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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400713	CLM	Matthew Hayes	1993-02-07	UHC-78677-80	4649219132	5670 River Rd, Denver, CO, 80220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428862	CLM	Arthur Johnson	1954-04-15	—	8954334474	58 Spring St, Houston, TX, 77035	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421599	CLM	Jacob Ramirez	1979-06-01	—	—	6959 Willow Ct, Tempe, AZ, 85296	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-410351	CLM	Sophia Riley	1997-09-13	—	6092529332	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401538	CLM	Emma Espinoza	1984-03-17	UHC-28014-04	—	5393 Union St, Mesa, AZ, 85224	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-405630	CLM	Judith Meyer	2002-04-23	UHC-98459-56	7408426301	6103 Ridge Rd, Orlando, FL, 32872	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402370	CLM	Hnanah Rios	1942-01-25	UHC-28062-83	5449632042	4788 Main St, Plano, TX, 75046	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-408349	CLM	Stephen Reyes	1960-07-03	UHC-57936-49	—	6423 Harbor Blvd, Mesa, AZ, 85269	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-404352	CLM	Pamela Contreras	1991-04-02	—	9777166114	8748 Elm St, Las Vegas, NV, 89196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409259	CLM	Shirley Dominguez	1944-12-02	UHC-22993-45	5313148066	5904 Hillcrest Rd, Tampa, FL, 33619	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420363	CLM	Ashley Ramos	1994-03-27	UHC-23204-76	—	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-421424	CLM	Carlos Morgan	1948-08-11	UHC-41185-42	4316225215	1728 Grand Ave, Plano, TX, 75087	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-414249	CLM	Logan R Jensen	1965-06-18	UHC-93744-90	—	2423 Cedar Ln, Plano, TX, 75061	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400678	CLM	Catherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430269	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-430268	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-406261	CLM	Tyler A Gutierrez	—	—	7619019746	2641 Lincoln Way, San Antonio, TX, 78299	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-423818	CLM	Yuki Johnson	1960-07-06	—	2568028066	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418936	CLM	Eugene Fuller	1947-08-22	—	4076674723	738 Market St # 787, Minneapolis, MN, 55473	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-407477	CLM	Sara Reyes	1971-04-01	—	—	7738 Ocean Ave, Charlotte, NC, 28224	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410955	CLM	Noah Roberts	1962-03-21	—	7397836496	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-432524	CLM	Paul Morris	1987-08-17	UHC-21357-84	3974456187	7410 Pine Dr, Los Angeles, CA, 90098	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411035	CLM	Arjun Schmidt	1992-12-03	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406530	CLM	Charlotte Wallace	1991-01-04	—	8782210310	8740 Highland Ave, Mesa, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425445	CLM	David S Ferguson	1982-07-23	—	—	2980 Elm St, Fresno, CA, 93725	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413464	CLM	Carol Hamilton	2006-11-17	UHC-47996-65	—	9822 Apache Blvd, Fresno, CA, 93733	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405168	CLM	Marc Arnold	1966-01-02	UHC-01409-71	6249407731	4299 River Rd, Los Angeles, CA, 90071	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422197	CLM	Barbara Rogers	1993-12-17	UHC-88646-29	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-432337	CLM	Richard X Hall	1968-05-21	—	3653793998	1642 Mountain View Dr, Dallas, TX, 75294	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400780	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd # 886, Sacramento, CA, 95812	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-408735	CLM	Bryan Wheeler	2000-01-22	—	—	9384 Mountain View Dr, Nashville, TN, 37209	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-414455	CLM	Matt Kelly	1941-12-05	—	—	8350 Lincoln Way, Gilbert, AZ, 85281	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-411680	CLM	Patrick Flores	1988-01-24	—	—	253 Lake View Rd Apt 36, Seattle, WA, 98106	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-422648	CLM	Paul F Thomas	1976-03-20	—	9348475972	5585 Grand Ave, Las Vegas, NV, 89192	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415182	CLM	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429237	CLM	Kathleen E Rivera	1948-11-08	UHC-52835-24	—	1509 Willow Ct, Miami, FL, 33179	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
CLM-407025	CLM	Andrew Woods	1973-11-16	UHC-68285-69	—	872 Union St, Gilbert, AZ, 85250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406749	CLM	Kelly Ellis	1950-09-14	UHC-35241-11	—	1454 Sage Ct, Eden Prairie, MN, 55378	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431515	CLM	Jennifer M Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410131	CLM	Ronald A Scott	1982-04-26	UHC-68475-54	—	9242 Grand Ave, Phoenix, AZ, 85010	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413577	CLM	Philip Lawson	2008-12-27	—	6806685736	8364 Main St, Dallas, TX, 75217	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402474	CLM	Peter Roberts	1988-04-11	UHC-41456-86	—	7569 Church St, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425459	CLM	Willie Sullivan	2005-02-28	UHC-03086-90	—	6475 Elm St, Tampa, FL, 33636	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419487	CLM	Judith Knight	1982-11-15	—	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-407592	CLM	Kyle L Jordan	1983-08-28	UHC-37874-23	—	794 Mountain View Dr, Tempe, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-424236	CLM	Jerry Jenkins	1978-07-23	UHC-25233-91	4797849187	5433 Hillcrest Rd, Gilbert, AZ, 85290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415363	CLM	Ehtan R Little	1983-02-03	UHC-34632-67	—	2244 Pine Dr, Tampa, FL, 33633	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402125	CLM	Isabella C Dominguez	2002-03-04	—	—	5677 Sunset Blvd, Los Angeles, CA, 90082	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-406158	CLM	Luis Nguyen	1977-04-15	UHC-08438-95	—	7453 Market St, Orlando, FL, 32833	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410207	CLM	Maria Myers	1949-11-10	UHC-25623-45	6848575252	2789 Sage Ct, Glendale, AZ, 85369	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 129 of 263Previous Next