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-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-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-27287	PRV	Marttha Hart	1992-08-09	—	6112168218	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21462	PRV	Diana O Harrison	1966-08-06	UHC-09874-03	—	7744 Central Ave, Gilbert, AZ, 85264	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21002	PRV	Gregory T Elliott	1961-08-16	UHC-34661-18	3168762135	1131 Central Ave, Atlanta, GA, 30332	0.92	Date of birth reformatted City re-cased 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-23135	PRV	Ann Ryos	2003-07-20	—	9004213373	4831 Lincoln Way, Nashville, TN, 37227	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21119	PRV	Mark Hudson	2002-05-17	UHC-88797-59	3323772261	2758 Broadway, Gilbert, AZ, 85283	0.92	Phone reformatted Address re-cased 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-24835	PRV	Albert Payne	2001-11-24	—	5998557374	—	0.92	Date of birth reformatted 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-24640	PRV	Julia Mitchell	1965-11-04	—	6849060488	2886 Valley View Dr, Dallas, TX, 75209	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-25056	PRV	Pamela B Brown	1967-04-07	—	5345773386	2433 Park Pl, Sacramento, CA, 95874	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26058	PRV	Samantha Hawkins	1964-06-19	—	4079348722	3752 Grand Ave, Tempe, AZ, 85247	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21557	PRV	Mari Ramos	1947-07-08	—	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.92	Date of birth reformatted 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-25182	PRV	Judy Vega	1996-03-15	—	9157390906	6161 Sage Ct, Houston, TX, 77009	0.92	Date of birth reformatted 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-23437	PRV	Zacahry Knight	1959-07-23	—	2213466053	6436 Grand Ave, Charlotte, NC, 28290	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26386	PRV	Yuki V Gonzales	1983-06-23	UHC-45856-82	8599703479	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
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-28253	PRV	Sara Moreno	1942-09-22	UHC-58120-86	3826822296	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22954	PRV	Christine Morales	2007-01-19	—	5674677874	8944 Forest Ave, Charlotte, NC, 28211	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22955	PRV	Christine Morales	2007-01-19	—	5674677874	8944 Forest Ave, Charlotte, NC, 28211	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22614	PRV	James Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St, Seattle, WA, 98113	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-24718	PRV	Jordan Youung	2006-12-19	—	2956700581	4637 Highland Ave, Fresno, CA, 93791	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25821	PRV	Angela Wagner	1942-12-13	—	5744498171	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21001	PRV	Thomas Fowler	1998-02-20	UHC-84561-07	3234559978	4295 Lincoln Way, Chandler, AZ, 85237	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
PRV-28567	PRV	Theresa Stephens	1963-10-20	—	8785544791	5288 Market St, Tempe, AZ, 85225	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24552	PRV	Matthhew Q Gilbert	1950-10-25	—	7169421920	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27549	PRV	Ahmed I Li	1952-05-11	—	8079369613	9424 Park Pl, Eden Prairie, MN, 55361	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21618	PRV	Sofia Sims	1954-06-06	UHC-52577-70	5522203187	7390 Washington St, Fresno, CA, 93796	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-25617	PRV	Karen Phillips	1976-08-27	—	7004942434	6656 Washington St, Tempe, AZ, 85282	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20912	PRV	Betty Allen	1956-09-12	—	9659635693	8596 Broadway, Tempe, AZ, 85248	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21740	PRV	Doris X Coleman	1989-06-06	—	—	342 Valley View Dr, Tempe, AZ, 85275	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26286	PRV	Maria Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22326	PRV	Larry Walker	1993-05-24	—	2322253654	5805 Mesa Dr, Eden Prairie, MN, 55329	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-25323	PRV	Eugene N Greene	1979-09-16	UHC-12315-94	9589787303	7677 Highland Ave, Tampa, FL, 33615	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26756	PRV	Ethan Fernandez	2000-08-05	—	—	3381 Church St, San Diego, CA, 92166	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-22201	PRV	Elijah Aguilar	1996-12-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25640	PRV	Jesse Wallace	2005-06-01	—	4907174293	6051 River Rd, San Diego, CA, 92182	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22938	PRV	Aaron Cruz	2008-01-18	UHC-89556-76	5962960753	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 94 of 110Previous Next