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-27442	PRV	Carol Payne	1945-09-02	—	3997799243	9850 Mountain View Dr, Seattle, WA, 98130	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28450	PRV	Bobby Ward	1955-10-01	UHC-67393-89	9548406979	5410 Ocean Ave, Nashville, TN, 37255	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-25909	PRV	Linda Hill	1999-06-21	UHC-06589-71	6657552053	1446 Bayshore Dr, Denver, CO, 80222	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-24057	PRV	Olivia Huunt	2002-12-18	UHC-49329-86	2317836571	1027 Oak St, Mesa, AZ, 85241	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27017	PRV	Christine E Cunningham	2002-02-17	UHC-89978-63	2123102804	5620 Canyon Rd, Chandler, AZ, 85224	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-22197	PRV	Gloria Fowler	1964-09-07	—	—	6908 Sage Ct, Tucson, AZ, 85753	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21631	PRV	Heather G Black	1983-01-18	—	—	3321 Washington St, Los Angeles, CA, 90040	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-25847	PRV	Virginia Delgado	1965-02-23	—	—	7260 Union St, Sacramento, CA, 95836	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24017	PRV	Jun Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-20167	PRV	Frances Wilson	1940-10-21	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ, 85227	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20475	PRV	Michael Fields	1969-09-14	UHC-13912-97	5934521973	332 Baseline Rd, Tucson, AZ, 85756	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20422	PRV	Angela I Hawkins	1940-08-24	UHC-86812-10	5688248155	975 Lincoln Way, Minneapolis, MN, 55432	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26806	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.82	Street suffix standardised Address re-cased Email lower-cased
PRV-23548	PRV	Sharon Z Davis	1962-12-16	—	—	5576 Highland Ave, Fresno, CA, 93750	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22155	PRV	Stephen Carr	1966-01-10	—	7807311419	7932 Harbor Blvd, Jacksonville, FL, 32219	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21925	PRV	Charles Ramirez	1979-07-08	—	—	4626 Sage Ct, Sacramento, CA, 95816	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23656	PRV	Eric Pierce	2003-11-02	UHC-40910-11	5116032279	6563 Sage Ct, Chandler, AZ, 85292	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-26523	PRV	Tyler Barnes	1966-03-01	—	7433776119	2446 Apache Blvd, Jacksonville, FL, 32219	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24175	PRV	Megan Watson	1975-04-10	—	—	257 Pine Dr, Miami, FL, 33164	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28037	PRV	Elijah Wood	1984-09-24	—	—	3073 Main St, Scottsdale, AZ, 85282	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20846	PRV	Hannah Young	2001-02-22	—	3338285049	3496 Cedar Ln, Minneapolis, MN, 55481	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-25137	PRV	Betty Patterson	1979-01-20	—	7076134958	6212 Bayshore Dr, Gilbert, AZ, 85273	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23724	PRV	Ethan Ross	1978-05-11	UHC-72291-17	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26104	PRV	Ann Jones	1966-09-24	—	4746282723	6076 Elm St, San Antonio, TX, 78268	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20993	PRV	Billy Hughes	1980-03-14	UHC-09060-83	7882827080	2722 Washington St, Nashville, TN, 37287	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23111	PRV	Bryan West	2006-10-02	—	—	5578 Main St, Minneapolis, MN, 55420	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23674	PRV	Steven Schmidt	1986-09-25	—	—	2572 Ridge Rd, Plano, TX, 75059	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20702	PRV	Carl Morales	1979-12-15	—	6095466523	5098 Market St, Orlando, FL, 32800	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21140	PRV	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22294	PRV	Ralph Robertson	2005-08-09	UHC-03692-72	8357671481	2123 Camelback Rd, Scottsdale, AZ, 85264	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28009	PRV	Theresa King	1961-07-13	UHC-01570-93	4404102326	8709 Main St, Atlanta, GA, 30319	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-27780	PRV	Mary B Hanson	1958-05-14	UHC-40770-25	4053626007	1207 Mountain View Dr, Plano, TX, 75075	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28796	PRV	Gary P Chapman	1980-12-12	—	6247951058	8674 Lake View Rd, San Diego, CA, 92145	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27832	PRV	Jesse F Silva	1992-11-10	—	—	2776 Ridge Rd, San Antonio, TX, 78286	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28562	PRV	Lisa Taylor	1983-09-14	UHC-20686-86	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28561	PRV	Lisa Taylor	1983-09-14	UHC-20686-86	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21027	PRV	Christian Perez	1978-01-11	UHC-47113-40	7507598645	9660 Grand Ave, Tempe, AZ, 85211	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-24024	PRV	Christian Owens	1962-06-09	—	—	1675 Sage Ct, Denver, CO, 80281	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20607	PRV	Kiimberly Vazquez	1971-03-08	—	2569427753	866 Maple Ave, Nashville, TN, 37263	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20573	PRV	Sarah D Grant	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21034	PRV	Rachel K Fernandez	1965-06-19	—	4387420693	2170 Hillcrest Rd, Sacramento, CA, 95830	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21280	PRV	Logan Bell	1970-08-22	—	2247598345	8447 River Rd, Miami, FL, 33145	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-27218	PRV	Tyler V Fields	1989-07-21	UHC-95562-84	—	1101 Jefferson Ave, Houston, TX, 77066	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23215	PRV	Alice J Vasquez	2002-04-17	—	6905211382	3626 Canyon Rd, Fresno, CA, 93742	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27054	PRV	Vasquez Sandra	1987-08-10	—	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-28221	PRV	Robinson Carolyn	1976-07-13	UHC-30018-72	—	3675 Grand Ave, Tempe, AZ, 85273	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23167	PRV	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27305	PRV	Benjamin Rose	2007-04-19	—	—	3350 Maple Ave, Scottsdale, AZ, 85216	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22560	PRV	Brenda K Ferguson	1952-03-13	UHC-73878-49	7465010029	7666 Harbor Blvd, Seattle, WA, 98150	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24189	PRV	Ethan Walsh	1984-12-22	—	9759648932	1433 Sage Ct, Charlotte, NC, 28268	0.82	Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 108 of 109Previous Next