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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20990	PRV	Patrick Olson	1993-11-18	UHC-19445-85	8122132692	3332 Central Ave, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25816	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20835	PRV	James Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+3 more
PRV-24234	PRV	George Jensen	1951-03-02	UHC-18575-03	4303150474	4915 Highland Ave, Columbus, OH, 43237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25697	PRV	Judith Herrera	2000-05-21	—	5244278363	1589 Meadow Ln, Austin, TX, 78752	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21137	PRV	Jesse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23412	PRV	Theresa U Richards	1968-04-08	—	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25061	PRV	Sarah Jenkins	1938-04-18	—	—	4815 Ridge Rd, Orlando, FL, 32889	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22033	PRV	Robert K Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22127	PRV	Grace Phillips	1939-01-26	—	2322617469	7250 Pine Dr, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25953	PRV	Daniel Webb	1951-10-12	UHC-29575-59	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20537	PRV	Jeremy Bailey	1956-06-22	—	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22279	PRV	Eugene H Kellly	1976-07-07	UHC-59154-82	8614086016	1751 Valley View Dr, Miami, FL, 33148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24997	PRV	Elijah Myers	1989-12-09	—	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20327	PRV	Maria L Long	1972-11-04	UHC-89960-59	9763378811	5897 Central Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21525	PRV	Eugene Owens	2008-05-22	UHC-90372-35	2488505614	3082 Indian School Rd, Dallas, TX, 75238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21158	PRV	Sean Allen	1993-09-14	—	4958396051	1226 Willow Ct, Los Angeles, CA, 90091	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27532	PRV	Betty Griffin	1981-06-15	—	7358929307	3605 Washington St, Houston, TX, 77096	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25670	PRV	Karen S Rivera	1984-05-22	—	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27553	PRV	Heather Meyer	1985-05-19	UHC-17486-97	6239850085	9200 Harbor Blvd, Charlotte, NC, 28252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25390	PRV	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26560	PRV	Jacob Wallace	1969-05-04	UHC-66285-29	8632623231	9419 Sage Ct, Minneapolis, MN, 55451	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20192	PRV	Amanda D Wheeler	1938-07-07	—	7297087633	9600 Maple Ave, Phoenix, AZ, 85055	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24508	PRV	Julie Allen	2006-07-18	—	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24546	PRV	Harold V Vasquez	2001-04-18	UHC-05206-24	5215295672	4231 Lake View Rd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20624	PRV	Justin Carr	1939-05-17	—	7478188871	2297 Church St, Houston, TX, 77093	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22285	PRV	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21395	PRV	Michelle I Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20385	PRV	Greg Lawson	1983-02-02	—	—	3957 Grand Ave, Denver, CO, 80261	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-27933	PRV	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29174	PRV	William Collins	—	—	4868085700	6271 Cedar Ln, San Antonio, TX, 78218	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
PRV-25268	PRV	Jose I Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20251	PRV	Debra Simmons	2005-06-27	—	2443327255	3226 Elm St, Tampa, FL, 33653	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22137	PRV	Amy Matthews	1977-12-25	—	7395686519	4188 Hillcrest Rd, Mesa, AZ, 85259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23198	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23197	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
PRV-20334	PRV	Kenneth N Parker	2001-02-16	UHC-71358-38	—	6628 Baseline Rd, Charlotte, NC, 28215	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-29163	PRV	Jacob C Guerrero	1973-09-21	—	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29338	PRV	Ann Perez	1993-08-11	—	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20562	PRV	Jacqueline Simpson	1951-06-01	UHC-21238-96	—	1304 Mountain View Dr, Gilbert, AZ, 85294	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22883	PRV	Ryan Contreras	2005-06-09	UHC-89560-36	2107228461	3154 Elm St, Seattle, WA, 98117	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-24528	PRV	Sofia Y Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25999	PRV	Emma H Pena	2006-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
PRV-24782	PRV	Danielle King	1982-05-23	—	6984437672	6050 Park Pl, Fresno, CA, 93707	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21938	PRV	Sophia Carroll	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21476	PRV	William Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

1,602 rows, page 13 of 33Previous Next