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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431095	CLM	Dennis Ward	1953-02-23	UHC-68707-57	—	4788 Apache Blvd, Tempe, AZ, 85218	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405037	CLM	Carlos Young	2004-11-02	UHC-07597-48	—	5970 Main St, Columbus, OH, 43254	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407565	CLM	Tommy Mendoza	1964-11-16	UHC-87035-55	—	1647 Canyon Rd, Scottsdale, AZ, 85289	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406583	CLM	Nancy G Wright	1957-08-22	—	—	9675 Bayshore Dr, Phoenix, AZ, 85065	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402464	CLM	Pamela I Yang	1973-10-23	UHC-97495-29	3757099923	6217 Baseline Rd, Scottsdale, AZ, 85232	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-409711	CLM	Jean Woods	1947-10-25	UHC-60893-87	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-412555	CLM	Gerald Valdez	1959-02-26	UHC-29944-62	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-410018	CLM	Joseph Fowler	1950-08-18	UHC-38879-72	—	7897 Elm St, Miami, FL, 33154	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430945	CLM	Richard Park	2000-11-22	—	—	3576 Lincoln Way, Orlando, FL, 32872	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-430239	CLM	Joan P Meyer	1992-11-20	UHC-56059-70	—	483 Desert Sky Blvd, Charlotte, NC, 28211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402119	CLM	Ray E Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402841	CLM	Ann K Ray	2004-01-20	UHC-98865-91	—	3655 Bayshore Dr, Columbus, OH, 43213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408310	CLM	Christine D Brown	1988-06-21	UHC-92954-99	—	7413 Camelback Rd, Chandler, AZ, 85209	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426373	CLM	Sharon Salazar	1961-01-18	UHC-10097-24	—	1694 Mesa Dr, Atlanta, GA, 30393	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425566	CLM	Marilyn Rice	1941-09-13	UHC-69910-24	—	1406 Ocean Ave, Nashville, TN, 37235	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430511	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-409889	CLM	Linda Lawrence	1940-05-16	—	8735890123	4617 Palm Dr, Tucson, AZ, 85757	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402023	CLM	Andrew Munoz	1991-03-07	UHC-13020-18	8024952729	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432712	CLM	Janice Spencer	1938-10-18	—	—	4242 Lincoln Way, Nashville, TN, 37269	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421340	CLM	Heather Guzman	1982-02-05	UHC-72023-79	—	2294 Mesa Dr, Mesa, AZ, 85212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406957	CLM	Roberts Walter	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406956	CLM	Roberts Walter	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-423263	CLM	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404362	CLM	Luis S Gordon	1948-07-16	UHC-01696-38	—	46 Sage Ct, Minneapolis, MN, 55469	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409265	CLM	Edward Bishop	1986-11-16	UHC-10043-12	—	8152 Lincoln Way, Chandler, AZ, 85231	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-410897	CLM	Cheryl Kennedy	1982-09-19	—	—	2547 Washington St, Plano, TX, 75005	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410898	CLM	Cheryl Kennedy	1982-09-19	—	—	2547 Washington St, Plano, TX, 75005	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418670	CLM	Jack Clark	1967-02-09	—	—	9312 Sage Ct, Jacksonville, FL, 32243	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408815	CLM	Victoria S Franklin	1941-05-14	—	—	5345 Valley View Dr, Denver, CO, 80259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427909	CLM	Daniel Robertson	1973-08-25	UHC-23818-80	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-410172	CLM	Romero Katherine	1960-05-18	—	9134558005	1998 Spring St, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-405818	CLM	Mark Valdez	2008-09-01	UHC-57968-08	5977878941	4623 Sunset Blvd, Jacksonville, FL, 32209	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429869	CLM	Austin Contreras	1941-12-19	—	2887922714	7460 Canyon Rd, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-411651	CLM	Amy Woods	1998-06-08	UHC-57366-89	—	4834 Washington St, Atlanta, GA, 30338	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-418803	CLM	Harold Arnold	1995-04-26	UHC-71119-19	7019189187	971 Grand Ave, Nashville, TN, 37200	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429631	CLM	Janice Willis	1943-09-05	UHC-62619-37	—	3829 Hillcrest Rd, Orlando, FL, 32829	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428336	CLM	Ryn Buurton	2006-01-14	UHC-43386-61	—	578 Maple Ave, Mesa, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409152	CLM	Nicole Valdez	2003-08-08	—	4719161332	2416 Highland Ave, San Diego, CA, 92196	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404152	CLM	Olivia Fox	1976-01-11	UHC-47212-39	7778314682	1864 Market St, Austin, TX, 78750	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406603	CLM	Garza Raaymond	1963-07-27	UHC-65800-71	—	7988 Bayshore Dr, Jacksonville, FL, 32213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401935	CLM	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426165	CLM	Natalie T Alvarado	1943-11-26	—	—	7186 Union St, Glendale, AZ, 85368	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406937	CLM	Robrt Tucker	2004-07-14	UHC-10873-92	—	2275 Sunset Blvd, Tempe, AZ, 85284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418704	CLM	Christian A Estrada	1992-03-02	UHC-18584-05	—	6869 Baseline Rd, Orlando, FL, 32847	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421189	CLM	Brian Fuller	1992-11-16	—	4076237329	4103 Bayshore Dr, Houston, TX, 77029	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401853	CLM	Edward Dunn	1967-07-08	—	2204327679	442 Broadway, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-428141	CLM	Rebecca Miller	1970-12-08	UHC-93376-86	3675338457	9024 Valley View Dr, Miami, FL, 33143	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402071	CLM	Benjamin Johnston	1948-02-17	UHC-90631-95	4976145415	5939 Cedar Ln, Orlando, FL, 32857	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422813	CLM	Natalie Ferguson	1942-05-16	—	—	8350 Hillcrest Rd, Tempe, AZ, 85206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421609	CLM	Peter Ford	1991-10-23	—	4835706550	3506 Central Ave, Columbus, OH, 43249	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 140 of 263Previous Next