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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
CLM-409551	CLM	Angela Ray	—	—	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-21562	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21561	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126573	ENR	Mari Peterson	1961-12-26	UHC-50763-19	2748217861	8556 Maple Ave # 499, Plano, TX, 75034	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124581	ENR	Johnny Bowman	1964-04-19	UHC-78926-72	4436490297	5881 Jefferson Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131325	ENR	Diego Y Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-126900	ENR	Ronald K Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address 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
CLM-403717	CLM	Willie Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave Apt 16, Las Vegas, NV, 89105	0.62	Name re-cased Phone reformatted Unit split from street 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-127435	ENR	Ana Gordon	1985-02-13	UHC-69387-46	7134699142	4498 Washington St, Columbus, OH, 43210	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-21312	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410253	CLM	Frank Cater	1947-02-18	UHC-10287-51	4468908032	8754 Meadow Ln, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
PRV-24230	PRV	Aisha Ryan	2006-03-11	—	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
TPA-51305	TPA	Katherine Castillo	1953-04-28	—	5018561956	782 Highland Ave, Houston, TX, 77092	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137172	ENR	Fatima G Pena	2003-02-23	UHC-87570-72	6183729935	6951 Washington St, Charlotte, NC, 28285	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-50298	TPA	Frances Dominguez	1956-08-15	—	—	7201 Mountain View Dr, Minneapolis, MN, 55484	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-411458	CLM	Terry N Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138355	ENR	Grace Y Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423277	CLM	Maria Clark	1949-12-07	—	6947598833	8006 Apache Blvd, Columbus, OH, 43289	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29027	PRV	Christopher Ross	1990-02-16	UHC-51132-99	7698326458	5213 Spring St, Seattle, WA, 98152	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127462	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
ENR-130468	ENR	Amy F Pierce	2008-06-28	UHC-06000-21	5972062017	2385 Ocean Ave, Eden Prairie, MN, 55371	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53245	TPA	Santiago Morales	2004-08-22	—	—	8916 Meadow Ln, Orlando, FL, 32851	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420078	CLM	Maidson Flores	—	UHC-58663-08	—	4481 Mountain View Dr, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-51171	TPA	Frances Berrry	1944-11-28	—	5878188656	1982 Desert Sky Blvd Apt 8, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-56761	TPA	Kathy Watkins	1972-05-26	—	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132744	ENR	Charles N Ortiz	1938-04-02	UHC-92395-20	9519246952	6243 Hillcrest Rd Apt 21, Glendale, AZ, 85395	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
TPA-50765	TPA	Anna King	1941-01-11	—	—	251 Main St, Eden Prairie, MN, 55323	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55485	TPA	Angela Marquez	2001-07-12	—	2716583170	6514 Harbor Blvd, Austin, TX, 78717	0.62	Name split from “Last, First”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
ENR-134938	ENR	Jullie Hart	1940-08-25	UHC-16029-61	8479969126	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408376	CLM	Ronald Dunn	1949-01-14	—	7947678863	1118 Desert Sky Blvd # 897, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51387	TPA	Priya West	—	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+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-126432	ENR	Brian V Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-412282	CLM	Christopher Rivera	—	UHC-38401-49	7849409167	7584 Grand Ave, Tucson, AZ, 85787	0.62	Date of birth missing 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-60882	TPA	Joyce Coleman	1971-05-08	—	7355471842	5607 Meadow Ln # 325, Los Angeles, CA, 90068	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421291	CLM	Helen Guerrero	1991-08-23	UHC-70876-54	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431085	CLM	Natalie R Thompson	1999-02-26	UHC-21601-34	3444885569	3722 Lincoln Way, Denver, CO, 80204	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

71,257 rows, page 212 of 1,426Previous Next