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-20892	PRV	Judith Rivera	1968-04-15	UHC-20415-76	9057262201	5604 Ridge Rd, Los Angeles, CA, 90005	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25078	PRV	Christine F Davis	1968-04-16	—	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20777	PRV	Ralph K Cunningham	1969-04-16	—	9744194940	3821 Spring St, Orlando, FL, 32833	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24208	PRV	Raymond Lucas	1980-04-23	—	6575071479	4336 Washington St, Phoenix, AZ, 85026	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20189	PRV	Brian Hughes	1973-09-07	—	4678898577	2261 Mesa Dr, Dallas, TX, 75287	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26665	PRV	Carl Brns	1967-04-08	—	5543241443	8720 Highland Ave, Glendale, AZ, 85393	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24119	PRV	Maria Little	1995-08-17	—	—	8543 Ridge Rd, Charlotte, NC, 28284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29061	PRV	Natalie Medina	1963-09-06	—	4893294533	9112 River Rd, Columbus, OH, 43250	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29406	PRV	Denise Morales	1952-09-16	UHC-22051-95	2914943140	6636 Meadow Ln, Charlotte, NC, 28220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23070	PRV	Victoria Contreras	1974-07-19	—	5102282443	7228 Baseline Rd, Orlando, FL, 32817	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28645	PRV	Victoria Gray	1978-09-01	UHC-19111-25	5256166349	580 Sage Ct, Eden Prairie, MN, 55334	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29020	PRV	Pamela Wheeler	1971-02-19	UHC-85700-76	9095926975	8244 Park Pl, Chandler, AZ, 85270	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28951	PRV	Willie I Sims	1959-05-14	—	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23289	PRV	Mariana Hert	1950-10-09	UHC-94804-40	6403280672	4835 Pine Dr, Scottsdale, AZ, 85211	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-29548	PRV	Amber Griffin	1939-12-09	—	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29547	PRV	Amber Griffin	1939-12-09	—	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27531	PRV	Abigail B Stone	1952-01-07	—	7735189731	7249 River Rd, Seattle, WA, 98171	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20709	PRV	Ahmed Gutierrez	1970-04-28	UHC-73708-45	8853274555	4959 Harbor Blvd, Scottsdale, AZ, 85285	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22381	PRV	Marcus Y Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23162	PRV	Elizabeth Espinoza	1945-07-01	UHC-70832-05	—	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22334	PRV	Angela Park	2004-01-02	UHC-74100-67	4277292616	2773 River Rd, Columbus, OH, 43217	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26490	PRV	Noah Wright	1960-06-04	—	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29262	PRV	Camila J Price	1972-05-11	UHC-50192-84	9805047532	6672 Canyon Rd, Nashville, TN, 37270	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24872	PRV	Logan Kelly	1978-06-24	UHC-35916-53	8965104633	6858 Central Ave, Nashville, TN, 37221	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22276	PRV	Mark Robertson	1956-05-14	UHC-79068-41	7818490952	3376 Indian School Rd, Phoenix, AZ, 85053	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21731	PRV	Teresa Y Hughes	1996-08-25	UHC-82381-89	7248297926	7401 Oak St, Sacramento, CA, 95897	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-21299	PRV	Johnny West	1938-01-22	—	7749919668	8348 Market St, Austin, TX, 78748	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25421	PRV	Sean Gordon	1987-10-04	UHC-32543-22	3757249175	6154 Canyon Rd, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25420	PRV	Sean Gordon	1987-10-04	UHC-32543-22	3757249175	6154 Canyon Rd, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25795	PRV	Logan Schmidt	1940-05-01	UHC-14333-36	2422240261	1699 Desert Sky Blvd, Mesa, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27194	PRV	Ahmed X Mejia	1950-08-22	UHC-77938-49	6628419650	8436 Indian School Rd, San Diego, CA, 92198	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26849	PRV	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20396	PRV	Thomas J Griffin	1986-12-03	—	8249420572	3794 Mountain View Dr, Charlotte, NC, 28247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21662	PRV	Christine D Elliott	1956-03-08	UHC-65978-88	2184941420	2209 Hillcrest Rd, Charlotte, NC, 28215	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20409	PRV	Joseph Fields	1967-12-01	—	—	704 Grand Ave, Denver, CO, 80254	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23096	PRV	Brian Garcia	1948-10-17	—	7906305029	678 Church St, Tampa, FL, 33625	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22940	PRV	Zachary Hansen	2006-09-21	—	9465627067	8690 Indian School Rd, Charlotte, NC, 28224	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21581	PRV	Diane Santiago	1982-08-20	—	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24136	PRV	Donna Howard	1944-07-27	—	3286222434	5111 Bayshore Dr, Tampa, FL, 33675	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22112	PRV	Christine Marshall	1978-11-02	—	5307815623	3165 Elm St, Houston, TX, 77095	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21195	PRV	Judith Cruz	1945-12-27	—	2975241766	2981 Highland Ave, Miami, FL, 33173	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20817	PRV	Luis Payne	1986-12-14	—	—	5466 Mesa Dr, Gilbert, AZ, 85234	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29288	PRV	Mei Santiago	1972-08-04	—	8655792346	2981 Spring St, Sacramento, CA, 95857	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27384	PRV	Gerald Watson	1959-09-14	—	3675314555	9473 Palm Dr, Chandler, AZ, 85276	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25329	PRV	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25495	PRV	Ralph A Cruz	1958-06-07	UHC-08000-40	6579469524	2076 Highland Ave, Phoenix, AZ, 85068	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25194	PRV	Janice Perry	2001-11-11	UHC-27746-87	9502029778	112 Highland Ave, Eden Prairie, MN, 55327	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22265	PRV	Emma A Graham	1978-09-13	—	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28785	PRV	Mateo Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24441	PRV	Grace Jenkins	1999-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 90 of 109Previous Next