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 “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
PRV-27785	PRV	Aaron Barnes	1945-11-27	UHC-75608-11	8092818450	9539 River Rd, Columbus, OH, 43270	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-24930	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25592	PRV	Henry Jordan	1968-05-02	UHC-15997-66	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
PRV-27898	PRV	Kathryn J Thompson	1989-02-25	—	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23794	PRV	Cynthia Mejia	1957-06-17	—	5234744072	8021 Spring St, Austin, TX, 78792	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27622	PRV	Scott Duncan	1970-06-06	—	2014421258	71 Bayshore Dr, Los Angeles, CA, 90071	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
PRV-22766	PRV	Mariana J Jimenez	1965-07-21	—	9015991310	4008 Church St, Miami, FL, 33101	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
PRV-29199	PRV	Anthony Perkins	1988-06-09	UHC-29134-84	4156884151	5905 Elm St, Las Vegas, NV, 89113	0.88	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
PRV-29047	PRV	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
PRV-27329	PRV	Gay Rice	1983-06-05	UHC-79247-20	6587037804	9612 Union St, Denver, CO, 80219	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-24236	PRV	Emily D Wells	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20154	PRV	Joseph Jordan	1959-10-27	—	2418246598	6397 Highland Ave, Scottsdale, AZ, 85227	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28157	PRV	Roger Robertson	2002-05-06	—	7649410369	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22799	PRV	George Richardson	2004-03-11	—	4043572491	7985 Palm Dr, Sacramento, CA, 95884	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25871	PRV	Roger T Ferguson	1960-04-12	—	9527383499	4199 Church St, Glendale, AZ, 85349	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20393	PRV	Maria H Warren	1982-03-24	UHC-60350-58	6485139927	5611 Hillcrest Rd, Plano, TX, 75062	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25295	PRV	Gloria Deaan	1970-08-16	UHC-28610-05	6426518782	7126 Meadow Ln, Miami, FL, 33137	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24523	PRV	Melissa Fisher	1988-09-10	—	6708264013	7841 Willow Ct, Miami, FL, 33114	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22782	PRV	Cynthia N Luna	1970-06-09	UHC-76246-70	8587875628	5505 Washington St, Atlanta, GA, 30301	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21658	PRV	Adam Simpson	1949-08-17	—	3427087271	1763 Sage Ct, Scottsdale, AZ, 85273	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26838	PRV	Nicole F Santos	1938-12-19	—	2537013915	9029 Ocean Ave, Minneapolis, MN, 55437	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26746	PRV	Jonathan H Johnston	1977-03-04	—	9172331133	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23603	PRV	Beverly Y Hunt	1984-05-06	UHC-39169-49	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27801	PRV	Gerald K Robertson	1945-09-20	—	—	2789 Palm Dr, Phoenix, AZ, 85083	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-29496	PRV	Paul Morris	1987-08-17	UHC-21357-84	3974456187	9224 Sunset Blvd, Las Vegas, NV, 89157	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22745	PRV	Elijah Gray	2002-07-26	UHC-73436-77	6382969891	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26210	PRV	Mason Ortiz	2008-02-08	UHC-43983-84	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
PRV-20329	PRV	Beverly Aguilar	1948-02-07	UHC-27212-80	7377223654	2486 Baseline Rd, Scottsdale, AZ, 85255	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25737	PRV	Amber Munoz	1984-08-17	UHC-03266-71	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28710	PRV	Kathryn Mendez	1968-06-22	UHC-53197-07	7433484944	7362 Maple Ave, Tucson, AZ, 85782	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24260	PRV	Paul Z Cooper	1984-05-19	—	9275331056	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24259	PRV	Paul Z Cooper	1984-05-19	—	9275331056	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23585	PRV	Catherine Tucker	1967-02-09	—	9256588008	7520 Ridge Rd, Austin, TX, 78746	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-22711	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22710	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25777	PRV	Rachel Freeman	1974-12-07	—	9563321775	7580 Central Ave, Nashville, TN, 37276	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27036	PRV	Andrea Lucas	1992-04-01	—	3816365031	4378 Lake View Rd, Denver, CO, 80245	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25732	PRV	Wlter Lucas	1938-06-22	—	9584905029	6999 Indian School Rd, Denver, CO, 80270	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28261	PRV	Joshua Hicks	1958-02-27	—	5172881512	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27102	PRV	Austin White	1964-06-23	UHC-80016-18	6328572529	2976 Market St, Minneapolis, MN, 55456	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23511	PRV	Donald Griffin	1953-10-07	UHC-86624-42	6425235502	2979 Maple Ave, Dallas, TX, 75258	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24067	PRV	Nancy D Walsh	1946-02-24	UHC-03744-02	9755220095	5331 Lake View Rd, Minneapolis, MN, 55449	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-25411	PRV	Brue Olson	1938-06-21	—	4864539108	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28553	PRV	Johnny T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27519	PRV	Walter Morris	1945-08-18	—	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26517	PRV	Matthew Schmidt	1990-04-09	UHC-21293-99	7876960213	—	0.90	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21556	PRV	Christopehr Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27267	PRV	Frances D Jackson	1961-02-19	—	2867510402	809 Apache Blvd, Minneapolis, MN, 55415	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-25918	PRV	Henry Z Munoz	2000-08-25	UHC-77648-08	4953088610	9181 Oak St, Tempe, AZ, 85216	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-29173	PRV	Willie Walker	1944-02-16	UHC-63045-56	5155736492	3616 Oak St, Los Angeles, CA, 90057	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more

5,467 rows, page 89 of 110Previous Next