Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-428464	CLM	Megan Edwards	2006-06-04	—	6586794040	4207 Spring St, Phoenix, AZ, 85058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410283	CLM	Santiago Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct # 487, Los Angeles, CA, 90024	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-429521	CLM	Walker Alexander	—	UHC-93561-04	4286287492	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-427855	CLM	Sara Hawkins	1986-02-02	—	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.64	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+2 more
CLM-427190	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424892	CLM	Cheryl Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412274	CLM	James E Watkins	1998-10-19	—	5792920257	4317 Union St, Tucson, AZ, 85701	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413837	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ, 85349	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407197	CLM	Brandon Murpphy	—	UHC-35997-95	8619763609	5643 Valley View Dr, Houston, TX, 77069	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-401690	CLM	Dorothy Jacobs	1942-02-04	UHC-33416-55	4322011656	2626 River Rd, Fresno, CA, 93771	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421576	CLM	Michael Hanson	1983-07-01	UHC-75772-33	2112705171	3342 Sage Ct, Fresno, CA, 93738	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402980	CLM	Wei M Grza	1952-02-20	UHC-23414-25	7353309946	5913 Meadow Ln, Houston, TX, 77035	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415008	CLM	Wilson Brenda	1972-01-28	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402552	CLM	Sara P Riley	1968-11-24	—	5604707904	2720 Forest Ave, Tucson, AZ, 85743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414327	CLM	Theresa Mills	2000-03-14	—	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419314	CLM	Kayla McDonald	2004-09-08	—	4042634903	3292 Church St, Atlanta, GA	0.64	Phone reformatted State code upper-cased ZIP missing Gender normalised+2 more
CLM-424688	CLM	George Wright	1952-09-05	UHC-78782-59	9305899624	7428 Spring St, Houston, TX, 77069	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-426096	CLM	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420374	CLM	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411704	CLM	Henry Zachary	1967-10-27	—	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419058	CLM	Roger Palmer	1996-09-07	UHC-52177-19	2142386276	8924 Sage Ct, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429991	CLM	Arthur Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr # 863, Columbus, OH, 43208	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411728	CLM	Alice Freeman	1968-04-04	UHC-80293-63	8738938397	6953 Pine Dr, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414779	CLM	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway Apt 23, San Antonio, TX, 78200	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-413443	CLM	Helen Luna	1977-05-07	—	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418513	CLM	Bruce Jones	1974-06-19	UHC-24551-84	4538808599	6757 Church St Apt 23, Gilbert, AZ, 85254	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-424462	CLM	Sara Oliver	1957-09-03	—	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-427262	CLM	Jakk Freeman	1946-07-23	—	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418665	CLM	Gary Brown	1950-01-24	UHC-63458-01	4588476731	5247 Jefferson Ave, Tucson, AZ, 85789	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

11,960 rows, page 55 of 240Previous Next