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-409007	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd Apt 14, Tucson, AZ, 85756	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426037	CLM	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave, Fresno, CA, 93701	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410642	CLM	Benjamin Tran	1956-10-03	UHC-71519-79	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417095	CLM	Ashley Olson	1984-01-07	—	2689682837	1015 Bayshore Dr, Sacramento, CA, 95827	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420330	CLM	Kyle Smith	1984-10-21	UHC-47052-61	6009582377	2161 Jefferson Ave, Orlando, FL, 32827	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419087	CLM	Judy Hoffman	1949-11-07	UHC-63831-15	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423242	CLM	Nicole Mitchell	1993-06-03	UHC-23875-61	4124848918	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-415364	CLM	Ethan Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404322	CLM	Jon G Hayes	1989-02-20	—	2966132464	8962 Highland Ave, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403473	CLM	Kathhryn Pierce	1939-02-21	—	5335257449	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-406944	CLM	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-431185	CLM	Jean Nunez	2008-01-15	UHC-87705-91	6176407823	1238 Central Ave, Nashville, TN, 37294	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423266	CLM	Emma Jacobs	1996-10-14	UHC-65539-03	5969700598	3329 Lake View Rd, Denver, CO	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-406171	CLM	Dylan Q Williamson	1965-06-23	—	2568993960	297 Meadow Ln, Jacksonville, FL, 32281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422926	CLM	Frances Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408089	CLM	Kathryn A Perry	1971-07-27	—	7694911117	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410606	CLM	Pat Luna	1983-10-03	UHC-87231-07	9599188887	2497 Baseline Rd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414352	CLM	Rebecca B Lewis	1967-03-26	UHC-04909-22	8059327399	6545 Maple Ave, Nashville, TN, 37215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419733	CLM	Jennifer Luna	1978-03-21	—	5299775388	1218 Meadow Ln, Denver, CO, 80285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402931	CLM	Gregory N Morales	1942-12-05	—	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426374	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422996	CLM	Pat Marshall	1981-06-08	UHC-92316-19	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426364	CLM	Justin Munoz	2006-11-04	UHC-63130-10	7847570774	1759 Grand Ave, Plano, TX, 75048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401279	CLM	Danielle Z Wang	1982-04-12	—	4766762488	5970 Elm St, Glendale, AZ, 85394	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424254	CLM	Beverly Butler	1993-10-06	—	3688040538	8572 Ocean Ave, Houston, TX, 77078	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417767	CLM	Justin Johnson	1991-03-02	—	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418507	CLM	Elizabeth Nelson	1951-12-05	UHC-53683-17	2308867446	1662 Elm St, Minneapolis, MN, 55449	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414550	CLM	Mateo Elliott	1996-02-27	UHC-10418-03	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428468	CLM	Lius Gardner	—	—	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-421849	CLM	Charles O Fuller	1942-11-20	—	2699632658	227 River Rd, Charlotte, NC, 28221	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430140	CLM	Adam X Vega	1974-12-27	UHC-75377-52	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421087	CLM	Heather Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406429	CLM	Ashley Mason	1971-10-05	—	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413361	CLM	Ronald Padilla	2001-08-28	UHC-04677-70	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-420785	CLM	Jordan Li	2004-01-13	—	7958578230	6736 Mesa Dr, Orlando, FL, 32894	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403143	CLM	Stephanie Howard	1999-02-18	UHC-41737-39	9759429102	1991 Grand Ave, Miami, FL, 33180	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406880	CLM	Ana D Gibson	1998-12-05	—	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411678	CLM	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417025	CLM	Gerald Hamiilton	1985-10-02	—	4428469240	6006 Spring St, San Antonio, TX, 78237	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410608	CLM	Mei Jones	1960-01-05	—	7809855942	4164 Central Ave, San Diego, CA, 92108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412204	CLM	Dennis Salazar	1987-01-01	UHC-90264-58	5807510726	5544 Apache Blvd, Plano, TX, 75095	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409414	CLM	Bobby Harper	1991-12-14	—	2702784382	516 Park Pl, Fresno, CA, 93701	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416556	CLM	Christien Stewart	1946-01-03	UHC-62819-22	6954879216	412 Palm Dr, Austin, TX, 78728	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401808	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	4963618160	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408456	CLM	Zachhary Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-419591	CLM	Douglas T Long	1951-05-02	UHC-91066-27	5058115307	5253 Willow Ct, Atlanta, GA, 30312	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424296	CLM	Julia H Ryan	1955-06-12	UHC-35022-68	7693142904	5279 Canyon Rd, Mesa, AZ, 85202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429176	CLM	Virginia K Ramos	1989-04-27	—	9145286030	1476 Indian School Rd, San Diego, CA, 92124	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421693	CLM	Judy Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410505	CLM	Amber Z Salazar	1963-12-17	UHC-68878-86	3498815048	1069 Sunset Blvd, Las Vegas, NV, 89103	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

11,960 rows, page 110 of 240Previous Next