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

Provider network, 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
PRV-27609	PRV	Roger Welch	1941-01-03	—	4227423511	7310 Central Ave, Tampa, FL, 33671	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22639	PRV	Mei X King	1984-03-02	—	9752317921	6745 Union St, Eden Prairie, MN, 55358	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20806	PRV	Fatima Hansen	1942-03-02	—	7363692591	4295 Elm St, Fresno, CA, 93706	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27683	PRV	Saamntha Wang	1995-09-10	UHC-95692-76	2959130008	2962 Grand Ave, Jacksonville, FL, 32204	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-29282	PRV	Denise Robertson	1947-09-05	UHC-42523-92	8068744904	6834 Market St, Tucson, AZ, 85763	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22549	PRV	Harold N Bailey	1979-08-05	UHC-21670-98	7675297167	2892 Maple Ave, Tucson, AZ, 85756	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22708	PRV	Hiroshi Miller	1978-09-12	—	3129186501	8858 Sage Ct, Gilbert, AZ, 85263	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27950	PRV	Arjun Morales	1977-02-03	—	9047393557	3741 Lincoln Way, Glendale, AZ, 85338	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21346	PRV	Mason Bowman	1979-01-19	UHC-89875-58	4143894502	56 Grand Ave, Eden Prairie, MN, 55334	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29563	PRV	Susen Weber	1960-12-03	UHC-37047-32	4764901768	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27474	PRV	Evelyn Meddina	1964-03-05	UHC-73118-36	7738260718	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21403	PRV	Donna Crawford	1976-04-07	—	5952317804	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28455	PRV	Ruth Reynolds	1989-04-26	—	2839726833	8399 Central Ave, Tempe, AZ, 85260	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20768	PRV	Yuki Wagner	1975-12-10	UHC-48477-20	5727126465	2516 Maple Ave, Los Angeles, CA, 90069	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25676	PRV	Mateo Cooper	1999-09-15	UHC-44800-44	7666829596	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22740	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22377	PRV	Bruce H Wrd	1939-10-03	UHC-99058-30	7513706054	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22369	PRV	Ana Ortega	1951-06-23	—	7299707135	2539 Palm Dr, Scottsdale, AZ, 85230	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28016	PRV	Sharon Rodriguez	1952-01-06	UHC-10806-16	7936119435	5998 Elm St, Seattle, WA, 98103	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26454	PRV	Maria Simpson	2007-12-22	UHC-29411-66	3439494307	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29351	PRV	Ward Henry	1939-03-06	UHC-63253-17	4224995123	2753 Sunset Blvd, San Diego, CA, 92160	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20017	PRV	Wayne Hamilton	1947-06-25	—	6065891337	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29343	PRV	Evelyn Young	2006-09-15	—	3747847570	6805 Mesa Dr, Gilbert, AZ, 85221	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26835	PRV	Jonathan Green	1964-07-25	UHC-91476-16	2067330935	—	0.94	Name re-cased Phone reformatted Whitespace trimmed
PRV-20281	PRV	Ryan Barbara	1964-05-01	UHC-96763-42	3232403800	6299 Sunset Blvd, San Diego, CA, 92148	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21386	PRV	Ed Graham	1963-12-06	UHC-96241-33	7634290261	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20484	PRV	Terry Hansen	1956-10-09	UHC-59896-66	4798898424	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24954	PRV	Mark Mills	1962-04-06	—	6477423538	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20998	PRV	Gary Richardson	1954-08-03	UHC-77929-51	4198994903	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-29195	PRV	Ann Hoffman	2008-02-22	—	3399935016	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27567	PRV	Roger E Ortiz	1980-03-26	—	5107334364	3575 Baseline Rd, Austin, TX, 78786	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24406	PRV	Judith Owens	1969-09-17	—	2105906088	8433 Lincoln Way, Miami, FL, 33151	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27077	PRV	Bradley Rivera	1986-01-09	UHC-14146-70	9287092307	1580 Willow Ct, Jacksonville, FL, 32239	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-23322	PRV	Aaron Webb	1964-02-02	UHC-01857-64	3242847345	8555 Apache Blvd, San Antonio, TX, 78290	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21646	PRV	Helen Lynch	1940-04-19	—	7927927574	465 Highland Ave, Fresno, CA, 93721	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28486	PRV	Walter Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26218	PRV	Mayr Owens	1946-04-03	UHC-44249-01	8373443938	7422 Apache Blvd, Denver, CO, 80252	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-24281	PRV	Mari Wheeler	1978-02-11	—	2863458013	6718 Broadway, Austin, TX, 78778	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-24978	PRV	Santiago D Jaames	2005-11-18	—	5478943567	2035 Indian School Rd, Glendale, AZ, 85338	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27495	PRV	Joe Scott	1982-04-21	UHC-63070-24	5714592362	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26816	PRV	Dennis Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23036	PRV	Frank O Stephens	1983-04-08	—	3628098196	8890 Lincoln Way, Chandler, AZ, 85223	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20211	PRV	Tony Q Kelly	2000-12-23	UHC-84357-74	5628479738	5361 Sunset Blvd, Eden Prairie, MN, 55325	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23091	PRV	Ahmed Jacobs	1982-06-07	UHC-99057-32	9026572813	1326 Lincoln Way, Plano, TX, 75070	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23132	PRV	Samuel Marshall	2008-01-11	UHC-42128-45	9107025386	185 Union St, Columbus, OH, 43242	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-23131	PRV	Samuel Marshall	2008-01-11	UHC-42128-45	9107025386	185 Union St, Columbus, OH, 43242	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-25107	PRV	Douglas Rivera	1976-07-10	UHC-47071-90	5579884573	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23996	PRV	Willie Robinson	1967-08-05	UHC-34240-65	8832454278	5548 Valley View Dr, Jacksonville, FL, 32295	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28391	PRV	Carolyn Santiao	1979-07-12	UHC-60388-44	2589087250	495 Indian School Rd, Dallas, TX, 75282	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23493	PRV	Julia C Wells	1952-11-04	UHC-90402-32	9414955159	—	0.94	Name re-cased Phone reformatted Placeholder values cleared

5,906 rows, page 115 of 119Previous Next