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-24009	PRV	Dennis Spencer	1993-03-21	—	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24509	PRV	Fatima Myers	1948-02-05	—	9485978728	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-29189	PRV	Frances R Bowman	1966-06-16	—	4054600635	6951 Union St, Gilbert, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24170	PRV	Aam Chapman	1985-07-19	UHC-28802-93	5739619826	8709 Sage Ct, Eden Prairie, MN, 55360	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20125	PRV	Brian Nunez	1952-03-16	UHC-67413-60	7507922554	4829 Mountain View Dr, Orlando, FL, 32825	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28342	PRV	Merilyn N Vazquez	1941-05-20	—	7948827844	8011 Meadow Ln, Gilbert, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23032	PRV	Julie X Cox	1948-06-25	—	3418386041	4661 Market St, Austin, TX, 78737	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20028	PRV	Morales Debra	1999-05-17	—	4627541837	6145 Elm St, Las Vegas, NV, 89152	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22185	PRV	Ahmed K Fox	1977-08-23	UHC-86795-06	4315376219	7853 Harbor Blvd, Las Vegas, NV, 89187	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-28411	PRV	Carlos Henry	1980-07-13	—	7703973382	1706 Jefferson Ave, Minneapolis, MN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-26845	PRV	Wong A Fraces	1997-11-20	—	7178921720	6245 Broadway, Denver, CO, 80235	0.78	Two-digit birth year Phone reformatted Address re-cased Whitespace trimmed+1 more
PRV-25872	PRV	Kathryn S Payne	1963-06-10	—	7187472042	3681 Main St, Atlanta, GA, 30317	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27981	PRV	Nicholas H Le	1977-05-15	—	8577396860	4494 Spring St, Orlando, FL, 32812	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27980	PRV	Nicholas H Le	1977-05-15	—	8577396860	4494 Spring St, Orlando, FL, 32812	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24945	PRV	Jose Hall	1944-09-22	—	5253464344	8803 Church St, Austin, TX, 78753	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26176	PRV	Brittany H Parker	1966-10-13	UHC-15235-59	5033064629	7950 River Rd, Scottsdale, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20183	PRV	Kenneth Dunn	1950-03-15	—	4216669973	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25908	PRV	Jacob Brooks	1980-04-10	UHC-39223-34	8776605057	6477 Broadway, Tempe, AZ, 85240	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25213	PRV	Mark Ford	1956-12-04	—	8387637311	2379 Lake View Rd Apt 9, Eden Prairie, MN, 55352	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-22823	PRV	Grace Ortega	1965-11-15	—	8504233760	6367 Elm St, Los Angeles, CA, 90082	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27867	PRV	Teresa Woods	1993-02-08	—	7694075803	6410 Forest Ave, Eden Prairie, MN, 55330	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27551	PRV	Logan R Gibson	1961-12-08	UHC-11992-08	5549025162	5444 Union St # 140, Sacramento, CA, 95815	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23870	PRV	Ryan H Schultz	1982-05-15	UHC-89183-96	5647067001	7856 Elm St, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20999	PRV	Marc A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-22717	PRV	Sandra Fox	1971-01-19	—	2352875157	8751 Washington St, Las Vegas, NV, 89156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27752	PRV	Ruth K Collins	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26991	PRV	Isabella Silva	1973-11-18	UHC-93649-89	8843186465	9728 Harbor Blvd, Austin, TX, 78792	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25906	PRV	Luca Thompson	1985-12-14	—	2434166660	19 Pine Dr, San Antonio, TX, 78223	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27921	PRV	Jessica Butler	1982-09-01	UHC-12602-12	4279139611	2868 Maple Ave, Phoenix, AZ, 85006	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28746	PRV	Catherine Lasron	1971-12-20	—	6422852095	2721 Sunset Blvd, San Diego, CA, 92109	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21469	PRV	Brian Little	1946-02-09	UHC-65114-56	9865881087	9016 Maple Ave, Mesa, AZ, 85278	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24644	PRV	Joe Jensen	1986-02-13	UHC-10382-91	2734920821	3667 Camelback Rd, Phoenix, AZ, 85057	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20918	PRV	Nancy N Brooks	2002-03-20	—	8553099739	4433 Ocean Ave, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-27480	PRV	Theresa Flores	1941-05-14	—	8535989960	3624 Harbor Blvd, Mesa, AZ, 85298	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25166	PRV	Sean Carpenter	1955-10-05	—	3493704324	4917 Lake View Rd, Seattle, WA, 98103	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26733	PRV	Arthur Matthews	2006-07-12	UHC-68724-72	9069513209	5542 Pine Dr, Los Angeles, CA, 90052	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22641	PRV	Rebecca Salazar	1969-02-21	UHC-27424-29	4813777076	6842 Sunset Blvd, Houston, TX, 77084	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23641	PRV	Jerry Burke	1976-08-18	UHC-38441-26	6716059679	8032 Valley View Dr, Nashville, TN, 37248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25392	PRV	Larry Burke	1976-07-03	UHC-81346-65	6168760776	4801 Willow Ct, Tucson, AZ, 85722	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-27439	PRV	Judith Larson	1990-08-18	—	5634462235	7789 Sunset Blvd, San Diego, CA	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-21376	PRV	Sofia Fernandez	1968-12-20	—	9765276749	2511 Grand Ave, Plano, TX, 75046	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28911	PRV	Frank Z Bailey	1963-12-16	UHC-35199-95	3979114661	4978 Pine Dr, Dallas, TX, 75292	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-28494	PRV	Joe Burns	1984-01-14	—	6398077273	3433 Indian School Rd, Houston, TX, 77076	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24587	PRV	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25813	PRV	Carol Fuller	2001-04-27	—	5318646134	6091 Cedar Ln, San Antonio, TX, 78280	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29591	PRV	Sarah Harvey	1994-03-07	UHC-63568-85	2548181830	9589 Church St, Phoenix, AZ, 85073	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22559	PRV	Ruth Robertsno	1944-11-19	UHC-18376-75	9714784272	9595 Ridge Rd, Phoenix, AZ, 85049	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23127	PRV	Eddie Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25586	PRV	Elijah B Ruiz	1981-01-18	—	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22538	PRV	Charlotte Owens	1940-02-25	UHC-49048-55	2747782087	1858 Jefferson Ave, Orlando, FL, 32867	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 77 of 119Previous Next