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-23760	PRV	Bobby T Rojas	—	UHC-80225-05	7908295407	1537 Market St, Denver, CO, 80295	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28390	PRV	Jnet L Howell	2005-03-11	—	—	9379 Willow Ct, Austin, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-23533	PRV	Katherine U Howell	2006-04-08	UHC-24751-04	7366408835	6115 Indian School Rd, Los Angeles, CA, 90004	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26948	PRV	Ashely D Lene	1993-09-20	—	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23516	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	5606 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-23930	PRV	Eugene Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
PRV-23805	PRV	Jannet Gray	2003-04-10	—	—	1374 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-22178	PRV	Jordan Harris	1951-12-25	UHC-98759-35	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-23122	PRV	Josh Payne	1946-12-20	—	—	8870 Main St, Denver, CO, 80285	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
PRV-29186	PRV	Alan Nichols	1975-03-06	UHC-14705-81	5605844566	7434 Cedar Ln, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24988	PRV	Jeffrey Q Mendzoa	1965-08-12	UHC-92808-15	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-26857	PRV	Camila Kelly	1962-06-14	—	8273197244	9580 Canyon Rd, Mesa, AZ, 85248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-26938	PRV	Russell Ferguson	1949-04-04	—	3755916732	2954 Highland Ave, Charlotte, NC	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
PRV-25367	PRV	David M Ruiz	1967-12-20	UHC-51878-80	—	2004 Lake View Rd, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-25911	PRV	Linda Wagner	1994-05-17	—	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-26952	PRV	Bruce Hart	—	—	8842144282	2479 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth unreadable City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25374	PRV	Kimberly Burns	1982-01-20	—	2305487241	3423 Camelback Rd, Tempe, AZ	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
PRV-28153	PRV	Samuel Yang	1982-10-08	—	2968404254	9388 Oak St Apt 2, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
PRV-20910	PRV	Christian Lawson	1975-02-12	—	—	3874 Jefferson Ave, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-20013	PRV	Olivvia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Two-digit birth year Phone missing area code City re-cased+1 more
PRV-24343	PRV	John Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
PRV-28832	PRV	Jesse D Wang	1951-05-04	UHC-64399-80	—	4970 Grand Ave, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-28687	PRV	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
PRV-25748	PRV	Ann Hudson	1947-09-06	—	2866764888	2748 Palm Dr, Eden Prairie, MN, 55320	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
PRV-24711	PRV	Margaret Lane	1979-04-20	—	8725231524	2784 Spring St, Plano, TX, 75015	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-28269	PRV	Jesse Bker	1985-01-05	UHC-05897-89	—	6412 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-25850	PRV	Virginia M Chapman	1962-03-20	UHC-48124-81	7904542493	5683 Forest Ave, Miami, FL, 33147	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-27232	PRV	Marilyn Jones	—	UHC-57668-65	—	9289 Main St, Fresno, CA, 93780	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
PRV-20546	PRV	Hiroshi Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-23011	PRV	Jerry Woods	1995-08-03	UHC-83700-12	—	2742 Oak St, Minneapolis, MN, 55406	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-27418	PRV	Stepphanie Rios	1979-05-15	—	—	3417 Forest Ave, Nashville, TN, 37207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-24078	PRV	Elijah K Hudson	1967-07-17	—	—	4748 Apache Blvd, Nashville, TN, 37226	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
PRV-28888	PRV	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
PRV-20466	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20465	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-23222	PRV	Sandra Snyder	1952-02-28	UHC-06644-60	5683109468	3716 Washington St, Las Vegas, NV, 89140	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-24621	PRV	Martha Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway # 466, Mesa, AZ, 85287	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
PRV-22321	PRV	Vega Ahmed	1991-05-16	—	—	1975 Jefferson Ave, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-27939	PRV	Benjamin F Jones	2000-11-10	—	4176285515	3840 Palm Dr, Nashville, TN, 37240	0.66	Middle initial moved out of first name Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-23956	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more

1,737 rows, page 14 of 35Previous Next