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-408113	CLM	Julie Fisher	1941-03-04	UHC-13284-98	—	2455 Camelback Rd, Sacramento, CA, 95876	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428226	CLM	Joan Vazquez	1958-10-06	—	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423790	CLM	Dennis Alvarez	1979-08-21	—	—	3110 Desert Sky Blvd, Plano, TX, 75063	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415499	CLM	Arjun Martinez	1938-06-17	UHC-42845-59	5955349977	210 Union St, Minneapolis, MN, 55436	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-400889	CLM	Fatima L Kennedy	1989-05-07	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404655	CLM	Alexander Allen	1972-06-07	UHC-21630-34	—	6316 Spring St, Tucson, AZ, 85713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404052	CLM	Daniel Palmer	1960-03-08	UHC-52734-93	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-421654	CLM	Jimmy Maldonado	1954-08-19	UHC-48927-65	—	9382 Mountain View Dr, Mesa, AZ, 85272	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-400572	CLM	Brittany Litle	1995-12-18	UHC-26464-29	7459504827	198 Elm St, Columbus, OH, 43228	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430034	CLM	Olivia S Jackson	1939-08-05	UHC-00850-94	—	8395 Highland Ave, Dallas, TX, 75286	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426626	CLM	Jennifer E Cox	1939-01-08	—	—	9324 Baseline Rd, Glendale, AZ, 85374	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424900	CLM	Scott Lee	1998-05-15	—	7566562476	6471 Central Ave, Glendale, AZ, 85314	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420122	CLM	Victoria O Stevens	1939-04-07	—	—	7148 Elm St, Dallas, TX, 75284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408806	CLM	Joan Ortega	1958-03-20	UHC-14047-49	—	6390 Ocean Ave, Jacksonville, FL, 32210	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404093	CLM	Andrew Andrews	1997-02-09	UHC-85810-85	—	8044 Central Ave, Houston, TX, 77019	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425978	CLM	Victoria T Ortiz	1974-01-26	UHC-94538-28	—	6449 River Rd, Miami, FL, 33171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419749	CLM	Joan K Fowler	2002-09-11	UHC-25204-87	—	196 Cedar Ln, San Antonio, TX, 78273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412468	CLM	Matt Arnold	1944-08-07	UHC-10919-83	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-415089	CLM	Doglas Lawence	1961-12-18	—	7222673098	2578 Jefferson Ave, Nashville, TN, 37262	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429366	CLM	Sara Hawkins	1950-12-16	UHC-71970-99	8323706464	6912 Willow Ct, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403777	CLM	Nicole H Kelley	1961-04-04	—	3414460761	4084 Central Ave, Plano, TX, 75074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421286	CLM	James Gardner	1963-10-04	UHC-92379-73	2352627248	2078 Sunset Blvd, Nashville, TN, 37235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421285	CLM	James Gardner	1963-10-04	UHC-92379-73	2352627248	2078 Sunset Blvd, Nashville, TN, 37235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401621	CLM	Diana Rice	2002-10-03	UHC-58756-45	5177671526	4811 Maple Ave, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-416854	CLM	Jeffrey Mendoza	1965-08-12	—	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408989	CLM	Grace Maldonado	1979-06-18	UHC-80617-85	—	5716 Ridge Rd, Tucson, AZ, 85708	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426999	CLM	Billy Dean	1982-09-27	UHC-18419-83	—	969 Valley View Dr, San Antonio, TX, 78202	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-430694	CLM	Lucia Gomez	1997-02-02	—	—	5088 Union St, Gilbert, AZ, 85255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410096	CLM	Gary Rodriguez	1952-11-10	—	—	1707 Mesa Dr, Chandler, AZ, 85288	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420863	CLM	Noah Hall	1967-05-02	—	7247522715	8762 Desert Sky Blvd Apt 25, Tampa, FL, 33644	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427706	CLM	Eljah Matthews	1950-05-17	—	—	8875 Ridge Rd # 131, Charlotte, NC, 28287	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-404639	CLM	Douglas M Salazar	—	—	—	1340 Union St, Seattle, WA, 98114	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-423037	CLM	Kelly Silva	1965-06-28	—	—	5859 Spring St, Eden Prairie, MN, 55313	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-426730	CLM	Gibson U Camila	1968-03-15	UHC-37139-56	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401097	CLM	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-404087	CLM	Jonathan Read	1952-09-24	—	9467384338	1324 Camelback Rd, Tucson, AZ, 85799	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426915	CLM	Sue Morrison	1959-02-28	—	—	2746 Apache Blvd, Denver, CO, 80252	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404428	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-409198	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	—	5524 Willow Ct, Jacksonville, FL, 32230	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409199	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	—	5524 Willow Ct, Jacksonville, FL, 32230	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410529	CLM	Bradley Perkins	2003-08-26	—	—	616 Lincoln Way, Sacramento, CA, 95898	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-430894	CLM	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-425801	CLM	Scott Wrad	2005-02-15	—	9224998836	6132 Mesa Dr, Sacramento, CA, 95877	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414818	CLM	Jeremy Mejia	1951-09-14	UHC-91734-57	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408268	CLM	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403652	CLM	Christian Perez	1978-01-11	—	—	9660 Grand Ave, Tempe, AZ, 85211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416743	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-416744	CLM	Lisa Reid	1975-03-14	—	4552448359	4559 Apache Blvd, Las Vegas, NV, 89120	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-405808	CLM	Ethan Lee	1995-05-01	UHC-81069-13	—	999 Church St, Mesa, AZ, 85219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417663	CLM	Mark Edwards	2001-10-26	UHC-99615-18	—	8838 Mesa Dr, San Antonio, TX, 78247	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

13,120 rows, page 147 of 263Previous Next