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-27601	PRV	Alice I Hunter	2006-08-21	—	6005691813	2357 Indian School Rd, Plano, TX, 75062	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27224	PRV	Billy Larson	1991-03-08	UHC-69765-55	—	2175 Mesa Dr, Austin, TX, 78780	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20946	PRV	David F Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22384	PRV	Joan Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25328	PRV	John Herrison	1981-08-09	—	5978210577	5170 Church St, Tempe, AZ, 85260	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27829	PRV	Mazon Palmer	2005-01-19	—	—	334 Lincoln Way, Atlanta, GA, 30351	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29535	PRV	Sara Richardson	1969-10-24	UHC-63949-90	3028815493	7411 Lake View Rd, Houston, TX, 77089	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
PRV-23110	PRV	Russell Roberts	1996-12-25	UHC-06483-11	8733474767	6249 Union St, Atlanta, GA, 30305	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25201	PRV	Jacob Fields	1996-01-20	—	—	4079 Pine Dr, Eden Prairie, MN, 55338	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-22916	PRV	Samantha Perez	2004-08-20	UHC-56558-45	—	2193 Ridge Rd, Tucson, AZ, 85766	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21970	PRV	Bryan Espinoza	1994-09-02	UHC-68207-89	2272574323	1947 Lincoln Way, Chandler, AZ, 85275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22814	PRV	Patrick Fields	1940-10-02	UHC-41766-43	9084046090	3044 Canyon Rd, San Diego, CA, 92138	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24285	PRV	Martha Bell	1998-07-10	UHC-16336-86	2972550745	8795 Cedar Ln, San Diego, CA, 92145	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25553	PRV	Brittany Hill	2008-08-16	—	—	9432 Elm St, Orlando, FL, 32875	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26491	PRV	Sofia Lawrence	2001-04-24	—	9837878960	3103 Apache Blvd, Los Angeles, CA, 90044	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20276	PRV	Debbie Powell	1956-03-01	UHC-05099-83	—	931 Market St, Tempe, AZ, 85203	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24934	PRV	Roy Price	1981-03-25	UHC-50198-86	6354591976	9852 Grand Ave, Houston, TX, 77076	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20402	PRV	Joan Scott	2000-03-05	—	4948813247	4392 Desert Sky Blvd, Chandler, AZ, 85209	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21842	PRV	Alexis X Wheeler	1957-05-26	—	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27282	PRV	Kelly B Willis	1971-12-19	—	3036865245	8540 Sage Ct, Los Angeles, CA, 90029	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28064	PRV	Bruce Peteron	1945-11-18	UHC-86369-01	3947361826	6573 Harbor Blvd, Gilbert, AZ, 85294	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27400	PRV	Steve Coleman	1943-09-27	UHC-69122-85	8993892300	4640 Ocean Ave, Mesa, AZ, 85230	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-27178	PRV	Gerald Sullivan	2000-01-05	UHC-47738-27	2464994450	7655 Desert Sky Blvd, Tucson, AZ, 85772	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23966	PRV	Lisa Rivera	1938-10-09	UHC-02876-16	6105169168	4615 Apache Blvd, Mesa, AZ, 85216	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28615	PRV	Christian Lane	1977-09-16	UHC-80877-08	3742011782	4761 Ocean Ave, Scottsdale, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28325	PRV	Timothy J Guzman	1956-04-14	—	—	1038 Mesa Dr, Seattle, WA, 98168	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-25171	PRV	Raymond Fox	2000-10-21	—	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29586	PRV	Mason Pyane	1979-11-17	UHC-28896-14	3238353551	5013 Forest Ave, Atlanta, GA, 30385	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21442	PRV	Santago Ross	1972-09-08	—	2448777865	3583 Hillcrest Rd, Phoenix, AZ, 85004	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22607	PRV	Santiago S Moore	1962-07-03	UHC-27250-83	—	7197 Indian School Rd, Glendale, AZ, 85371	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24974	PRV	Nancy W Hansen	1975-08-24	—	5874052485	8671 Harbor Blvd, Charlotte, NC, 28282	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22436	PRV	Watson V Andrea	1950-09-10	UHC-73165-75	7375795304	8190 Apache Blvd, Plano, TX, 75029	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20068	PRV	Diane Lucas	1950-03-12	—	9809946134	3522 Jefferson Ave, Tampa, FL, 33637	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-26772	PRV	Steven McDonald	2000-11-28	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22648	PRV	Cheryl Dunn	1987-12-14	UHC-78434-31	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24909	PRV	Noah C Santiago	1979-07-05	UHC-16502-20	4617239726	7426 Baseline Rd, Los Angeles, CA, 90037	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28841	PRV	Nicholas Bishop	2008-12-10	—	—	7846 Washington St, Scottsdale, AZ, 85281	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21325	PRV	Kyle Williamson	1988-10-24	—	9493935064	5641 Meadow Ln, Gilbert, AZ, 85226	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22965	PRV	Nathan Cunningham	1952-05-27	—	9847883848	789 Apache Blvd, Tempe, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20397	PRV	Thomas J Griffin	1986-12-03	—	8249420572	3794 Mountain View Dr, Charlotte, NC, 28247	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23345	PRV	Amanda Allen	1954-10-20	UHC-89738-84	4779035426	4736 Lake View Rd, San Diego, CA, 92196	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-24904	PRV	Alexander Perkins	1959-03-26	—	7164336395	26 Camelback Rd, Plano, TX, 75058	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26501	PRV	Sean Tucker	1942-02-27	—	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21542	PRV	Albert Li	1973-10-24	—	9639072435	1364 Park Pl, Charlotte, NC, 28264	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-27905	PRV	Andrea Harper	1989-01-06	UHC-76420-19	—	8990 Spring St, Fresno, CA, 93771	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-23055	PRV	Tyler Russell	1958-12-09	UHC-38785-33	—	596 Hillcrest Rd, Orlando, FL, 32866	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-25791	PRV	Camila Castro	2003-05-15	—	—	5948 Pine Dr, Los Angeles, CA, 90058	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24330	PRV	Willie McCoy	1994-10-23	UHC-22083-44	—	1428 Cedar Ln, Fresno, CA, 93781	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29314	PRV	Randy Ross	1940-01-07	—	3174487162	728 Spring St, Orlando, FL, 32893	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23613	PRV	Laura Watkins	1995-07-08	—	2267314736	9483 Elm St, Tucson, AZ, 85710	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 101 of 109Previous Next