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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27104	PRV	Ann E Grant	2000-11-02	UHC-64263-73	6185009961	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21934	PRV	Christina Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St # 537, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
PRV-21852	PRV	Joe F Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ, 85094	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-26597	PRV	Marshall Larry	1971-07-04	—	5284209087	1466 Grand Ave Apt 21, Minneapolis, MN, 55410	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21723	PRV	Victoria K Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23939	PRV	Heather S Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23265	PRV	Lauren Cook	1991-09-16	—	4207704301	5042 Highland Ave, San Antonio, TX, 78202	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-21580	PRV	Jesse J Hughes	1956-06-22	UHC-62926-91	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28994	PRV	Mateo Salazar	1965-05-19	UHC-62782-53	—	4525 Highland Ave # 743, Mesa, AZ, 85215	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-21132	PRV	Ethan Rios	—	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27964	PRV	Margaret Foster	1950-06-28	—	2879218901	9550 Highland Ave, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26685	PRV	Stephanie F Day	—	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-28047	PRV	Christian X Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-25543	PRV	Alexis Jimenez	1971-09-20	—	4924128214	1687 Desert Sky Blvd, Miami, FL, 33106	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24200	PRV	Jennifer Vazquez	1946-07-25	—	7714455658	1445 Market St, Los Angeles, CA, 90048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25460	PRV	Camila B Sanders	2003-07-23	UHC-24398-42	3077990541	7123 Cedar Ln, Tampa, FL, 33648	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24387	PRV	Priya B Rice	1957-12-11	—	2084330337	9320 Bayshore Dr # 865, Chandler, AZ, 85250	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20348	PRV	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23340	PRV	Bruce Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr Apt 36, Phoenix, AZ, 85096	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-26967	PRV	Soto Randy	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26722	PRV	Terry A Turner	1971-11-01	—	2737798336	1573 Park Pl Apt 38, Eden Prairie, MN, 55331	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23907	PRV	Andrew Bell	1964-08-20	UHC-15391-25	2772428230	5494 Union St, San Antonio, TX, 78287	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-20376	PRV	Denise Walker	1955-11-04	UHC-80410-94	2298167821	8205 Baseline Rd, Jacksonville, FL, 32273	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-24213	PRV	Jeremy B Dixon	1939-05-03	UHC-07517-71	4464110688	6846 Hillcrest Rd, Houston, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21291	PRV	Dan Q Allen	1944-11-27	—	2332238726	9804 Camelback Rd, Houston, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26611	PRV	David G Hicks	1957-12-18	UHC-45736-97	—	3403 Sage Ct # 724, San Diego, CA, 92159	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+4 more
PRV-26420	PRV	Valentina R Jackson	1965-01-20	—	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29590	PRV	Virginia W Guerrero	1939-07-02	UHC-49764-58	6527488366	7836 Ocean Ave, Miami, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20733	PRV	Julia Ortega	—	—	3623824545	9413 Jefferson Ave, Denver, CO, 80281	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-21247	PRV	Tereas N George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21555	PRV	Arjun Bradley	1959-04-16	—	7419573764	8435 Bayshore Dr, Gilbert, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-26096	PRV	Carl Rivera	1980-12-03	UHC-16910-17	3902427961	5451 Grand Ave Apt 3, Eden Prairie, MN	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-20694	PRV	Hioshi Lawrence	2005-09-10	—	9075599530	8338 Cedar Ln # 163, Tucson, AZ, 85797	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22859	PRV	PriyaJunk	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29029	PRV	Brenda H Gordon	1965-06-14	—	4793238832	6342 Harbor Blvd # 846, Jacksonville, FL, 32227	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24218	PRV	Logan Knight	1947-11-19	—	—	2515 Oak St, Miami, FL	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20841	PRV	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27937	PRV	Teresa Porter	1948-04-03	—	2783976616	9635 Maple Ave, Eden Prairie, MN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-26764	PRV	Charlotte Hanson	1963-05-10	—	7994257241	2618 Ridge Rd, Denver, CO, 80272	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25397	PRV	Terry A Medina	1965-02-08	—	—	9633 Sage Ct, Eden Prairie, MN, 55316	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-27234	PRV	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr Apt 22, Columbus, OH, 43265	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24966	PRV	Danielle Garza	—	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-20746	PRV	Diana Bennett	1964-09-14	UHC-02217-16	6489880225	7866 Sunset Blvd, Minneapolis, MN, 55487	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

9,344 rows, page 6 of 187Previous Next