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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20752	PRV	Teresa C McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29172	PRV	Heather N Reid	1993-03-26	—	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20954	PRV	Lawrence Burke	1951-03-07	—	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20106	PRV	Natalie Martinez	1991-06-18	—	5957803152	5785 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26939	PRV	Ryan Howard	1976-12-22	—	4484202585	6625 Market St, Dallas, TX, 75230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28052	PRV	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22539	PRV	Timothy George	1951-04-03	—	6778141778	397 Sage Ct, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25800	PRV	Gerald E Fisher	1943-06-08	—	6159272625	268 Indian School Rd, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29516	PRV	Brittany Jackson	1956-01-05	UHC-56213-21	—	2035 Oak St, Mesa, AZ, 85281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23892	PRV	Lauren H Shaw	1997-08-15	UHC-70188-66	6014169084	2823 Spring St, Los Angeles, CA, 90095	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-22733	PRV	Jose Y Campbell	1993-11-18	—	6243263156	8087 Market St, Tempe, AZ, 85238	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-22688	PRV	Lawrence Adams	1971-01-08	—	6979426797	529 Sunset Blvd, Charlotte, NC, 28238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24677	PRV	Aan Ramos	1999-04-02	UHC-76630-85	7625368976	3586 Bayshore Dr, Chandler, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25817	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-22681	PRV	Mariana Wheeler	1959-10-23	—	—	9891 Washington St, Columbus, OH, 43204	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21585	PRV	Marilyn Fisher	1985-04-16	—	6327881364	4815 Sage Ct, San Antonio, TX, 78201	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25011	PRV	Carol Wheeler	1943-02-08	—	2182566087	6835 Maple Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29113	PRV	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20093	PRV	Jessica Meyer	2009-11-21	UHC-28846-42	7746369717	1685 Indian School Rd # 692, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23934	PRV	Luis Gray	2007-11-12	—	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25176	PRV	Joyce K Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-22101	PRV	Alice N Spencer	1967-03-01	UHC-71190-27	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25767	PRV	Evvelyn Vargas	1969-01-18	—	5484943332	9477 Forest Ave, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20920	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr Apt 33, Denver, CO, 80256	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27710	PRV	Timothy Stevens	2003-10-25	UHC-96853-72	8963075838	6676 River Rd, Miami, FL, 33103	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24510	PRV	Virginia Thomas	1979-03-16	—	2406761093	7410 Union St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21183	PRV	Philip B Nichols	1988-04-04	—	6144971756	5140 Park Pl, San Diego, CA, 92155	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21168	PRV	Betty Padilla	1979-09-12	UHC-00259-16	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21876	PRV	Samuel Ford	1993-08-17	—	3986976535	5737 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25708	PRV	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22848	PRV	Mei Johnson	1978-02-23	—	3637610823	4634 River Rd, Plano, TX, 75089	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23214	PRV	Eryc E Carter	1938-12-19	—	2296744903	9773 Ocean Ave, Sacramento, CA, 95837	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23029	PRV	Joyce Roberts	2007-01-12	—	—	2751 Jefferson Ave, Los Angeles, CA, 90046	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28525	PRV	—Junk	1950-10-06	UHC-31579-16	—	588 Valley View Dr, Jacksonville, FL, 32213	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22191	PRV	Stephanie Bishop	1982-12-17	—	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28628	PRV	Raymond Day	1984-07-02	—	8372569229	227 Elm St Apt 37, Tucson, AZ, 85757	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26151	PRV	Jordan Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-20157	PRV	Chrristian Carpenter	1947-09-17	—	4936576516	8062 Canyon Rd, Los Angeles, CA, 90082	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21350	PRV	Albert Murphy	1953-11-18	UHC-70792-68	9256811998	3133 Lincoln Way Apt 27, Miami, FL, 33132	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21948	PRV	Terry Kelly	1981-02-01	UHC-39031-08	—	2627 Highland Ave, Phoenix, AZ, 85077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-29190	PRV	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24947	PRV	Albert Stephens	1949-04-17	—	2676682075	2513 Lake View Rd # 406, Seattle, WA, 98163	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26106	PRV	Stephanie Ross	1998-02-27	—	4375058933	504 Sunset Blvd, Austin, TX, 78795	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28267	PRV	Adam X Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
PRV-21033	PRV	Sarah M Alvarado	1963-04-16	—	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

3,124 rows, page 14 of 63Previous Next