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

All sources, 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
CLM-420297	CLM	Catherine Gonzeles	1976-10-27	UHC-71670-98	—	8551 Lake View Rd, Los Angeles, CA, 90032	0.62	Name re-cased 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
CLM-412261	CLM	Ralph Fox	1970-06-04	UHC-07336-81	—	2658 Indian School Rd, Orlando, FL, 32800	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109336	ENR	Brandon Davis	2007-12-16	—	—	614 Hillcrest Rd, Tampa, FL, 33646	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-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
TPA-56175	TPA	Judith Foster	1972-07-03	—	—	6667 Elm St, Dallas, TX, 75243	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424541	CLM	Noah O Dixon	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.62	Date of birth reformatted Street suffix standardised Address re-cased City 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
CLM-424965	CLM	Alice Butler	1948-01-25	UHC-00725-73	—	7764 Main St, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125690	ENR	Jake K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110211	ENR	David Z Marshall	2008-01-19	UHC-85434-85	4303141225	4602 Forest Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50213	TPA	Judith Gonzales	1995-04-21	—	9635281129	144 Canyon Rd, Seattle, WA, 98195	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128141	ENR	Victoria Vasquez	1951-10-26	UHC-89929-68	7738131235	6241 Market St, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118542	ENR	Kelly R Clark	1954-01-15	UHC-35506-90	—	7794 Washington St, Orlando, FL, 32820	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59924	TPA	John C Hughes	1947-09-08	—	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54836	TPA	Ana Delgado	1953-02-25	—	5876338278	1797 Oak St, Las Vegas, NV, 89167	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
ENR-110758	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414998	CLM	Brenda Martin	1947-08-27	—	—	1423 Forest Ave, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-101412	ENR	Anthony Z Rose	1996-09-22	UHC-32318-01	8817142549	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58926	TPA	Sophia Russell	1999-02-02	—	—	7724 Apache Blvd, Phoenix, AZ, 85020	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414532	CLM	Pamela Lynch	1939-11-19	UHC-10784-98	7328307891	8061 Sunset Blvd, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401173	CLM	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.62	Name re-cased Date of birth 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
CLM-406978	CLM	Ralph Howell	1978-12-28	—	3899958949	6338 Mountain View Dr, Los Angeles, CA, 90030	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted 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
ENR-120003	ENR	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55530	TPA	Roy X Sanders	1941-06-11	—	—	1470 Willow Ct, Orlando, FL, 32818	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-110001	ENR	Edward T Jones	1980-01-23	UHC-95903-88	9737996391	2430 Canyon Rd, Gilbert, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124916	ENR	Natalie Yang	1988-10-24	UHC-04083-81	7062754345	5985 Forest Ave, Atlanta, GA, 30320	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410484	CLM	Carolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401130	CLM	Gabriel Lane	1997-11-04	UHC-54367-09	5345232506	8839 Lincoln Way, Columbus, OH, 43268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418667	CLM	Christian James	1977-10-08	UHC-82723-91	4429167211	9378 Oak St, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-127776	ENR	Carolyn K Walker	1997-04-28	UHC-69841-87	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422867	CLM	Jack Duncan	1956-08-24	UHC-24560-59	7959574653	1814 Central Ave, Phoenix, AZ, 85021	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404345	CLM	Amy Hanson	1938-10-03	UHC-42412-56	4793566270	8796 Bayshore Dr, Columbus, OH, 43240	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133927	ENR	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54417	TPA	Priya Aguilar	2000-10-24	—	6652304159	6298 Pine Dr, San Diego, CA, 92143	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
TPA-54896	TPA	Wei Carter	1957-07-01	UHC-20693-97	6314239543	3729 Jefferson Ave, Phoenix, AZ, 85007	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123149	ENR	Christopher G Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100446	ENR	Edward J Wilson	2006-07-10	UHC-81351-96	7217311026	8344 Bayshore Dr, Denver, CO, 80215	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124674	ENR	Saamuel U Chavez	1956-10-25	UHC-02927-16	8055948700	2916 Apache Blvd, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140317	ENR	Teresa Gerza	1971-06-14	UHC-37981-33	4239666146	5421 Lincoln Way, Austin, TX, 78736	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-406039	CLM	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	2481 Mesa Dr, San Antonio, TX, 78207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417540	CLM	Russell Moreno	2005-07-27	UHC-08496-11	—	8906 Broadway, Plano, TX, 75023	0.62	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+3 more
ENR-119414	ENR	Gonzales A Jessica	2001-12-06	UHC-80195-34	6082602906	4876 Camelback Rd, Austin, TX, 78705	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

16,828 rows, page 126 of 337Previous Next