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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22501	PRV	Margaret Hunter	2005-01-01	—	8467827683	5534 Union St, Denver, CO, 80290	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22087	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21023	PRV	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24555	PRV	Samuel Castro	1975-05-08	—	—	5853 Market St, Fresno, CA, 93729	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-28869	PRV	Deborah Gordon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+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-25427	PRV	Larwence W Lanne	2006-08-09	—	—	2237 Camelback Rd, Los Angeles, CA, 90083	0.78	Street suffix standardised Address re-cased City 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-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-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-20183	PRV	Kenneth Dunn	1950-03-15	—	4216669973	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21065	PRV	Mei O Matthews	—	UHC-74503-34	—	—	0.78	Name re-cased Date of birth unreadable Plan code upper-cased 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-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-29465	PRV	Lucia Jimenez	1971-07-28	—	6463949096	4373 Union St, San Diego, CA, 92136	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-29489	PRV	Eveln H Wright	1986-04-13	—	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23018	PRV	Melissa Stevens	1956-02-18	UHC-08975-82	2935934937	4400 Broadway, Plano, TX, 75091	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased Whitespace trimmed+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-24094	PRV	Natalie Collins	1957-07-26	—	4856365413	8209 River Rd Apt 13, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-28740	PRV	Luis Y Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23000	PRV	Alice Marshall	1988-11-22	—	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-22133	PRV	Kimberly Munoz	2007-12-22	UHC-59562-45	5384042562	5212 Spring St, Jacksonville, FL, 32237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22937	PRV	Brandon West	1996-07-03	—	—	5984 Valley View Dr, Houston, TX, 77070	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+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-23777	PRV	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27297	PRV	Lawrence Ramirez	1971-02-09	UHC-73167-84	7125755715	863 Bayshore Dr, Los Angeles, CA, 90061	0.78	Street suffix standardised Address re-cased Email lower-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-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-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-27847	PRV	Jeffrey Gordon	1944-07-06	—	—	7623 Spring St, Sacramento, CA, 95836	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28795	PRV	Mei Walsh	1980-04-15	UHC-98864-36	—	6193 Church St, Orlando, FL, 32806	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-20597	PRV	Bryan Davis	1959-09-09	—	2787992735	2320 Union St, Miami, FL, 33104	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26862	PRV	Aan Rios	1956-06-13	UHC-34823-98	7792994397	7829 Union St, Nashville, TN, 37200	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21265	PRV	Alan Torres	1966-05-03	—	7945164440	2033 Maple Ave, Nashville, TN, 37205	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27215	PRV	James Y Delgdo	1967-08-17	—	5082635398	3875 Mountain View Dr, Orlando, FL, 32838	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22781	PRV	Ashley Scott	—	UHC-15919-77	4444432041	5892 Highland Ave, Houston, TX, 77016	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26591	PRV	Brittany Taylor	1947-06-20	UHC-87089-87	4506778727	5296 Sage Ct # 765, Gilbert, AZ, 85274	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-21548	PRV	Robert Hoffman	1985-03-22	—	5276517126	17 Palm Dr, Mesa, AZ, 85243	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20939	PRV	Jordan Jenkins	1964-07-24	—	4787216624	1038 Park Pl, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more

5,467 rows, page 74 of 110Previous Next