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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23421	PRV	Nancy Stpehens	2005-01-22	—	8544729067	8008 Ocean Ave, Scottsdale, AZ, 85205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28201	PRV	Patricia Gardner	2004-03-08	UHC-34913-40	6845625659	5921 Union St, Chandler, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27589	PRV	Mariana Hansen	1948-10-02	—	3297020131	7499 Desert Sky Blvd, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-22072	PRV	Joshua Q Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX, 75237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20635	PRV	Ahmed Gutierrez	1938-05-12	—	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23810	PRV	John Hicks	1993-02-23	UHC-25546-25	—	4101 Hillcrest Rd, Charlotte, NC, 28299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26097	PRV	Gregory U Husdon	1968-08-14	UHC-14069-21	2769558963	7983 Hillcrest Rd, Plano, TX, 75060	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23625	PRV	Gregory Cole	1995-09-24	UHC-65103-91	6262128314	2080 Washington St, Austin, TX, 78714	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29237	PRV	Natalie Ryan	2004-06-05	—	3095522514	9790 Washington St, Minneapolis, MN, 55421	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22168	PRV	Mateo A Lane	1942-10-27	—	7105209273	3117 Pine Dr, Miami, FL, 33136	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22537	PRV	Jack O Hudson	1999-01-25	—	7907161482	9203 Broadway, Miami, FL, 33199	0.76	Phone reformatted Address re-cased City re-cased State code upper-cased+2 more
PRV-29010	PRV	Katherine Q Wheeler	1982-06-17	UHC-14259-82	9459171020	5094 Maple Ave, Las Vegas, NV, 89196	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-27472	PRV	Daniel Hudson	1996-07-23	UHC-33246-35	4358914542	8069 Lincoln Way, Jacksonville, FL, 32245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22258	PRV	Diana Rian	1945-09-14	—	6742543948	3336 Market St, Tucson, AZ, 85736	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22817	PRV	Danielle Torres	2003-09-16	—	8558324572	3202 Central Ave, Orlando, FL, 32859	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25560	PRV	Eugene Nunez	1969-01-28	—	4899350703	2385 Mesa Dr, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-23439	PRV	Jose Rodriguez	1972-10-11	UHC-49925-88	3472183963	385 Market St, Dallas, TX, 75261	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20116	PRV	Terry Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21893	PRV	Stephen N Holmes	1940-01-28	UHC-84368-17	2114154493	2998 Cedar Ln, Orlando, FL, 32851	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20859	PRV	Keith D Morales	1973-08-27	—	5556704672	9255 Washington St, Plano, TX, 75009	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25806	PRV	Jordan Carpenter	1977-03-17	—	—	7257 Mesa Dr, Phoenix, AZ, 85088	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24465	PRV	Terry S Peterson	1940-03-22	—	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21756	PRV	Mei White	1981-03-25	—	—	8916 River Rd, Jacksonville, FL, 32273	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22532	PRV	Mariana Anderson	2000-10-14	—	8244073420	340 Ocean Ave, Columbus, OH, 43274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21133	PRV	Judy Gomez	—	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-29357	PRV	Arthur Oliver	1972-07-19	—	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22407	PRV	Stephanie Adams	1955-12-25	UHC-59976-73	5406072644	3604 River Rd, Eden Prairie, MN, 55376	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22686	PRV	Cheryl Stephens	2008-06-25	—	9423658387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22231	PRV	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24209	PRV	Raymond Padilla	1959-11-23	—	8492927414	6845 Maple Ave, Minneapolis, MN, 55439	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23840	PRV	Arjun C Cruz	2002-01-18	—	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21314	PRV	Priya Warren	1958-06-19	UHC-43262-29	9333868605	7010 Bayshore Dr, Tampa, FL, 33653	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27206	PRV	Sharon Alexander	1992-04-27	—	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28085	PRV	Ralph Peterson	1995-08-04	UHC-53260-05	4588571984	1958 Market St, Sacramento, CA, 95883	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25691	PRV	Angela E Murray	2004-11-25	—	9422472957	53 Elm St, Nashville, TN, 37215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25244	PRV	Timothy Gordon	1967-03-04	UHC-69308-48	4993464992	3260 Union St, Phoenix, AZ, 85005	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21193	PRV	Logan Mendoza	1997-07-19	UHC-83159-66	3264563054	5812 Jefferson Ave, Tucson, AZ, 85728	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26782	PRV	Susan X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20461	PRV	Martha G Carter	1989-09-22	—	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-26356	PRV	George X Robinson	1999-01-11	—	9589138536	4700 Highland Ave, Miami, FL, 33160	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23900	PRV	Jordan Alvarado	1984-03-12	—	4434067287	4827 Lake View Rd, Fresno, CA, 93725	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23065	PRV	Mei Weber	2005-05-07	—	5263491293	7138 Indian School Rd, Eden Prairie, MN, 55310	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-24919	PRV	Deeborah Price	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28346	PRV	Briittany Jacobs	1952-07-13	UHC-43748-69	4894834848	1326 Elm St, Los Angeles, CA, 90006	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25667	PRV	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St Apt 37, Denver, CO, 80224	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-24653	PRV	Randy Marshall	2007-12-17	—	5213290907	1355 Harbor Blvd, Los Angeles, CA, 90048	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26936	PRV	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	6184 Church St, Glendale, AZ, 85347	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21869	PRV	Dorothy Rose	1979-11-05	UHC-42865-97	7815800226	1083 Market St, Fresno, CA, 93779	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21896	PRV	Hiroshi P Nunez	1976-12-20	—	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29327	PRV	Vincent Rliey	1964-12-24	UHC-46418-02	6384599174	1651 Grand Ave, Atlanta, GA, 30381	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

9,344 rows, page 84 of 187Previous Next