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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23170	PRV	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27313	PRV	Philip Lawson	1987-09-26	—	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25083	PRV	Yuki Olson	1963-11-14	UHC-91705-70	5208408983	2544 Forest Ave, Fresno, CA, 93788	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25771	PRV	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV, 89169	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25337	PRV	Carolyn D Coleman	1985-08-11	—	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23622	PRV	Carlos Guerrero	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29143	PRV	Christine Murray	1955-07-07	UHC-07405-48	3613998351	894 Elm St, Orlando, FL, 32823	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26939	PRV	Ryan Howard	1976-12-22	—	4484202585	6625 Market St, Dallas, TX, 75230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25817	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-29113	PRV	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23934	PRV	Luis Gray	2007-11-12	—	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21183	PRV	Philip B Nichols	1988-04-04	—	6144971756	5140 Park Pl, San Diego, CA, 92155	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21168	PRV	Betty Padilla	1979-09-12	UHC-00259-16	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23214	PRV	Eryc E Carter	1938-12-19	—	2296744903	9773 Ocean Ave, Sacramento, CA, 95837	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26106	PRV	Stephanie Ross	1998-02-27	—	4375058933	504 Sunset Blvd, Austin, TX, 78795	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28267	PRV	Adam X Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
PRV-29293	PRV	Brittany Diaz	1969-02-18	—	4036052054	242 Harbor Blvd, Tempe, AZ, 85247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29451	PRV	Daniel Washington	1997-03-02	—	7026623300	9153 Jefferson Ave, Denver, CO, 80226	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24133	PRV	Ferguson Lori	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave, Glendale, AZ, 85352	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25983	PRV	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St, San Antonio, TX, 78273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21014	PRV	Edward Edwards	1947-11-16	—	7967009305	3370 Baseline Rd, Jacksonville, FL, 32231	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25419	PRV	Ryan M Soto	1994-04-04	—	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28430	PRV	Walter Tucker	1976-12-11	—	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28774	PRV	Lucia Oliver	1978-03-13	—	7869940438	1236 Cedar Ln, Mesa, AZ, 85219	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-23873	PRV	Keith Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23819	PRV	Steven C Carlson	1961-09-04	UHC-37154-70	4694722563	4558 Harbor Blvd, Houston, TX, 77065	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25092	PRV	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	8554 Oak St, Jacksonville, FL, 32285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24738	PRV	Marilyn L Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22316	PRV	Christopher Santos	1995-05-06	UHC-66123-93	—	609 Spring St, Eden Prairie, MN, 55332	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21454	PRV	Camila Murphy	1977-05-27	—	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-23319	PRV	Rachel Harrison	1956-09-25	—	6515175655	5938 Cedar Ln, Eden Prairie, MN, 55366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21177	PRV	Maria Allen	1963-12-08	UHC-56210-79	8012015427	4502 Hillcrest Rd, Phoenix, AZ, 85052	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21593	PRV	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25772	PRV	Pamela Vazquez	1951-08-15	—	6745164540	2911 Sunset Blvd, Nashville, TN, 37236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23234	PRV	Beverly Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27350	PRV	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20880	PRV	Jose E Richardson	1960-08-27	—	—	9388 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Plan code upper-cased+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-26926	PRV	Peter Harper	1957-04-15	—	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28040	PRV	Adam Richards	2008-09-20	—	7764557343	1893 Sage Ct, Miami, FL, 33111	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26442	PRV	Katherine Z Wilson	1991-03-22	—	5943182924	9140 Union St, Nashville, TN, 37272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26468	PRV	Nancy Howard	1994-02-07	UHC-08853-29	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28095	PRV	Jordan Banks	1980-04-06	—	2035825625	8932 Elm St, Charlotte, NC, 28211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25386	PRV	Jessica M Boyd	1977-11-15	UHC-79586-37	5289719406	602 Cedar Ln, Denver, CO, 80297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25139	PRV	Jerry Ramos	1974-10-07	UHC-14545-99	3894092273	5136 Elm St, Sacramento, CA, 95880	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20926	PRV	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20468	PRV	Sophia D Hanson	1969-04-26	—	3236540001	975 Washington St, Nashville, TN, 37283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20328	PRV	Sara Ortega	1976-02-06	—	9146019464	5180 Church St, Fresno, CA, 93729	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

957 rows, page 8 of 20Previous Next