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-22582	PRV	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave # 773, Miami, FL, 33190	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-23126	PRV	Steven Green	2007-05-26	—	9166339086	17 Oak St, Plano, TX, 75011	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-28073	PRV	Mariana Owens	1998-06-24	—	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-26481	PRV	Kenneth Schmidt	1963-07-03	—	3512069883	2650 Harbor Blvd, Scottsdale, AZ, 85275	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-21027	PRV	Christian Perez	1978-01-11	UHC-47113-40	7507598645	9660 Grand Ave, Tempe, AZ, 85211	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-23699	PRV	Brtitany Hernandez	1972-01-22	UHC-97157-40	9603471351	8092 Washington St, Miami, FL, 33152	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
PRV-24058	PRV	Julia Hollmes	1974-12-28	—	6967289662	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-25915	PRV	Wayne Ray	1973-12-03	—	9297003107	7029 Cedar Ln, Jacksonville, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-24127	PRV	Ralph Wang	1957-12-03	UHC-14239-31	9104336575	5835 Washington St, Chandler, AZ, 85295	0.82	Phone reformatted State name converted to code Whitespace trimmed
PRV-22818	PRV	Danielle Torres	2003-09-16	—	8558324572	3202 Central Ave, Orlando, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-23926	PRV	Noah Padilla	1984-09-20	—	4128831061	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28049	PRV	Brittany M Marquez	—	—	2633799907	4717 Spring St, Columbus, OH, 43249	0.82	Date of birth missing Phone reformatted Placeholder values cleared
PRV-24257	PRV	Mariana Walker	1961-05-06	—	7009690386	9604 River Rd, Charlotte, NC, 28243	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-21811	PRV	Kathryn Ramirez	1944-05-02	UHC-00624-02	8616212548	9294 Park Pl Apt 1, Gilbert, AZ, 85281	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-23770	PRV	Ana Rose	1948-12-04	—	9875724445	21 Cedar Ln # 835, Columbus, OH, 43286	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-25875	PRV	Anna Grant	1985-06-28	UHC-58902-34	2085096051	9801 Jefferson Ave, Columbus, OH, 43214	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-21280	PRV	Logan Bell	1970-08-22	—	2247598345	8447 River Rd, Miami, FL, 33145	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-24812	PRV	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27438	PRV	Sandoval V Deborah	1948-06-07	—	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-24273	PRV	Olivia Espinoza	1945-12-04	—	2054054111	1329 Meadow Ln, San Diego, CA, 92101	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27051	PRV	Albert Garrett	1982-08-01	—	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-25387	PRV	Rahel Maldonado	1992-09-16	—	9326109587	7516 Meadow Ln, Scottsdale, AZ, 85254	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27623	PRV	Ethan Chavez	1989-09-10	UHC-17655-21	7199302937	7974 Lincoln Way, Denver, CO, 80250	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
PRV-22044	PRV	Heather Duncan	1958-11-01	UHC-89472-32	6719271132	7625 Desert Sky Blvd, Dallas, TX, 75279	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-23175	PRV	Gabriel Ferguson	1942-03-27	—	3412818924	2571 Spring St, Mesa, AZ, 85225	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-25402	PRV	Eugene Gordon	2000-06-13	UHC-51400-98	3958359187	3363 Forest Ave, Las Vegas, NV, 89134	0.82	Phone reformatted State name converted to code Plan code upper-cased
PRV-23832	PRV	Luis I Rodriguez	2003-04-28	UHC-22104-96	7622578773	2126 Main St, Fresno, CA, 93734	0.82	Middle initial moved out of first name Phone reformatted City re-cased
PRV-25792	PRV	Maria M Banks	1962-11-18	UHC-03666-24	3439996331	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-25946	PRV	Dot Weaver	1941-10-26	—	3279370475	916 Jefferson Ave, Seattle, WA, 98185	0.82	Phone reformatted State name converted to code Placeholder values cleared
PRV-29001	PRV	Larry Hansen	1999-08-13	—	4752587529	5799 Union St, Tucson, AZ, 85752	0.84	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-22575	PRV	Paul E Hollmes	—	UHC-05951-73	4465412660	5401 Forest Ave, Scottsdale, AZ, 85254	0.84	Date of birth missing Phone reformatted
PRV-27732	PRV	Olivia Chapman	1956-02-05	UHC-95278-33	5139680812	8780 Broadway, Orlando, FL, 32881	0.84	Phone reformatted Gender normalised
PRV-27915	PRV	Ranndy Munoz	2003-09-18	UHC-21023-01	3436893410	—	0.84	Name split from “Last, First”Phone reformatted
PRV-23067	PRV	Stephen Smith	1942-12-05	UHC-26563-91	7103129215	2624 Mountain View Dr, San Diego, CA, 92113	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25110	PRV	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave, San Antonio, TX, 78219	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-23089	PRV	Aaron Reid	1996-12-22	—	7123040949	9152 Jefferson Ave, Mesa, AZ, 85276	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21088	PRV	Adrea U Brown	1977-01-22	UHC-38340-41	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-23017	PRV	Melissa P Stevens	1956-02-18	UHC-08975-82	2935934937	4400 Broadway, Plano, TX, 75091	0.86	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
PRV-23407	PRV	Ashley Reyes	1948-10-05	—	5437765037	6513 Central Ave, Scottsdale, AZ, 85236	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27797	PRV	Evelyn P Palmer	1997-04-03	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
PRV-25105	PRV	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22626	PRV	Mariana Mason	1965-12-17	—	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28272	PRV	Timothy L Walker	1987-09-04	UHC-34814-20	5833028834	9048 Washington St, Plano, TX, 75044	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27635	PRV	Kathryn Warren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
PRV-21147	PRV	Lauren Wong	1955-10-13	—	5612442592	7046 Lincoln Way, Eden Prairie, MN, 55329	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23327	PRV	Betty A Roe	2004-02-14	UHC-23050-58	8767136718	1454 Grand Ave, Glendale, AZ, 85332	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23683	PRV	Omar K Ortega	1966-08-02	—	3453747533	724 Washington St, San Antonio, TX, 78224	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23854	PRV	Susan L King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ, 85212	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-20469	PRV	Alice Le	1943-01-22	UHC-49554-66	5785317456	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-22876	PRV	Jeremy James	1956-12-08	UHC-33338-98	3452840548	4486 Union St, Eden Prairie, MN, 55334	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

5,906 rows, page 93 of 119Previous Next