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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27685	PRV	Jean Campbell	1944-11-22	—	7872370494	3206 Sage Ct, Dallas, TX, 75214	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24254	PRV	Ethan G Ramirez	1970-07-10	UHC-26954-75	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22967	PRV	Paul Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21237	PRV	Yuki Carter	1955-09-25	UHC-07808-75	5249797747	4834 Central Ave, San Diego, CA, 92122	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27679	PRV	Valentina H Reed	1942-04-11	—	—	5582 Maple Ave, San Diego, CA, 92117	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22243	PRV	Hannah Clark	1981-05-15	—	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28693	PRV	Gerald Wood	—	—	5035742089	5108 Maple Ave, Las Vegas, NV, 89180	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21185	PRV	Janice Clark	1988-06-25	UHC-78491-23	5189904977	2719 River Rd, Orlando, FL, 32817	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21436	PRV	Natalie Hciks	2004-09-04	—	6384444698	4341 Lake View Rd, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21038	PRV	Dennis Gardner	1975-09-27	UHC-28962-20	—	9046 Mountain View Dr, Austin, TX, 78744	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28292	PRV	Cynthia T Lawrence	1954-02-02	—	—	8533 Harbor Blvd, Denver, CO, 80256	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21362	PRV	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27415	PRV	David Nguyen	1992-12-28	—	5965836704	7691 Washington St Apt 5, Jacksonville, FL, 32288	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21712	PRV	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20489	PRV	Lucia Perkins	1968-10-09	UHC-64440-21	6769825008	9799 Washington St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22418	PRV	Priya Z Clark	1940-07-26	—	7576815457	2277 Bayshore Dr, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20647	PRV	Julie Hansen	1973-09-25	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25424	PRV	Nicole B Kim	1945-01-20	UHC-08143-43	2258863384	9473 Jefferson Ave # 868, Glendale, AZ, 85350	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-25360	PRV	Richard Harrison	1987-09-11	—	7957118011	1852 Main St, San Antonio, TX, 78288	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25971	PRV	Marcus Bishop	2007-09-13	—	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21120	PRV	Andrew Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN, 37242	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+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-22054	PRV	Mark Hunt	1984-06-14	—	7804560399	7893 Sage Ct Apt 21, Tampa, FL, 33699	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23261	PRV	Kathryn Ross	1980-02-11	UHC-38480-02	2692031668	9505 Harbor Blvd, Minneapolis, MN, 55442	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20674	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24541	PRV	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr, Dallas, TX, 75254	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29355	PRV	Alexander Wells	1960-08-11	UHC-85686-20	—	9136 Union St, Sacramento, CA, 95845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27926	PRV	Carol T Berry	1986-08-25	—	2459088555	2971 Indian School Rd, Seattle, WA, 98131	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27176	PRV	Henry Ruiz	1992-02-13	UHC-11129-89	9188487342	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-23039	PRV	Gary Simpson	—	UHC-25382-23	—	963 Meadow Ln, Nashville, TN, 37238	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23040	PRV	Gary Simpson	—	UHC-25382-23	—	963 Meadow Ln, Nashville, TN, 37238	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28613	PRV	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23916	PRV	Stephen Schmidt	1948-08-13	—	—	4988 Pine Dr, Glendale, AZ, 85340	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20131	PRV	Cheryl Fernandez	—	UHC-81604-35	9667477100	5415 Lake View Rd, San Diego, CA, 92152	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29151	PRV	Arthur Boyd	1978-06-22	UHC-79630-44	2182559013	6927 Lincoln Way, San Diego, CA, 92194	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29033	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29034	PRV	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28180	PRV	Mary Herrera	1973-03-20	—	—	7943 Palm Dr, Houston, TX, 77040	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-21127	PRV	Diana J Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29587	PRV	Eugene A Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29299	PRV	Charles W Clark	1989-03-17	—	8814692770	8197 Mesa Dr, Tempe, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22057	PRV	Grace Lawrence	1990-02-28	—	—	5929 Central Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22083	PRV	Danielle N Pierce	1956-11-16	—	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24636	PRV	Sophia Lee	2003-03-11	—	5425709844	528 Ocean Ave, Gilbert, AZ, 85227	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-26883	PRV	Jack Parker	1957-11-06	UHC-19681-90	—	7658 Pine Dr Apt 4, Las Vegas, NV, 89117	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23409	PRV	Juan C Singh	1968-07-02	—	—	4657 Cedar Ln, Miami, FL, 33155	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24076	PRV	Ann Mendez	1964-02-12	UHC-31441-46	3168489959	4985 Park Pl, San Antonio, TX, 78293	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28404	PRV	Andrea Harey	1975-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24249	PRV	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,462 rows, page 55 of 110Previous Next