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-26664	PRV	Brittany Nguyen	1987-11-25	—	2195887267	579 Harbor Blvd, Tucson, AZ, 85760	0.96	Phone reformatted Placeholder values cleared
PRV-20937	PRV	Gary Palmer	1948-08-24	UHC-85894-33	7318882464	342 Washington St, Eden Prairie, MN, 55395	0.96	Name re-cased Phone reformatted
PRV-29461	PRV	Melissa Gibson	1946-03-15	UHC-27893-59	9548196908	8469 Oak St, Columbus, OH, 43204	0.96	Phone reformatted Placeholder values cleared
PRV-25093	PRV	Austin Hayes	1955-04-20	UHC-88677-05	7272455654	—	0.96	Phone reformatted Whitespace trimmed
PRV-27845	PRV	Elizabeth Rodriguez	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.96	Phone reformatted Placeholder values cleared
PRV-25922	PRV	Gregory Wagner	1968-04-22	—	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.96	Phone reformatted Placeholder values cleared
PRV-23324	PRV	Kenneth Santos	1944-04-09	—	5226564984	—	0.96	Phone reformatted Placeholder values cleared
PRV-28451	PRV	Elizabeth Champan	1957-10-14	—	3333474545	—	0.96	Phone reformatted Placeholder values cleared
PRV-27733	PRV	Charles M Hoffman	1958-06-21	UHC-08773-02	2152540032	—	0.96	Phone reformatted Placeholder values cleared
PRV-21569	PRV	Diego Bradley	1981-06-15	—	9405948889	—	0.96	Phone reformatted Placeholder values cleared
PRV-21513	PRV	Logan Rivera	1989-06-13	UHC-64260-62	9575564909	7090 Maple Ave, Mesa, AZ, 85237	0.96	Phone reformatted Placeholder values cleared
PRV-21208	PRV	Benjamin Richardson	1958-04-17	—	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.96	Phone reformatted Placeholder values cleared
PRV-26116	PRV	Amanda H West	1947-03-04	UHC-50165-58	8689155554	2156 Apache Blvd, Las Vegas, NV, 89197	0.96	Phone reformatted Placeholder values cleared
PRV-29094	PRV	Jean X McCoy	1963-12-09	UHC-59244-39	5507371454	—	0.96	Phone reformatted Placeholder values cleared
PRV-20680	PRV	Daniel R Brooks	1984-10-20	—	6146592557	5113 Cedar Ln, Phoenix, AZ, 85009	0.96	Phone reformatted Placeholder values cleared
PRV-20803	PRV	Alan Brown	2004-01-08	UHC-69982-03	6279760412	—	0.96	Phone reformatted Placeholder values cleared
PRV-29044	PRV	Virginia N Harvey	1955-12-22	—	5374730234	4131 Main St, Columbus, OH, 43284	0.96	Phone reformatted Placeholder values cleared
PRV-22524	PRV	Bobby Gilbert	1986-04-01	—	4543868857	8022 Ocean Ave, Mesa, AZ, 85230	0.96	Phone reformatted Placeholder values cleared
PRV-26462	PRV	Ryan Garrett	2005-04-05	—	4497812983	7441 Market St, Minneapolis, MN, 55455	0.96	Phone reformatted Placeholder values cleared
PRV-22767	PRV	Aaron Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.96	Phone reformatted Placeholder values cleared
PRV-20874	PRV	Anndrea Fuller	2005-03-01	UHC-87746-30	3177411713	—	0.96	Phone reformatted Placeholder values cleared
PRV-25150	PRV	Emily Harris	1967-10-25	—	9854768765	5568 Apache Blvd, Orlando, FL, 32860	0.96	Phone reformatted Placeholder values cleared
PRV-25149	PRV	Emily Harris	1967-10-25	—	9854768765	5568 Apache Blvd, Orlando, FL, 32860	0.96	Phone reformatted Placeholder values cleared
PRV-23948	PRV	Carlos P Le	1944-10-15	UHC-07359-80	5644707042	—	0.96	Phone reformatted Placeholder values cleared
PRV-23894	PRV	Janet Stone	1961-10-04	—	7022250285	7317 Ocean Ave, Mesa, AZ, 85212	0.96	Phone reformatted Placeholder values cleared
PRV-20501	PRV	Jerry Walssh	1994-09-24	UHC-81721-07	6004562286	—	0.96	Phone reformatted Placeholder values cleared
PRV-23646	PRV	Stephen Hoffman	2007-05-08	—	9586336505	—	0.96	Phone reformatted Placeholder values cleared
PRV-25044	PRV	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ, 85216	0.96	Phone reformatted Placeholder values cleared
PRV-27277	PRV	Susan Hunter	1999-07-24	UHC-70915-70	5355554838	7346 Elm St, Charlotte, NC, 28215	0.96	Phone reformatted Placeholder values cleared
PRV-21620	PRV	Hiroshi Espinoza	1970-07-02	UHC-80972-01	5692583125	—	0.96	Phone reformatted Placeholder values cleared
PRV-21360	PRV	Charles Rice	1968-08-21	UHC-28560-68	8182184863	—	0.96	Phone reformatted Placeholder values cleared
PRV-21482	PRV	Brenda Elliott	1951-12-23	UHC-91777-26	7898000132	—	0.96	Phone reformatted Placeholder values cleared
PRV-28443	PRV	Joan Weber	1956-02-06	UHC-81180-90	8395974612	1837 Sunset Blvd, Atlanta, GA, 30394	0.96	Phone reformatted Placeholder values cleared
PRV-20363	PRV	Terry Fox	2007-08-14	UHC-25927-17	5855391901	5658 Maple Ave, Las Vegas, NV, 89181	0.96	Phone reformatted Placeholder values cleared
PRV-28230	PRV	Sharon Hoffman	1974-03-02	UHC-28654-06	9793912008	342 Baseline Rd, Mesa, AZ, 85209	0.96	Phone reformatted Placeholder values cleared
PRV-27908	PRV	Jenny Weaver	1962-11-19	UHC-61723-16	8849278803	—	0.96	Phone reformatted Placeholder values cleared
PRV-21907	PRV	Ralph Ngguyen	1958-05-12	UHC-95967-21	7184633452	—	0.96	Phone reformatted Placeholder values cleared
PRV-27721	PRV	Padilla Cheryl	1978-04-06	—	6446686372	9498 Forest Ave, Tempe, AZ, 85260	0.96	Phone reformatted Placeholder values cleared
PRV-28499	PRV	Andrea Griffin	1985-06-07	UHC-70467-12	9826562855	5822 Bayshore Dr, Charlotte, NC, 28203	0.96	Phone reformatted Placeholder values cleared
PRV-21456	PRV	Richard Washington	1988-08-26	UHC-88068-66	3747511524	8525 Baseline Rd, Eden Prairie, MN, 55344	0.96	Phone reformatted Placeholder values cleared
PRV-20366	PRV	Dan Murphy	1995-03-23	—	8679031701	—	0.96	Phone reformatted Placeholder values cleared
PRV-28413	PRV	Danielle Gordon	1977-09-25	UHC-12388-71	7218057700	2404 Spring St, Gilbert, AZ, 85290	0.96	Phone reformatted Placeholder values cleared
PRV-20615	PRV	Charlotte Moore	2002-02-05	—	8357656917	3631 Market St, Minneapolis, MN, 55475	0.96	Phone reformatted Placeholder values cleared
PRV-27493	PRV	Alexander Guerrero	1960-11-25	—	6385699871	—	0.96	Phone reformatted Placeholder values cleared
PRV-23423	PRV	Kevin Clark	1986-09-02	UHC-87862-60	4955613118	4402 Mesa Dr, Atlanta, GA, 30336	0.96	Phone reformatted Placeholder values cleared
PRV-25903	PRV	Zachary X Mejia	1961-08-07	—	4644260763	—	0.96	Phone reformatted Placeholder values cleared
PRV-28384	PRV	Megan Carter	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.96	Phone reformatted Placeholder values cleared
PRV-24506	PRV	Amanda Gomez	2008-04-23	UHC-45484-57	8423113025	—	0.96	Phone reformatted Placeholder values cleared
PRV-25023	PRV	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd, Las Vegas, NV, 89117	0.96	Phone reformatted Placeholder values cleared
PRV-21108	PRV	Mark Crawford	1942-07-15	UHC-80518-14	3363944959	9452 Mesa Dr, Eden Prairie, MN, 55398	0.96	Phone reformatted Placeholder values cleared

5,906 rows, page 117 of 119Previous Next