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-29545	PRV	Mary Foster	1978-06-27	UHC-70030-68	9672593697	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-20675	PRV	Nicole I Torres	1982-01-12	—	6313922199	6945 Market St, San Diego, CA, 92103	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
PRV-28781	PRV	Noah Espinoza	1950-08-14	—	6846895040	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-20882	PRV	Ralph Shaw	1955-09-18	UHC-87502-98	8135007335	6408 Central Ave, San Antonio, TX, 78238	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22452	PRV	Julia Jensen	1958-06-21	—	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-21044	PRV	Abigail Freeman	1940-01-20	—	3975775670	7577 Baseline Rd, Minneapolis, MN, 55477	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26987	PRV	Calros Wang	1947-05-21	UHC-28233-13	9844229467	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22586	PRV	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28800	PRV	Harold Lewis	1983-03-15	—	4272662732	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24313	PRV	Brandon S Fernandez	1986-09-06	UHC-58402-80	7099875160	4574 Canyon Rd, Seattle, WA, 98186	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-21490	PRV	Raymond H Schmidt	1954-07-01	—	6626210257	8835 Valley View Dr, Jacksonville, FL, 32261	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27407	PRV	Arthur Wallace	1961-07-10	—	6658667099	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23876	PRV	Frances B Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20493	PRV	Joan Z Peters	1971-09-12	UHC-81748-15	2955823386	2879 Camelback Rd, Eden Prairie, MN, 55363	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-20833	PRV	Sarah Reed	1980-11-17	—	4288826213	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-29026	PRV	Jerry Banks	1945-09-20	—	6254404110	249 Oak St, Columbus, OH, 43202	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28594	PRV	Ann B Sims	1992-02-16	—	4029507313	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29578	PRV	Tyler Lewis	1972-06-24	—	2676143133	2862 Forest Ave, Los Angeles, CA, 90080	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-22497	PRV	Christian Marshall	1994-01-04	UHC-58093-69	8485091616	5719 Sunset Blvd, Minneapolis, MN, 55478	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28787	PRV	Carolyn Li	1947-07-28	—	7749764183	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23068	PRV	Victoria Contreras	1974-07-19	—	5102282443	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24585	PRV	Carolyn Fields	1953-10-11	—	3515223530	9599 Lincoln Way, Tampa, FL, 33611	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24870	PRV	Samuel F Bunrs	1982-07-12	UHC-91892-68	8969619072	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26662	PRV	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28783	PRV	Billy Hayes	1974-05-19	—	2067769094	3862 Apache Blvd, Tucson, AZ, 85765	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28782	PRV	Billy Hayes	1974-05-19	—	2067769094	3862 Apache Blvd, Tucson, AZ, 85765	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-24827	PRV	Beverly Sanchez	1980-11-10	UHC-76900-91	5537700961	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21772	PRV	Debra Collins	1980-11-19	UHC-86010-85	6784952922	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-24418	PRV	Albert O Tran	2004-12-08	—	7418427978	2632 Cedar Ln, Austin, TX, 78779	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
PRV-28321	PRV	Kelly Berry	1991-01-10	UHC-75286-65	2639848063	4490 Hillcrest Rd, Eden Prairie, MN, 55361	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-29178	PRV	Mason Stephen	1947-02-10	—	3455110924	5786 Church St, Austin, TX, 78721	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27564	PRV	Cynthia Porter	1983-10-11	—	2749709102	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24226	PRV	Gloria Richardsoon	1981-06-07	UHC-97404-89	8168222234	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-21862	PRV	Ralph Gutierrez	1950-11-24	—	3114397602	9361 Sage Ct, Denver, CO, 80259	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25300	PRV	Sara Jones	1965-11-04	—	8552580299	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22433	PRV	Mateo K Clark	2006-01-06	UHC-38810-30	8574659904	399 Mesa Dr, Scottsdale, AZ, 85204	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29076	PRV	Carolyn Mendez	1962-06-27	—	9322944875	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25987	PRV	Alexis Armstrong	1996-08-18	UHC-63561-95	6015868888	1658 Canyon Rd, Austin, TX, 78733	0.92	Phone reformatted Member ID reformatted State code upper-cased Placeholder values cleared
PRV-28706	PRV	Ahmed Campbell	1939-09-19	—	4098846877	1367 Cedar Ln, San Antonio, TX, 78215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23155	PRV	Katherine O Porter	1983-04-25	UHC-44069-86	2825333842	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24501	PRV	Amy F Baker	1967-05-15	—	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21404	PRV	Brenda Johnston	1996-01-24	—	8784258724	1490 River Rd, Tampa, FL, 33656	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27287	PRV	Marttha Hart	1992-08-09	—	6112168218	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23905	PRV	Russell S Bailey	1987-04-01	UHC-87909-52	4224240293	4758 Maple Ave, Chandler, AZ, 85276	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23135	PRV	Ann Ryos	2003-07-20	—	9004213373	4831 Lincoln Way, Nashville, TN, 37227	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-21119	PRV	Mark Hudson	2002-05-17	UHC-88797-59	3323772261	2758 Broadway, Gilbert, AZ, 85283	0.92	Phone reformatted Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28021	PRV	Camila Phillips	1977-11-17	—	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24835	PRV	Albert Payne	2001-11-24	—	5998557374	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27137	PRV	Susen B Vazquez	2007-09-06	UHC-84134-22	3206987761	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20851	PRV	Joshua Andrews	1958-05-24	—	8866862802	2045 Market St, Los Angeles, CA, 90098	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared

5,906 rows, page 99 of 119Previous Next