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-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-415374	CLM	Jennifer Hansen	1966-04-08	—	9743715662	5187 Main St, Atlanta, GA, 30345	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412518	CLM	Jack Fowler	1955-03-01	UHC-96462-49	5454650954	4237 Central Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412519	CLM	Jack Fowler	1955-03-01	UHC-96462-49	5454650954	4237 Central Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420490	CLM	Alice Hernandez	1987-10-06	—	7896501626	4948 Sage Ct, Nashville, TN, 37211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408541	CLM	Sophia R Harris	2007-08-28	UHC-55282-86	2785819081	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410939	CLM	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave, Denver, CO, 80234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400933	CLM	Marilyn U Reyes	2000-12-20	UHC-14311-10	6119170491	921 Spring St, Las Vegas, NV, 89169	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400934	CLM	Marilyn U Reyes	2000-12-20	UHC-14311-10	6119170491	921 Spring St, Las Vegas, NV, 89169	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-424525	CLM	Roger Nguyen	1992-02-06	—	4567329041	4735 Central Ave, Eden Prairie, MN, 55355	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428548	CLM	Yuki I Robinson	2000-03-09	UHC-42724-58	5739560823	5021 River Rd, Fresno, CA, 93707	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416057	CLM	Judith C Mills	1943-05-28	UHC-96992-51	3948150586	7674 Pine Dr, Denver, CO, 80205	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402308	CLM	Steven Griffin	1964-06-03	UHC-31694-08	9233736481	7957 Spring St, Los Angeles, CA, 90041	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425124	CLM	Mateo Dean	2000-12-27	UHC-92928-49	9219120581	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-408072	CLM	Jimmy Rodriguez	2001-03-20	UHC-66449-14	2049632593	44 Meadow Ln, Charlotte, NC, 28289	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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
CLM-428421	CLM	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419615	CLM	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405182	CLM	Marilyn K Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave, Phoenix, AZ, 85025	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-430684	CLM	Sophia Blak	1995-12-03	—	8022071998	7519 Mountain View Dr, Houston, TX, 77060	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419452	CLM	Garcia Willie	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418445	CLM	Martha Gonzales	1950-02-07	—	3638174099	8970 Spring St, Sacramento, CA, 95806	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-420493	CLM	Samantha G Fowler	1947-10-17	UHC-84372-58	9442115222	5051 Mountain View Dr, Gilbert, AZ, 85228	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404868	CLM	Jesse Berry	1963-05-21	UHC-34766-81	7964200802	823 Harbor Blvd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413627	CLM	Tyler Medina	1990-10-01	—	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415011	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	2060 Elm St, Phoenix, AZ, 85058	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413514	CLM	Brian Meyrs	1996-02-11	—	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403338	CLM	Elizabeth Robinson	1970-03-06	—	5446835038	1232 Pine Dr, Sacramento, CA, 95871	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404086	CLM	Jonathan Reed	1952-09-24	UHC-35512-91	9467384338	6034 Jefferson Ave, Tucson, AZ, 85714	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421793	CLM	Isabella P Santos	1985-12-02	UHC-21801-43	8149226535	7088 Market St, Tempe, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400185	CLM	Anthony U Ross	1992-04-18	—	3758002080	6561 Valley View Dr, Plano, TX, 75066	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400184	CLM	Anthony U Ross	1992-04-18	—	3758002080	6561 Valley View Dr, Plano, TX, 75066	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404033	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-404543	CLM	Charlotte Gomez	1969-04-06	UHC-94493-43	2193509156	8410 Lake View Rd, Sacramento, CA, 95893	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425181	CLM	Jordan Hall	2007-01-06	UHC-42253-16	2503215315	2292 Pine Dr, Las Vegas, NV, 89103	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406975	CLM	Danielle Knight	1957-08-19	UHC-50456-28	8993695753	2153 Camelback Rd, Dallas, TX, 75228	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424336	CLM	Jacqueline Gomez	1938-04-04	UHC-28088-09	2424514603	3491 Sage Ct, Austin, TX, 78758	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425623	CLM	Edward Alvarado	1960-06-18	UHC-97144-40	7812128820	6451 Sage Ct, San Antonio, TX, 78244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413180	CLM	Roger Gibzon	1942-12-06	—	5246605111	2278 Canyon Rd, San Diego, CA, 92154	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429682	CLM	Don Carr	2006-07-24	UHC-61234-06	9764869671	3247 Valley View Dr, Atlanta, GA, 30313	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417593	CLM	James Mejia	1976-04-10	—	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415805	CLM	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-409846	CLM	Amy Kennedy	1947-06-19	UHC-82897-98	6655382478	2061 Canyon Rd, Atlanta, GA, 30382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421712	CLM	Aisha Q Turner	1998-07-10	—	8222576709	764 Forest Ave, Austin, TX, 78764	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414016	CLM	Frances King	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401803	CLM	Kayla Lee	1993-05-21	—	5685815351	5402 Lincoln Way, Charlotte, NC, 28242	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408954	CLM	Heather Porter	2004-08-24	UHC-28711-83	4879736505	6973 Forest Ave, Tempe, AZ, 85226	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427743	CLM	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 111 of 240Previous Next