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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28102	PRV	Raymnd Phillips	1995-01-28	—	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28763	PRV	Aisha H King	1981-07-14	UHC-01605-28	4604334400	2857 Lincoln Way, Chandler, AZ, 85208	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26725	PRV	Julie Banks	1988-03-13	UHC-67292-12	9616571052	2818 River Rd, Minneapolis, MN, 55419	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27245	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21019	PRV	Joyce Carroll	1974-03-15	UHC-18329-37	7862004060	2079 Indian School Rd, Houston, TX, 77060	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20077	PRV	Harper Adam	1994-06-26	—	4604830028	3915 Maple Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21156	PRV	Alexander F Berry	1967-05-21	UHC-08426-20	3816504355	806 Apache Blvd, Los Angeles, CA, 90048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20595	PRV	Vincent Jimenez	1996-10-21	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23530	PRV	Jushua Romero	1947-12-22	UHC-88354-80	6262412754	8508 Harbor Blvd, Sacramento, CA, 95878	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27311	PRV	Ana Mendez	2008-07-28	UHC-82946-68	9752844269	5210 Jefferson Ave, Columbus, OH, 43294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25506	PRV	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25672	PRV	Arthur Morrison	1988-09-03	UHC-75672-61	3417974398	3735 Meadow Ln, Miami, FL, 33105	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24702	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28808	PRV	Jean O Nelson	1987-09-12	—	4947311148	5776 Ridge Rd, Charlotte, NC, 28236	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24993	PRV	Waltre Cole	1946-03-19	UHC-18104-33	2673831887	6107 Palm Dr, Atlanta, GA, 30382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24557	PRV	Aisha Q Henderon	1986-02-18	—	6573880632	563 Spring St, San Antonio, TX, 78287	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23513	PRV	Lawrence Garza	1959-02-09	—	2267021806	6718 Park Pl, Las Vegas, NV, 89176	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23514	PRV	Lawrence Garza	1959-02-09	—	2267021806	6718 Park Pl, Las Vegas, NV, 89176	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22888	PRV	Scott S Hart	1962-04-02	UHC-39979-07	4126057459	7942 Oak St, Miami, FL, 33100	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22487	PRV	Adams Jacqueline	1996-06-09	UHC-65215-45	—	5404 Spring St, Houston, TX, 77067	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26518	PRV	Matthew Schmidt	1990-04-09	—	7876960213	3401 Pine Dr, Glendale, AZ, 85381	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22787	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22786	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24891	PRV	Victoria Taylor	1984-12-03	—	5944035375	5710 Harbor Blvd, San Diego, CA, 92190	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25869	PRV	Lauren McCoy	1946-01-06	—	5459437491	692 Spring St, Charlotte, NC, 28248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28437	PRV	Sophia Park	1970-03-08	UHC-14809-43	7796971528	6165 Grand Ave, Austin, TX, 78742	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-21252	PRV	Danielle Long	1998-01-10	UHC-61358-21	8696088611	105 Ocean Ave, Los Angeles, CA, 90077	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23943	PRV	Yuki N Patel	1970-03-23	—	8776403575	4070 Baseline Rd, Chandler, AZ, 85210	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26091	PRV	Omar Guerrero	1949-02-11	—	2767338359	6655 Church St, Atlanta, GA, 30399	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22303	PRV	Bryan Lopez	1952-11-09	—	—	7665 Elm St, Denver, CO, 80287	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25117	PRV	Danielle Jordan	1973-12-20	UHC-72650-33	—	2275 Hillcrest Rd, Sacramento, CA, 95836	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21049	PRV	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21722	PRV	Andrea Washington	1981-01-01	UHC-84724-16	6508071942	912 Palm Dr, Charlotte, NC, 28285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27653	PRV	Kevin H Ortega	1950-11-09	—	—	7358 Oak St, Houston, TX, 77057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26145	PRV	Gary Jenkins	1989-05-08	—	2377162164	5509 Palm Dr, Jacksonville, FL, 32273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26146	PRV	Gary Jenkins	1989-05-08	—	2377162164	5509 Palm Dr, Jacksonville, FL, 32273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25840	PRV	Olivya Z Arnold	1940-05-23	UHC-48489-95	8006046003	5441 Willow Ct, Scottsdale, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27354	PRV	Frances Weaver	1999-12-23	—	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25901	PRV	Bryan Banks	1985-07-06	—	4117616199	1805 Palm Dr, Phoenix, AZ, 85090	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28900	PRV	Christina V Mills	1968-09-02	UHC-64877-91	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24398	PRV	Alex Welch	1986-01-05	UHC-67317-69	7666300088	2046 Palm Dr, Fresno, CA, 93727	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28598	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23168	PRV	Fatima Harris	1993-07-21	—	8727874024	9585 Oak St, Tampa, FL, 33629	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21883	PRV	Angela King	1998-07-19	UHC-52357-03	8092970983	5763 River Rd, Eden Prairie, MN, 55354	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26227	PRV	Dick Lawrence	1950-10-16	—	6272118276	6026 Church St, Gilbert, AZ, 85225	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27883	PRV	Larry Stephens	1941-12-13	—	7573856113	6390 Camelback Rd, Las Vegas, NV, 89126	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27364	PRV	Nick Arnold	1980-06-27	—	6539570181	9623 Forest Ave, Chandler, AZ, 85259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23847	PRV	Susan Wong	1939-04-05	—	4805225549	730 Desert Sky Blvd, Sacramento, CA, 95826	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21198	PRV	James Cunningham	1949-02-15	—	5092376050	7014 Desert Sky Blvd, Denver, CO, 80253	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27890	PRV	Joe Harvey	1970-03-07	—	6054023698	7400 Spring St, Orlando, FL, 32890	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

5,405 rows, page 76 of 109Previous Next