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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423824	CLM	Mason Robertson	1991-12-22	UHC-22924-14	—	6341 Canyon Rd, Denver, CO, 80249	0.76	Name re-cased Member ID 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-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-422940	CLM	Ruth Jackson	2002-08-16	UHC-45883-35	—	4532 Jefferson Ave, Mesa, AZ, 85236	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+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-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-413668	CLM	Stephen Bailey	1977-10-07	—	5593700514	7954 Canyon Rd, Miami, FL, 33113	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431356	CLM	Elizabeth Matthews	1994-08-26	—	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.76	Name re-cased Date of birth 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-402876	CLM	Heather O Lawrence	1964-05-06	UHC-82881-79	—	1794 Elm St, Glendale, AZ, 85376	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+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-404516	CLM	Gary Burke	1963-05-22	UHC-88412-98	—	2576 Lake View Rd, Miami, FL, 33128	0.76	Name re-cased Date of birth 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-420698	CLM	Carolyn Wheeler	1975-07-12	—	—	4004 Lincoln Way, Dallas, TX, 75263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-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-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-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-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-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-416458	CLM	Kenneth Miiller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421518	CLM	Sofia Hudson	2007-06-12	UHC-81130-33	—	1523 Forest Ave, Plano, TX, 75026	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-417778	CLM	Fatima Jordan	1952-12-28	UHC-31084-55	—	9806 Willow Ct, Charlotte, NC, 28205	0.76	Date of birth reformatted Member ID 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-420195	CLM	Sharon Woods	2002-07-05	—	—	6858 Baseline Rd, Sacramento, CA, 95833	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424585	CLM	Mason Garrett	1942-05-13	UHC-21265-20	—	287 Jefferson Ave, Glendale, AZ, 85360	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405983	CLM	Abigail George	1993-07-19	UHC-48841-18	8823971842	6504 Camelback Rd, Tempe, AZ, 85263	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+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-420202	CLM	Alexis A Armstrong	1996-08-18	—	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-415151	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	4266 Broadway, Miami, FL, 33192	0.76	Date of birth reformatted Member ID reformatted Address re-cased State name converted to code+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-427615	CLM	Matthew Walker	1971-05-21	—	—	8815 Harbor Blvd, Minneapolis, MN, 55477	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

18,771 rows, page 169 of 376Previous Next