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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404358	CLM	Bobby Garcia	2005-03-16	—	—	7314 Valley View Dr, Denver, CO, 80273	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407466	CLM	Barbara Bell	1995-02-17	—	9838985372	6067 Apache Blvd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419285	CLM	Amber Munoz	1984-08-17	—	—	9780 Maple Ave, Chandler, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413104	CLM	Lori Wlliamson	1950-06-12	—	—	2701 Union St, Tampa, FL, 33601	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422427	CLM	Amanda C Brooks	1966-05-17	UHC-53265-89	—	497 Canyon Rd, Nashville, TN, 37214	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-412110	CLM	Jack Scott	1949-08-22	—	6333078231	6031 Elm St, Las Vegas, NV, 89167	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429766	CLM	Kathryn Fields	1981-08-22	—	8478402736	7747 Park Pl, Plano, TX, 75014	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409385	CLM	Sophia Cunningham	1973-05-01	UHC-95938-13	—	3898 Sunset Blvd, Seattle, WA, 98150	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429814	CLM	Joseph M Bell	1958-08-12	—	—	2496 Lake View Rd, Tampa, FL, 33671	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415406	CLM	Michelle Wong	1959-10-18	UHC-75999-90	4752019065	1501 Indian School Rd # 627, Jacksonville, FL, 32250	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421110	CLM	Ethan Bowman	1986-05-20	UHC-88786-72	—	1390 Mesa Dr, San Diego, CA, 92126	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426186	CLM	Abby Nguyen	1983-08-14	UHC-73153-32	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-428133	CLM	Jack Wheeler	1946-03-14	—	2299443579	1276 Central Ave, Tempe, AZ, 85227	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414244	CLM	Jess Morgan	1957-05-01	UHC-15395-10	—	4019 Meadow Ln, Glendale, AZ, 85317	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432609	CLM	Christina Williams	1996-12-21	—	4427525175	9383 Ocean Ave, Tucson, AZ, 85705	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428611	CLM	Shirley Reyes	1940-05-17	—	5454095040	2986 Cedar Ln, Orlando, FL, 32883	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409455	CLM	Yang Pamela	1945-01-06	UHC-06553-73	—	4873 Market St # 826, Dallas, TX, 75230	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-409167	CLM	Juan M Murphy	1973-10-03	UHC-80089-58	—	147 Canyon Rd, Tampa, FL, 33668	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416235	CLM	Gloria Harper	1943-06-01	UHC-02195-39	—	5253 River Rd, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401915	CLM	Sharon O Ptaterson	1968-01-26	—	4892140421	7671 Central Ave, Atlanta, GA, 30364	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432479	CLM	Willie Bennett	1969-01-25	UHC-41101-83	6495868623	1924 Highland Ave, Columbus, OH, 43225	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400885	CLM	Jenny Pena	1980-02-11	UHC-60009-39	—	2080 Valley View Dr, Mesa, AZ, 85281	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-400269	CLM	Elijah T Watson	1950-04-18	UHC-72077-16	3868964396	9516 Church St, Tempe, AZ, 85235	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421215	CLM	Michelle Price	1983-08-09	UHC-08987-60	—	5625 Pine Dr, Glendale, AZ, 85359	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-417683	CLM	Eugene Graham	2004-10-26	—	—	1088 Maple Ave, Fresno, CA, 93725	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430177	CLM	Ethan Gardner	1961-03-01	UHC-07381-68	—	8361 Indian School Rd, Nashville, TN, 37248	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405087	CLM	Janice Cox	1955-09-19	—	—	—	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-418713	CLM	Robert Russell	1983-09-05	UHC-82569-89	—	9166 Pine Dr, San Diego, CA, 92157	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-405114	CLM	Nathan Soto	1986-07-23	—	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408378	CLM	Ralph Z Graham	1981-01-27	—	—	3792 Palm Dr, San Diego, CA, 92127	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400889	CLM	Fatima L Kennedy	1989-05-07	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431368	CLM	Cynthia Martinez	1996-09-25	UHC-73516-61	—	7315 Broadway, Gilbert, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-426626	CLM	Jennifer E Cox	1939-01-08	—	—	9324 Baseline Rd, Glendale, AZ, 85374	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420122	CLM	Victoria O Stevens	1939-04-07	—	—	7148 Elm St, Dallas, TX, 75284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404093	CLM	Andrew Andrews	1997-02-09	UHC-85810-85	—	8044 Central Ave, Houston, TX, 77019	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412468	CLM	Matt Arnold	1944-08-07	UHC-10919-83	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-410005	CLM	Denise Davis	1976-01-20	UHC-95791-99	—	8266 Oak St, Seattle, WA, 98149	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403631	CLM	Samuel Burke	1965-10-11	UHC-10627-80	7104256971	7094 Cedar Ln, Jacksonville, FL, 32287	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420863	CLM	Noah Hall	1967-05-02	—	7247522715	8762 Desert Sky Blvd Apt 25, Tampa, FL, 33644	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-410128	CLM	Carolyn W Ruiz	1942-10-26	—	9782271582	3818 Forest Ave, San Antonio, TX, 78245	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427706	CLM	Eljah Matthews	1950-05-17	—	—	8875 Ridge Rd # 131, Charlotte, NC, 28287	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-404639	CLM	Douglas M Salazar	—	—	—	1340 Union St, Seattle, WA, 98114	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-420484	CLM	Fatima Scott	1942-06-24	UHC-88687-99	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426730	CLM	Gibson U Camila	1968-03-15	UHC-37139-56	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401097	CLM	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-431840	CLM	Judy Patterson	1973-05-24	UHC-36614-66	—	1625 Market St, Charlotte, NC, 28229	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417879	CLM	Nathan Cole	1958-07-27	UHC-77282-78	—	2325 Park Pl, Austin, TX, 78748	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431725	CLM	Ahmed Sims	1972-07-07	UHC-36382-81	—	7759 Harbor Blvd, Dallas, TX, 75257	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426915	CLM	Sue Morrison	1959-02-28	—	—	2746 Apache Blvd, Denver, CO, 80252	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409198	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	—	5524 Willow Ct, Jacksonville, FL, 32230	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 120 of 212Previous Next