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-27225	PRV	Amber Perkins	1978-11-22	UHC-05855-16	—	5171 Elm St, Charlotte, NC, 28204	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23791	PRV	Kathryn H Moreno	1988-12-02	UHC-94649-01	5587599229	9188 Grand Ave, Columbus, OH, 43239	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24820	PRV	Henry Olson	1999-05-16	—	3983088282	3416 Pine Dr, Miami, FL, 33112	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22974	PRV	Dylen Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21647	PRV	Christopher Payne	2000-05-20	—	6947650155	6425 Desert Sky Blvd, Miami, FL, 33151	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21492	PRV	Steven E Elliott	1998-11-26	UHC-18138-25	—	8792 Pine Dr, Gilbert, AZ, 85241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27750	PRV	Aaron Davis	1968-09-21	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX, 78234	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20795	PRV	Michelle Rodriguez	1970-02-01	—	6164451282	9037 Bayshore Dr, Denver, CO, 80227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22595	PRV	Jacob F Cruz	1988-07-09	UHC-04690-02	9257108550	7937 Lincoln Way, San Diego, CA, 92162	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24007	PRV	Russell J Le	1978-09-17	—	4832926556	5812 Spring St, Austin, TX, 78725	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-21358	PRV	Roneld Brooks	1990-04-28	—	4632940381	7486 Union St, Glendale, AZ, 85382	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22988	PRV	Keith Torres	1956-12-22	—	9066891591	8102 Main St, Houston, TX, 77018	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24450	PRV	Lisa Cruz	2000-07-10	—	2583181027	6093 Hillcrest Rd, Scottsdale, AZ, 85208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25447	PRV	Arthur Hunt	1914-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28508	PRV	Dorothy Hicks	1946-08-25	—	4155760904	7841 River Rd, Tucson, AZ, 85755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25718	PRV	Christina Morgan	2007-03-17	—	6007923722	5927 Cedar Ln, Phoenix, AZ, 85021	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21114	PRV	Jose Rivera	2000-11-18	—	9239886567	1290 Union St, Mesa, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22129	PRV	Jeffrey Green	1988-05-13	—	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24396	PRV	Jimmy Gray	1952-01-18	—	2823275553	5047 Union St, Charlotte, NC, 28266	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22340	PRV	Alexis Burton	1975-10-05	UHC-80754-22	—	6768 Oak St, Dallas, TX, 75278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28719	PRV	Carolyyn Bennett	1940-02-08	UHC-56432-79	2295118147	8185 Lincoln Way, Houston, TX, 77073	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22062	PRV	Ruth Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr, San Antonio, TX, 78217	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21087	PRV	Kyle Z Wong	1953-12-09	UHC-64030-81	—	1353 Lake View Rd, Mesa, AZ, 85242	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29187	PRV	Wei Cooper	1953-10-25	UHC-84241-56	7056088883	5751 River Rd, Chandler, AZ, 85261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21595	PRV	Stephen D Fields	1988-05-24	—	7257173083	3886 Cedar Ln, Charlotte, NC, 28264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24146	PRV	Lucia Banks	1952-09-01	—	—	2860 Jefferson Ave, Chandler, AZ, 85277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26864	PRV	Virginia Barnes	2007-04-02	—	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-23938	PRV	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28638	PRV	Wayne Lucas	1983-03-12	—	9708229486	7615 Indian School Rd, Fresno, CA, 93770	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23669	PRV	Abigail Alexander	1940-03-04	UHC-74593-20	—	6190 Indian School Rd, Atlanta, GA, 30392	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27183	PRV	Joe Bishop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN, 37273	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22385	PRV	Diego Mason	1987-05-07	—	4955427071	1960 Willow Ct, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20875	PRV	Christina U Meyer	1955-03-22	UHC-19804-16	7786279588	2100 Meadow Ln, Los Angeles, CA, 90039	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23816	PRV	Logan Phillips	1966-04-21	—	4609196479	3710 Mountain View Dr, Orlando, FL, 32851	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26690	PRV	William Miller	1998-08-23	—	4062911484	1812 Bayshore Dr, Eden Prairie, MN, 55378	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22075	PRV	John Palmer	1947-08-26	—	6617058209	9519 Oak St, Nashville, TN, 37229	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21752	PRV	Heather Taylor	1945-07-23	—	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27106	PRV	Gerald Ellis	1997-07-28	UHC-40481-26	—	3286 Washington St, Phoenix, AZ, 85033	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-20130	PRV	Jseph Silva	1979-05-07	UHC-84565-25	7105982586	2092 Spring St, Mesa, AZ, 85285	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23199	PRV	Johua Brown	1974-08-18	—	5856525206	6299 Meadow Ln, Glendale, AZ, 85311	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23048	PRV	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-26267	PRV	Natalie Contreras	1994-03-21	UHC-72727-37	—	2007 Highland Ave, Las Vegas, NV, 89196	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25140	PRV	Jerry Ramos	1974-10-07	UHC-14545-99	3894092273	5136 Elm St, Sacramento, CA, 95880	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25843	PRV	Dorothy Lawrence	1966-04-11	—	4442115814	1167 Canyon Rd, Los Angeles, CA, 90087	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23434	PRV	Robert Q Day	1942-07-06	—	3034224257	5242 River Rd, Scottsdale, AZ, 85251	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22468	PRV	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	94 Spring St, Miami, FL, 33168	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26695	PRV	Billy Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr, Atlanta, GA, 30374	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22511	PRV	Stephanie Valdez	1982-02-19	—	—	6959 River Rd, Gilbert, AZ, 85223	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28565	PRV	Ken H Hunter	1940-12-05	—	2818831642	5984 Lake View Rd, Atlanta, GA, 30334	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21528	PRV	Sandra Weeber	1963-07-13	UHC-22732-27	7909447106	525 Canyon Rd, Mesa, AZ, 85278	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,405 rows, page 93 of 109Previous Next