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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25002	PRV	Gary Larson	1962-04-20	—	5447586594	892 Elm St, Columbus, OH, 43279	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-27089	PRV	William R Diaz	1966-03-12	UHC-98786-04	6652192817	5805 Meadow Ln, Orlando, FL, 32846	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-20950	PRV	Christina Jones	1975-05-11	UHC-72951-01	5176472759	2696 Mesa Dr, Atlanta, GA, 30395	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-25487	PRV	Ruth Bell	1991-06-20	—	6492200725	5894 Central Ave, Scottsdale, AZ, 85240	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-24307	PRV	Arjun Johnston	1966-02-05	—	6319812942	3085 Forest Ave, Austin, TX, 78763	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-23682	PRV	Timothy Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-21143	PRV	Bobby Waang	1951-08-03	—	2386650626	167 Harbor Blvd, Sacramento, CA, 95888	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-27319	PRV	Rebeecca Casstro	1961-12-19	UHC-67749-01	3614421066	5577 Valley View Dr, Scottsdale, AZ, 85240	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-24289	PRV	Garrett V Kathleen	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-21650	PRV	Linda Garrett	1940-12-15	—	—	2449 Broadway, Gilbert, AZ, 85229	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20048	PRV	Ruuth Ferguson	1945-10-09	UHC-17845-36	—	9177 Jefferson Ave, Mesa, AZ, 85248	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-24900	PRV	Sophia Guerrero	1972-06-06	UHC-35263-16	3778730768	1068 Grand Ave, Charlotte, NC, 28226	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-22791	PRV	Stephen K Sto	1940-05-05	UHC-60749-62	9545157177	3987 Sage Ct, Columbus, OH, 43295	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-28923	PRV	Biilly Wagn	1952-12-17	UHC-79350-77	2838710778	9796 Canyon Rd, San Antonio, TX, 78246	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-26020	PRV	Elijah James	1988-12-02	UHC-32708-38	3893487416	7563 Elm St, Scottsdale, AZ, 85284	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-25899	PRV	Samuel Maquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-29431	PRV	Christian Q Wheeler	1976-08-08	—	2552216963	6628 Lincoln Way, Tampa, FL, 33620	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-27077	PRV	Bradley Rivera	1986-01-09	UHC-14146-70	9287092307	1580 Willow Ct, Jacksonville, FL, 32239	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-24281	PRV	Mari Wheeler	1978-02-11	—	2863458013	6718 Broadway, Austin, TX, 78778	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-28621	PRV	Michelle Lynch	1944-05-17	—	—	7066 Central Ave, Jacksonville, FL, 32227	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-28730	PRV	Marilyn Simmons	1973-12-07	UHC-99209-98	2787021808	9393 Harbor Blvd, Los Angeles, CA, 90020	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23706	PRV	George M Padilla	2005-01-20	—	—	7600 Valley View Dr, Charlotte, NC, 28274	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-25152	PRV	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.96	City re-cased Placeholder values cleared
PRV-21267	PRV	Gloria V Ortega	2007-02-20	—	—	4707 Highland Ave, Tempe, AZ, 85252	0.96	City re-cased Placeholder values cleared
PRV-29241	PRV	Samantha Meyer	1963-07-12	UHC-21895-52	3682992468	887 Indian School Rd, Denver, CO, 80233	0.96	City re-cased Placeholder values cleared
PRV-23658	PRV	Brenda M Hery	2004-01-05	UHC-97888-54	—	2034 Cedar Ln, Chandler, AZ, 85232	0.96	City re-cased Placeholder values cleared
PRV-21396	PRV	Diego S Espinoza	1992-02-11	UHC-74540-68	—	6172 Willow Ct, Houston, TX, 77062	0.96	City re-cased Placeholder values cleared
PRV-26251	PRV	Samuel Hart	1982-03-15	—	3894222135	3954 Desert Sky Blvd, Tucson, AZ, 85744	0.96	City re-cased Placeholder values cleared
PRV-29425	PRV	Judy Morrison	1964-06-15	UHC-54028-49	7017695054	9692 Main St, Austin, TX, 78753	0.96	City re-cased Placeholder values cleared
PRV-28125	PRV	Jacqueline Mitchell	1984-06-10	UHC-85622-08	—	7226 Broadway, Denver, CO, 80223	0.96	City re-cased Placeholder values cleared
PRV-22903	PRV	Dylan Foster	1970-07-22	—	—	2855 Washington St, Minneapolis, MN, 55491	0.96	City re-cased Placeholder values cleared
PRV-29423	PRV	Bryan Vargas	1991-01-19	UHC-24573-21	4569016596	6311 Sunset Blvd, Las Vegas, NV, 89101	0.96	City re-cased Placeholder values cleared
PRV-28264	PRV	Susan Vasquez	1965-02-24	—	—	4067 Grand Ave, Columbus, OH, 43204	0.96	City re-cased Placeholder values cleared
PRV-22078	PRV	Nathan Reid	2006-12-04	—	—	7874 Bayshore Dr, Tampa, FL, 33610	0.96	City re-cased Placeholder values cleared
PRV-20666	PRV	Andrew Anderson	2002-11-16	UHC-32112-15	5227422366	7051 Valley View Dr, Phoenix, AZ, 85075	0.96	City re-cased Placeholder values cleared
PRV-21098	PRV	Kevni Rios	1971-10-18	UHC-45153-34	—	3291 Broadway, Tempe, AZ, 85204	0.96	City re-cased Placeholder values cleared
PRV-22944	PRV	Ronald A Scott	1982-04-26	UHC-68475-54	7644384206	9242 Grand Ave, Phoenix, AZ, 85010	0.96	City re-cased Placeholder values cleared

1,737 rows, page 35 of 35Previous Next