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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21606	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+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-25584	PRV	Joe Fox	1969-04-05	UHC-72012-65	5587681049	62 Broadway, Mesa, AZ	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+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-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-24755	PRV	Doris M Anderson	1940-06-16	—	4764683227	5796 Broadway, Sacramento, CA, 95828	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23354	PRV	Brenda Y Montgomery	1990-01-10	UHC-06242-21	2159996590	8095 Grand Ave, Los Angeles, CA, 90071	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25932	PRV	Brittany Adams	2005-06-11	UHC-46200-50	5989978463	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28522	PRV	Martha Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA, 90054	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-24775	PRV	Danielle Foster	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26903	PRV	Kathleen O Edwards	—	—	9648259461	—	0.78	Name re-cased Date of birth missing Phone reformatted 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-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-23013	PRV	Michelle W Cunningham	2007-07-25	UHC-27388-13	8905956307	1038 Main St, Gilbert, AZ, 85250	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-20205	PRV	Brandon Jackson	1938-03-22	—	8882214017	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+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-23667	PRV	Dennis Castro	2000-05-06	UHC-54013-05	3268442329	5520 Washington St, Miami, FL, 33174	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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-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-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-23829	PRV	Jacqueline Little	1987-12-24	—	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22400	PRV	Sofia Porter	2002-07-04	—	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.78	Phone reformatted SSN last four extracted State code upper-cased Whitespace trimmed+1 more
PRV-20285	PRV	Donna H Sanchez	1979-09-22	UHC-51598-69	5599370001	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+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-24511	PRV	Lawrence S Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 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-23923	PRV	Tyler Allen	1971-09-22	—	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.78	Name re-cased Two-digit birth year Phone reformatted City 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-27007	PRV	Christopher Reynolds	1962-02-17	UHC-61478-29	6105832971	1652 Maple Ave, Orlando, FL, 32861	0.78	Date of birth reformatted Phone reformatted Gender normalised 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-26410	PRV	Randy I Lynch	1996-09-27	UHC-19138-60	8787679973	269 Canyon Rd, Eden Prairie, MN, 55336	0.78	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-28126	PRV	Sharon Maldonado	—	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+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-23193	PRV	Helen McCoy	2004-04-17	—	4133819639	1922 Central Ave, Phoenix, AZ, 85092	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

5,906 rows, page 72 of 119Previous Next