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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-21577	PRV	John Snyder	—	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-23189	PRV	Olivia Remirez	2002-09-06	UHC-52164-96	9178149036	3487 Oak St, Austin, TX, 78763	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27743	PRV	Nancy Y Valdez	2002-06-24	UHC-34666-58	—	3019 Park Pl, Tucson, AZ, 85734	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27992	PRV	Amanda Peters	1971-12-05	—	3079611652	4865 Willow Ct, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28362	PRV	Lori Stewart	1945-01-20	UHC-49995-63	8175708003	5044 Broadway, Atlanta, GA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-25453	PRV	Philip P Johnson	1941-09-19	UHC-00083-62	6554544924	2403 Oak St, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20283	PRV	Mason N Reynolds	1978-09-19	—	4713890386	4261 Ocean Ave Apt 11, Dallas, TX, 75209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25113	PRV	Arjun U Holmes	1978-11-22	—	—	5851 Main St Apt 35, Glendale, AZ, 85333	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20622	PRV	Diane Stone	2000-02-21	—	9333401447	3422 Pine Dr, San Antonio, TX, 78297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27395	PRV	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
PRV-27767	PRV	Kyle Fuller	1961-09-12	UHC-61514-91	2974113366	5677 Highland Ave, Sacramento, CA, 95844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27917	PRV	Katherine Butler	1938-10-05	—	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26158	PRV	Sara H Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ, 85781	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22645	PRV	Charlotte O Peterson	1963-07-15	UHC-11340-18	6588626908	833 Central Ave, Tempe, AZ, 85243	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-27373	PRV	Justin Chavez	1947-05-07	—	9097939771	8672 Canyon Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
PRV-29557	PRV	Janny King	1997-10-25	UHC-93242-21	7602706297	2291 Forest Ave # 402, San Antonio, TX, 78224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-22674	PRV	Bruce Griffin	1978-03-04	—	—	5529 Ridge Rd, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25369	PRV	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22749	PRV	Heather SJunk	1960-05-18	—	7263988696	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-28937	PRV	George Estrada	1989-06-18	UHC-50821-50	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25345	PRV	Rachel Jacobs	1997-04-04	UHC-30192-79	4739085402	8448 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26390	PRV	Pamela Q Grant	1949-06-15	—	7123353593	6343 Maple Ave, Denver, CO, 80235	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20696	PRV	Carr P Fatima	1954-11-23	UHC-87958-42	2424617953	931 Cedar Ln, Charlotte, NC, 28226	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-24545	PRV	Angela Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-24036	PRV	Doris Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-29106	PRV	Cheryl Jordan	2003-06-06	UHC-20575-37	5728804657	9780 Forest Ave, San Antonio, TX, 78296	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
PRV-26053	PRV	Vasquez Pamela	1965-10-16	—	8414621454	7641 Palm Dr, Houston, TX, 77027	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24420	PRV	Danielle Ramirez	1966-02-11	UHC-72750-13	—	8031 Spring St, Miami, FL, 33107	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-26068	PRV	Amy Lynch	2007-07-28	—	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24825	PRV	Nicholas Alexander	1989-04-25	UHC-55928-14	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26345	PRV	Brittany Snyder	1940-04-21	—	9547843216	1147 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20288	PRV	Gloria H Dunn	1982-05-22	—	5967125464	938 Elm St, Atlanta, GA, 30329	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23103	PRV	Lawrence Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21735	PRV	Steven Y Ortega	1941-03-27	UHC-06063-03	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29486	PRV	Lucia J Castillo	1989-12-02	UHC-03398-73	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-23688	PRV	Frances Elliott	1958-02-18	UHC-93061-35	9118649287	2493 Maple Ave, Chandler, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22542	PRV	Mei Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26569	PRV	Gabriel H Bradley	1946-03-05	—	4684386833	1795 Church St Apt 24, Fresno, CA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-26197	PRV	Justin G Griffin	1966-09-20	UHC-52595-90	4024591325	5035 Mesa Dr, Jacksonville, FL, 32285	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23224	PRV	Juan Gilbert	2007-03-14	UHC-46118-29	—	354 Baseline Rd, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25660	PRV	Walter Gilbert	1963-05-27	—	4285885393	2595 Maple Ave Apt 4, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-22313	PRV	Willie Matthews	1983-07-16	—	9876586293	3649 Mountain View Dr, Jacksonville, FL, 32209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23352	PRV	Santiago Henry	1995-11-06	UHC-14707-79	—	226 Canyon Rd, Mesa, AZ, 85255	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,816 rows, page 21 of 77Previous Next