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 “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
PRV-20882	PRV	Ralph Shaw	1955-09-18	UHC-87502-98	8135007335	6408 Central Ave, San Antonio, TX, 78238	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25914	PRV	Wayne Davis	1956-05-25	UHC-67278-96	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26987	PRV	Calros Wang	1947-05-21	UHC-28233-13	9844229467	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22586	PRV	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21490	PRV	Raymond H Schmidt	1954-07-01	—	6626210257	8835 Valley View Dr, Jacksonville, FL, 32261	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27407	PRV	Arthur Wallace	1961-07-10	—	6658667099	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20267	PRV	Barbara Greene	2007-11-17	—	3764992139	6074 Washington St, Scottsdale, AZ, 85202	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23876	PRV	Frances B Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26479	PRV	Christine W Singh	1970-02-03	—	2526413605	835 Main St, Tempe, AZ, 85255	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26566	PRV	Ruth Olson	1960-10-19	UHC-37143-79	—	8833 Sage Ct, Seattle, WA, 98120	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-29533	PRV	Mateo Black	1994-09-12	—	3126194905	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21335	PRV	Debra H Marquez	1996-03-18	—	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-20833	PRV	Sarah Reed	1980-11-17	—	4288826213	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22367	PRV	Thomas I Sullivan	1982-02-28	—	7659727137	8589 Indian School Rd, Denver, CO, 80285	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28594	PRV	Ann B Sims	1992-02-16	—	4029507313	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26582	PRV	Brenda A Baker	1962-01-23	UHC-57775-48	6448973432	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28787	PRV	Carolyn Li	1947-07-28	—	7749764183	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22366	PRV	Jeean Watkins	1990-03-21	—	—	5101 Mountain View Dr, Seattle, WA, 98153	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28465	PRV	Ryan Washington	1986-04-02	—	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-24827	PRV	Beverly Sanchez	1980-11-10	UHC-76900-91	5537700961	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28321	PRV	Kelly Berry	1991-01-10	UHC-75286-65	2639848063	4490 Hillcrest Rd, Eden Prairie, MN, 55361	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-24226	PRV	Gloria Richardsoon	1981-06-07	UHC-97404-89	8168222234	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-21862	PRV	Ralph Gutierrez	1950-11-24	—	3114397602	9361 Sage Ct, Denver, CO, 80259	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22433	PRV	Mateo K Clark	2006-01-06	UHC-38810-30	8574659904	399 Mesa Dr, Scottsdale, AZ, 85204	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29076	PRV	Carolyn Mendez	1962-06-27	—	9322944875	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25985	PRV	Rebecca Foster	1972-09-20	UHC-85099-24	3755638106	2598 Oak St, San Diego, CA, 92198	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28706	PRV	Ahmed Campbell	1939-09-19	—	4098846877	1367 Cedar Ln, San Antonio, TX, 78215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20927	PRV	Raymond Murphy	1991-12-08	—	—	9534 Lincoln Way, Scottsdale, AZ, 85243	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-23155	PRV	Katherine O Porter	1983-04-25	UHC-44069-86	2825333842	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24501	PRV	Amy F Baker	1967-05-15	—	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21404	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27287	PRV	Marttha Hart	1992-08-09	—	6112168218	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23905	PRV	Russell S Bailey	1987-04-01	UHC-87909-52	4224240293	4758 Maple Ave, Chandler, AZ, 85276	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28021	PRV	Camila Phillips	1977-11-17	—	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27137	PRV	Susen B Vazquez	2007-09-06	UHC-84134-22	3206987761	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27316	PRV	Noah Yang	1944-11-23	UHC-46307-49	2468735326	7976 Central Ave, Charlotte, NC, 28286	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23384	PRV	Denise H Ross	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd, Columbus, OH, 43223	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22095	PRV	Valentina Wheeler	1944-03-26	UHC-63084-83	4327964908	7039 Broadway, Atlanta, GA, 30329	0.92	Name re-cased Phone reformatted Address re-cased Placeholder values cleared
PRV-24780	PRV	Sarah Singh	1940-12-15	UHC-49529-34	—	220 Broadway, Jacksonville, FL, 32214	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-21006	PRV	Priya Larson	1975-12-13	UHC-56071-01	4437603942	9198 Pine Dr, Nashville, TN, 37232	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25595	PRV	James Q Martin	1966-02-17	—	6408622575	5807 Lincoln Way, Tampa, FL, 33651	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25804	PRV	Bradley F Patterson	1990-01-05	—	2059186356	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22337	PRV	Heather Ellis	2004-12-07	UHC-10265-02	4653314415	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27149	PRV	Kelly Evans	1943-06-21	—	—	4317 Grand Ave, Miami, FL, 33188	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-24215	PRV	Samuel Hall	1969-07-09	UHC-98058-91	7723416986	2021 Spring St, Fresno, CA, 93792	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
PRV-24698	PRV	Abigail P Harrison	1940-04-21	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25605	PRV	Jennifer Martinez	1972-10-26	—	3965959532	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28758	PRV	Fatima Knight	1963-09-13	—	4696345513	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28871	PRV	Jeremy Hunt	1955-08-12	UHC-59297-43	6122857965	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24841	PRV	Dylan Wagner	1959-09-19	—	2528708299	8950 Apache Blvd, Houston, TX, 77025	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

3,816 rows, page 64 of 77Previous Next