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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423517	CLM	Jesse Thompson	1963-09-17	UHC-41852-91	—	1326 Indian School Rd, Gilbert, AZ, 85279	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424113	CLM	Thomas Lee	1944-08-16	UHC-50821-71	5962111858	1963 Sunset Blvd, Austin, TX, 78757	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422149	CLM	Ashley Ortega	1954-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-416630	CLM	Denise Schmidt	1969-05-02	UHC-99733-49	8507626288	3988 Mesa Dr, Mesa, AZ, 85273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429479	CLM	Denise Obiren	1947-05-13	—	—	9137 Indian School Rd, Nashville, TN, 37280	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402511	CLM	Olivia I Hut	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA, 30302	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-420514	CLM	Mariana Cooper	1991-01-18	UHC-00105-56	4358986576	3910 Willow Ct, Seattle, WA, 98127	0.76	Street suffix standardised Address re-cased City re-cased Email lower-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-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-410775	CLM	Diego Lopez	2000-09-16	UHC-40396-40	—	9378 Elm St, Seattle, WA, 98148	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-408832	CLM	Dorothy U Turner	1977-09-01	UHC-22932-26	9079898363	7948 Sunset Blvd, Los Angeles, CA, 90059	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-419471	CLM	Kimberly Simmons	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+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-418456	CLM	Gabriel Cole	1988-03-14	—	—	2533 Hillcrest Rd, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408469	CLM	Joan Johnston	2001-03-18	—	—	8718 Desert Sky Blvd, Miami, FL, 33104	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418856	CLM	Kyle O Bryant	1976-09-16	UHC-45658-55	—	3140 Ocean Ave, Nashville, TN, 37281	0.76	Name re-cased Date of birth 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-429320	CLM	Mason Hill	2005-08-11	UHC-48547-94	—	4209 Elm St, San Diego, CA, 92141	0.76	Name re-cased Date of birth 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-400472	CLM	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423947	CLM	Sandra Reed	1985-04-05	UHC-49852-21	—	4807 Central Ave, Columbus, OH, 43264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-432802	CLM	Eugene Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429282	CLM	Brittany Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+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-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-403333	CLM	Teresa Hayes	1962-10-05	—	—	2774 Pine Dr, Gilbert, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431272	CLM	Peggy Watson	2007-04-27	—	7522404124	5608 Elm St, Orlando, FL, 32883	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+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-403438	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH, 43218	0.76	Name re-cased Street suffix standardised Address re-cased City 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-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-407312	CLM	Thomas Espinoza	2002-10-08	UHC-00130-55	—	1690 Willow Ct, Nashville, TN, 37229	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416389	CLM	Eric Schmidt	1945-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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
CLM-403145	CLM	Joshua Ferguson	1965-08-06	—	8657131489	3919 Ocean Ave, Los Angeles, CA, 90059	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400025	CLM	Janice Z Patterson	1995-04-03	UHC-67938-73	—	7423 Mesa Dr, Gilbert, AZ, 85209	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425383	CLM	Juan F Santos	1978-01-04	—	—	9445 Park Pl, Scottsdale, AZ, 85216	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-407827	CLM	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400014	CLM	Raymond Walsh	1950-11-03	—	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428317	CLM	Vincent L West	2003-01-17	—	—	8724 Central Ave, Plano, TX, 75011	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416560	CLM	Nathan Z Gonzalez	1979-02-06	UHC-46783-10	—	3199 Forest Ave, Phoenix, AZ, 85030	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404099	CLM	Patricia Rios	2001-05-20	UHC-27480-20	—	6561 Highland Ave, Phoenix, AZ, 85070	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-409209	CLM	Jon Davis	1970-02-15	UHC-33869-68	3969368043	6574 Sage Ct, Gilbert, AZ, 85207	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403247	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA, 93735	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424319	CLM	Isabella Carter	1997-09-23	UHC-24455-27	—	1199 Park Pl, Mesa, AZ, 85206	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427838	CLM	Patricia Lawson	1964-01-04	—	9155266047	5663 Meadow Ln, Charlotte, NC, 28208	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 62 of 105Previous Next