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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25944	PRV	Dorothy Weaver	1941-10-26	UHC-95535-78	3279370475	916 Jefferson Ave, Seattle, WA, 98185	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26884	PRV	Joyce Clark	1949-01-21	UHC-03973-63	2748927201	9737 Sunset Blvd, Columbus, OH, 43279	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-29157	PRV	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-28227	PRV	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23635	PRV	Denise Price	1939-12-27	UHC-27721-07	—	8071 Desert Sky Blvd, Seattle, WA, 98119	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25455	PRV	Ann Simpson	2006-01-05	—	8725507612	2030 Central Ave, Gilbert, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23120	PRV	Billy Morris	1999-02-06	—	—	1727 Canyon Rd, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-26183	PRV	Gabriel Torres	1962-04-24	UHC-05549-07	—	2356 Desert Sky Blvd, Nashville, TN, 37249	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
PRV-25714	PRV	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25226	PRV	Jacob Walker	1999-02-27	UHC-50958-96	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24754	PRV	Doris Anderon	1940-06-16	UHC-85647-30	—	5796 Broadway, Sacramento, CA, 95828	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-20651	PRV	Noah Morris	1981-10-14	—	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20099	PRV	Ana George	1976-08-11	—	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-29230	PRV	Linda Cooper	1950-12-07	—	2522521993	4702 Jefferson Ave, Las Vegas, NV, 89153	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-23212	PRV	Santiago Price	1940-11-08	—	9009308202	3870 Sage Ct, Denver, CO, 80204	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-22359	PRV	Sara Sanders	1970-11-07	—	—	2403 Spring St, Denver, CO, 80296	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-20140	PRV	Joan Bryant	1958-12-01	—	5253887592	6477 Spring St, Mesa, AZ, 85287	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-20064	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-20065	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-28045	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28046	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24018	PRV	Juan Welhc	1959-01-05	UHC-99208-18	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
PRV-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-20957	PRV	Boby Martinez	1963-09-25	—	—	2233 Mountain View Dr, Atlanta, GA, 30388	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28666	PRV	Julia Cooper	2002-07-03	—	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+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-20620	PRV	Anthony Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27448	PRV	Sarah T Prker	1990-02-23	—	2538286454	7418 Forest Ave, Denver, CO, 80280	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
PRV-23827	PRV	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ, 85229	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-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-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-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-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-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-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-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-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-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-27254	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27255	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

926 rows, page 13 of 19Previous Next