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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26120	PRV	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21122	PRV	Jeremy Wagner	1995-05-10	UHC-69263-65	3948288733	5862 Oak St, Eden Prairie, MN, 55305	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26618	PRV	Lori Bradley	1960-07-22	UHC-54008-33	9038515267	75 Market St, Las Vegas, NV, 89112	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24079	PRV	Mason Le	1954-04-12	—	6057531126	1454 Camelback Rd, Glendale, AZ, 85361	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24291	PRV	Alan J Ellis	1946-01-13	—	9427220019	491 Mesa Dr, Gilbert, AZ, 85284	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26693	PRV	Betty Cox	1944-01-01	—	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22115	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20763	PRV	Gregory H Richardson	1961-04-11	UHC-32697-71	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20789	PRV	Emily Roberts	2006-06-27	—	2562969088	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28515	PRV	Barbara Hayes	1951-03-26	—	9766358924	590 Meadow Ln, Fresno, CA, 93737	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28964	PRV	Edward Hicks	1989-04-06	—	6545484363	3192 Mesa Dr, Columbus, OH, 43209	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28600	PRV	Virginia Y Wong	1971-03-07	UHC-96611-25	6714357218	6349 River Rd, Chandler, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24740	PRV	Charles V Murphy	1953-02-10	UHC-98759-52	3086765729	2992 Market St, Seattle, WA, 98162	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20693	PRV	Roger Crawford	1966-01-21	UHC-92649-44	—	8719 Oak St, Phoenix, AZ, 85008	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20364	PRV	Bryan Q Hansen	1945-11-13	UHC-58991-88	3276988031	8525 Highland Ave, San Antonio, TX, 78231	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27533	PRV	Timothy Hicks	1942-12-19	UHC-95337-33	5286479517	4810 Church St, Scottsdale, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26261	PRV	Brittany Mendez	1946-05-27	—	9825017689	5701 Baseline Rd, Columbus, OH, 43234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27037	PRV	Jose Nelson	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-29447	PRV	Christian Morano	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
PRV-23883	PRV	Patel Paul	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr Apt 22, Tucson, AZ, 85741	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-22631	PRV	Willie Graham	2001-04-23	UHC-19939-09	4168641075	7899 Willow Ct, Minneapolis, MN, 55468	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23031	PRV	Timothy Martin	1985-02-15	UHC-77042-14	8215652923	5826 Maple Ave, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26871	PRV	Steve Lewis	1945-04-19	UHC-79108-37	7083511873	6070 Sage Ct, Scottsdale, AZ, 85260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23558	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23559	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22882	PRV	Jess Fox	1991-05-08	—	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21277	PRV	Priya Dixon	1998-08-21	—	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27026	PRV	Brandon Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-27270	PRV	Joan Weber	1940-06-07	—	8626198648	2151 Canyon Rd, Los Angeles, CA, 90083	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25278	PRV	Roger H Nelson	1989-06-14	—	9684758967	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26413	PRV	Izabella B Kennedy	1951-08-10	UHC-97057-97	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26342	PRV	Joe Stewart	1953-02-11	UHC-21317-80	5262346068	286 Sage Ct, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24325	PRV	Mei Allen	1991-09-17	UHC-06040-50	7967700380	2703 Main St, Tampa, FL, 33634	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22214	PRV	Lee Julie	1985-06-28	UHC-59108-59	—	7238 Main St, Tucson, AZ, 85743	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28124	PRV	Johnny Lynch	1973-03-02	UHC-98159-44	9537713252	4664 Maple Ave, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-23421	PRV	Nancy Stpehens	2005-01-22	—	8544729067	8008 Ocean Ave, Scottsdale, AZ, 85205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20635	PRV	Ahmed Gutierrez	1938-05-12	—	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23810	PRV	John Hicks	1993-02-23	UHC-25546-25	—	4101 Hillcrest Rd, Charlotte, NC, 28299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26097	PRV	Gregory U Husdon	1968-08-14	UHC-14069-21	2769558963	7983 Hillcrest Rd, Plano, TX, 75060	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23625	PRV	Gregory Cole	1995-09-24	UHC-65103-91	6262128314	2080 Washington St, Austin, TX, 78714	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29237	PRV	Natalie Ryan	2004-06-05	—	3095522514	9790 Washington St, Minneapolis, MN, 55421	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22168	PRV	Mateo A Lane	1942-10-27	—	7105209273	3117 Pine Dr, Miami, FL, 33136	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29010	PRV	Katherine Q Wheeler	1982-06-17	UHC-14259-82	9459171020	5094 Maple Ave, Las Vegas, NV, 89196	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22258	PRV	Diana Rian	1945-09-14	—	6742543948	3336 Market St, Tucson, AZ, 85736	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22817	PRV	Danielle Torres	2003-09-16	—	8558324572	3202 Central Ave, Orlando, FL, 32859	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25560	PRV	Eugene Nunez	1969-01-28	—	4899350703	2385 Mesa Dr, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20116	PRV	Terry Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21893	PRV	Stephen N Holmes	1940-01-28	UHC-84368-17	2114154493	2998 Cedar Ln, Orlando, FL, 32851	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20859	PRV	Keith D Morales	1973-08-27	—	5556704672	9255 Washington St, Plano, TX, 75009	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25806	PRV	Jordan Carpenter	1977-03-17	—	—	7257 Mesa Dr, Phoenix, AZ, 85088	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,816 rows, page 34 of 77Previous Next