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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23697	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21815	PRV	Jessica Mendez	1958-11-24	UHC-94335-21	2742227518	1455 Meadow Ln, Phoenix, AZ, 85016	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26713	PRV	Albert Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd, Tucson, AZ, 85710	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27436	PRV	Diane S Moore	1940-11-02	UHC-33475-05	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26114	PRV	Madison Daniels	1946-07-06	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20766	PRV	Sean V Stevens	1989-01-21	—	9728432516	7458 Grand Ave, Chandler, AZ, 85227	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26055	PRV	Gloria Tran	1945-05-04	—	5176778499	403 Lake View Rd, Tampa, FL, 33674	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20126	PRV	Charlotte X Nichols	1960-03-16	—	—	5200 Bayshore Dr, Tempe, AZ, 85259	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21851	PRV	Sophia I Wells	1943-05-10	—	9594122567	7097 Park Pl, San Diego, CA, 92147	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21240	PRV	Carl A Hoffman	1941-12-11	UHC-12474-99	—	7522 Indian School Rd, Miami, FL, 33185	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26686	PRV	Sarah McDonald	1956-05-05	—	7045518382	6759 River Rd, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21172	PRV	Zachary Luna	1949-03-04	—	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-22236	PRV	Janet Hernadnez	2008-03-15	—	9149804428	1444 Indian School Rd, Fresno, CA, 93784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28282	PRV	Charles Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20889	PRV	Andrea Jimenez	1972-03-10	—	5235113994	6052 Jefferson Ave, Seattle, WA, 98131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23910	PRV	Santiago Tran	1983-11-27	—	—	549 River Rd, Austin, TX, 78742	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-23911	PRV	Santiago Tran	1983-11-27	—	—	549 River Rd, Austin, TX, 78742	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-20961	PRV	Jeremy Torres	1982-06-17	UHC-01486-09	—	8802 Jefferson Ave, Plano, TX, 75017	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21412	PRV	Kathleen Wallace	2000-03-14	UHC-39042-54	—	6675 Harbor Blvd, Los Angeles, CA, 90015	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21413	PRV	Kathleen Wallace	2000-03-14	UHC-39042-54	—	6675 Harbor Blvd, Los Angeles, CA, 90015	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20526	PRV	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25186	PRV	Carolyn Luna	1999-11-27	UHC-24535-03	4286699356	9464 Maple Ave, San Antonio, TX, 78248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24861	PRV	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29454	PRV	Carl Johnston	2000-10-17	—	4297644549	8398 Desert Sky Blvd, Minneapolis, MN, 55473	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26287	PRV	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave, Denver, CO, 80266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28983	PRV	Sarah Evans	2005-06-24	—	7863518033	834 Cedar Ln, Eden Prairie, MN, 55356	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28420	PRV	Christina Dunn	1942-03-01	—	6476114354	6848 Market St, Atlanta, GA, 30334	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23395	PRV	Carl C Watson	1947-06-09	UHC-46114-22	—	4297 Palm Dr, Miami, FL, 33100	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22295	PRV	Samantha Smith	1958-06-16	—	6027286461	1097 Spring St, Los Angeles, CA, 90067	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27913	PRV	Gary P Hicks	1953-03-01	—	4612153672	3882 Jefferson Ave, Chandler, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20352	PRV	Gregory Salazar	1967-09-26	—	6639038016	7702 Apache Blvd, Seattle, WA, 98131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25686	PRV	Judy Hoffmaan	1949-11-07	—	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29169	PRV	Elizabeht Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24834	PRV	Jerry Watkins	1957-07-07	—	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26423	PRV	Kahtleen C Tran	1975-04-20	UHC-59783-86	3623599237	4373 Central Ave, Miami, FL, 33166	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22111	PRV	Aaron U Mason	1955-06-21	UHC-53527-13	2874515027	7117 Jefferson Ave, Glendale, AZ, 85385	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21637	PRV	Jessica Taylor	1951-02-22	—	3448900471	2381 Lincoln Way, Nashville, TN, 37246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24881	PRV	Judith Owens	1954-02-15	—	6107756168	1095 Willow Ct, Las Vegas, NV, 89164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21786	PRV	Luis I Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL, 32286	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24721	PRV	Nathan Campbell	1958-01-12	UHC-46707-26	8123458389	6555 Palm Dr, Charlotte, NC, 28231	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21545	PRV	Adam Spencer	1959-01-01	—	2167382345	8509 Mesa Dr, Columbus, OH, 43280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27157	PRV	Martha Patterson	1991-05-22	—	—	7089 River Rd, Tempe, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28366	PRV	Julie Stephens	1955-03-26	UHC-55281-28	6747149796	7634 Washington St, Atlanta, GA, 30391	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28336	PRV	Russell Ford	1949-11-02	—	2576840382	5170 Apache Blvd, Jacksonville, FL, 32220	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24944	PRV	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave, Minneapolis, MN, 55475	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22672	PRV	Omar J Carter	1940-09-08	—	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25254	PRV	Brenda Castro	1960-04-01	UHC-25301-78	3042731898	4199 Spring St, Glendale, AZ, 85353	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22000	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21553	PRV	Roy Jordan	2002-06-11	—	3167770903	3977 Main St, Miami, FL, 33122	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23072	PRV	Eugene L Peterson	1942-11-20	—	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,405 rows, page 85 of 109Previous Next