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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29508	PRV	Lisa Cark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-20603	PRV	Christina Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+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-22121	PRV	Beverly Bennett	1977-03-21	—	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27181	PRV	Valentina King	1989-03-28	—	4093845909	8497 Palm Dr, Orlando, FL, 32882	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27301	PRV	John Sanders	1938-09-06	—	3628479163	1497 Broadway, Tempe, AZ, 85230	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-22702	PRV	Nikholas Gomez	1968-02-09	—	4793730345	5772 Mesa Dr, Phoenix, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-24669	PRV	Russell Harrison	1950-08-14	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
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-28361	PRV	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+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-21840	PRV	Emily Cruz	2006-02-24	—	7376475456	9514 Spring St, Mesa, AZ, 85245	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace 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-26521	PRV	James Williams	1985-08-22	—	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-25639	PRV	Jesse Wallace	2005-06-01	—	4907174293	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-21338	PRV	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28200	PRV	Lauren Howard	2005-04-18	UHC-54097-94	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Two-digit birth year Phone reformatted State code upper-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-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-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-20243	PRV	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+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-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-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-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-22241	PRV	Lori I Duncan	1951-07-06	UHC-68266-89	9274527067	8977 Mesa Dr, Seattle, WA, 98164	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27445	PRV	Christina Green	1969-11-10	—	8067577954	8203 Jefferson Ave, Glendale, AZ, 85351	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27459	PRV	Michelle Miller	1948-11-23	—	8989385654	1803 Main St, Houston, TX, 77099	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-24748	PRV	Sharon A Valdez	1983-05-27	UHC-61180-43	8279762605	5645 Highland Ave, Phoenix, AZ, 85000	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22762	PRV	Aisha H Price	1939-08-27	UHC-23862-75	4062283541	2027 Ocean Ave, Miami, FL, 33124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
PRV-20591	PRV	Mei F Etrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26660	PRV	Dylan Reid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 41 of 119Previous Next