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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419566	CLM	Gerald Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425369	CLM	Juan Graham	1937-06-16	—	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424192	CLM	Rebecca T Aguilar	1952-05-09	—	7694767515	8664 Cedar Ln, Seattle, WA, 98167	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427624	CLM	Amber Lee	2004-04-08	UHC-32742-91	5362651559	5091 Church St, Sacramento, CA, 95883	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431309	CLM	Keith Herrera	1976-08-18	—	5636249105	740 Broadway, Los Angeles, CA, 90052	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415763	CLM	Katherie Le	2004-05-21	UHC-75014-19	6554576850	9865 Market St, Tempe, AZ, 85224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424474	CLM	Judith C Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
CLM-425724	CLM	Kimberly Valdze	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412664	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	—	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420969	CLM	Melissa Marshall	1998-06-13	UHC-73960-39	—	4529 Grand Ave, Minneapolis, MN, 55492	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403321	CLM	Carol Gilbert	1968-12-05	UHC-48276-15	—	6850 Maple Ave, Fresno, CA, 93725	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410015	CLM	Noah Estrada	2005-04-15	—	7749860165	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419696	CLM	Jonathan Peters	1994-07-26	—	—	4899 Indian School Rd, Los Angeles, CA, 90066	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-423597	CLM	Wayne Nelson	2003-08-18	—	6403276604	4213 Spring St, Charlotte, NC, 28293	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430346	CLM	Hiroshi Tran	1986-02-04	—	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426281	CLM	Nathan Crawford	2002-06-03	—	8377377459	9803 Baseline Rd, Tempe, AZ, 85248	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404456	CLM	Brittany KJunk	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-421348	CLM	Michelle Cooper	1958-06-26	—	6757570847	3137 Sunset Blvd # 723, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-428738	CLM	Donald B Tran	1952-02-13	UHC-50361-26	—	3981 Maple Ave, Tampa, FL, 33651	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400869	CLM	Frances O Bennett	1993-09-12	—	9585675063	3911 Jefferson Ave, San Diego, CA, 92117	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408348	CLM	Stehen Reyes	1960-07-03	—	6667724835	6423 Harbor Blvd, Mesa, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432677	CLM	Rachel Espinoza	1979-08-22	—	2998087562	7895 Park Pl, Gilbert, AZ, 85219	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414840	CLM	Elijah Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-407062	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-415719	CLM	Luica Russell	2001-11-13	UHC-89539-23	—	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423671	CLM	Donna Owens	1956-08-12	UHC-44246-61	—	7269 Pine Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413437	CLM	Alan Sanchez	1966-11-25	UHC-35719-69	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420390	CLM	Laura Smith	2008-02-11	—	3367712501	3423 Park Pl, Las Vegas, NV, 89135	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426271	CLM	Kelly Mitchell	1991-07-13	UHC-46965-75	—	256 Sunset Blvd, Seattle, WA, 98147	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-404390	CLM	Joe M Flores	1977-12-18	UHC-45040-71	—	8481 River Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411967	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-406701	CLM	Keith Dixon	2004-11-24	UHC-14813-19	—	8405 Meadow Ln, Las Vegas, NV, 89176	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401979	CLM	Bobby Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432092	CLM	Sam Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427183	CLM	Jacob J Pattersun	1994-09-20	—	4379098406	3426 Maple Ave, Dallas, TX, 75278	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429055	CLM	JoeJunk	2003-03-10	UHC-01942-36	—	8568 Ocean Ave, Phoenix, AZ, 85071	0.64	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+2 more
CLM-412651	CLM	Evelyn Stewart	1997-03-04	—	—	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-415042	CLM	Yuki Russell	1942-02-14	—	—	4736 Ridge Rd, Mesa, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417000	CLM	Daniel X Jimenez	1959-01-18	—	—	5471 Sage Ct, Eden Prairie, MN, 55340	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420866	CLM	Steephen Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404209	CLM	Katherine D Robinson	1975-05-01	UHC-61326-69	—	7828 Church St, Plano, TX, 75087	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413310	CLM	Maria P Dean	2007-10-07	—	—	6450 Lincoln Way, Tempe, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427515	CLM	Catherine Chen	1914-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX, 75041	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

2,352 rows, page 22 of 48Previous Next