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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-425233	CLM	Pal Lee	1963-01-17	—	—	129 Canyon Rd, Dallas, TX, 75244	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-414752	CLM	Amber P Meyer	1970-04-13	UHC-41600-72	—	3676 Spring St, Glendale, AZ, 85356	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-413960	CLM	Harold N Peterson	1991-07-04	UHC-57880-32	—	9190 Camelback Rd, Chandler, AZ, 85275	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431643	CLM	Brian Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425213	CLM	Ronald Reed	1957-07-28	UHC-55114-27	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405717	CLM	Ed Vazquez	1995-04-15	—	4845612350	121 Willow Ct, Chandler, AZ, 85228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-428679	CLM	Mike Rios	1961-08-23	UHC-88156-15	—	9120 Lake View Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418260	CLM	Mariana Fowler	1986-11-05	UHC-92162-53	—	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429409	CLM	Martha Carpenter	2001-04-23	UHC-56556-79	5298798361	5056 Lincoln Way, Fresno, CA, 93726	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420246	CLM	Ethan Body	1990-12-17	UHC-52979-83	—	7978 Sage Ct, Atlanta, GA, 30372	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407732	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl, Mesa, AZ, 85225	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408801	CLM	Theresa Wheeler	1953-07-08	—	—	8531 Camelback Rd, San Diego, CA, 92187	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400146	CLM	Katherine Young	1985-06-08	UHC-45033-96	—	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411811	CLM	Michelle Romero	1939-12-08	UHC-14494-77	—	2821 Harbor Blvd, Nashville, TN, 37219	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-428642	CLM	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401204	CLM	Katherine Carpenter	1949-04-23	—	—	4824 Lake View Rd, Plano, TX, 75046	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-408394	CLM	Vincent Moreno	1975-02-13	UHC-16686-40	9019744288	9606 Pine Dr, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-401727	CLM	David Elliott	1994-06-10	UHC-64957-16	8887704819	8120 Spring St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422556	CLM	Benjamin V Payne	1991-12-09	—	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-424950	CLM	Joe Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428435	CLM	Shirley Gordon	1945-10-15	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426834	CLM	Justin I Rios	1940-03-24	UHC-51097-31	—	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-408742	CLM	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429275	CLM	Joyce Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405354	CLM	Lawrence Hamilton	1949-01-17	UHC-23883-35	—	8701 Sunset Blvd, Sacramento, CA, 95881	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427660	CLM	Mason Hamilton	1988-11-25	—	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429647	CLM	Kennneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417286	CLM	Micheelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406821	CLM	Melissa Fox	1979-01-22	UHC-13839-35	4848736745	2330 Ridge Rd, Fresno, CA, 93744	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424764	CLM	Martha I Knight	1949-02-09	UHC-46240-42	—	9616 Valley View Dr, Denver, CO, 80276	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404481	CLM	Willie Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413166	CLM	Logan A Phillips	1966-04-21	—	4609196479	3710 Mountain View Dr, Orlando, FL, 32851	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417825	CLM	Virginia Hart	1980-05-04	UHC-92459-20	5929584864	2284 Central Ave, Glendale, AZ, 85315	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407396	CLM	Arthur A Lucas	1954-04-24	UHC-21109-17	6517413344	9504 River Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423410	CLM	Nicole Shaw	1945-12-13	UHC-95009-85	9894268957	8639 Indian School Rd, Gilbert, AZ, 85296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409186	CLM	Jack Delgado	1978-12-01	—	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431772	CLM	Betty Garrett	1995-10-13	UHC-03172-62	5923950664	2804 Spring St, Austin, TX, 78788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-425293	CLM	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427912	CLM	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401123	CLM	Alexsi Haarper	1954-04-02	UHC-57014-87	9049731226	1582 Sage Ct, Eden Prairie, MN, 55310	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421098	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

2,633 rows, page 26 of 53Previous Next