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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414951	CLM	Kathryn Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420653	CLM	Jacob Z Carpenter	—	UHC-24720-46	—	5511 Mountain View Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-103170	ENR	Peter E Roberts	1988-04-11	UHC-41456-86	4076290973	7569 Church St, Scottsdale, AZ, 85253	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114084	ENR	Walter D Parker	1996-06-10	UHC-95006-08	2337840073	1424 Meadow Ln, Orlando, FL, 32829	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140811	ENR	Janet S Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd # 937, Phoenix, AZ, 85055	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-52980	TPA	Jacqueline Burke	1994-12-08	—	—	904 Baseline Rd Apt 33, Tucson, AZ, 85702	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-105872	ENR	Priya Dixon	1998-08-21	UHC-42866-51	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.42	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-120955	ENR	Elijah Montgomery	1956-12-07	UHC-48585-51	7243062712	6026 Sage Ct, Denver, CO	0.42	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-409599	CLM	Debra J Olson	1973-11-04	—	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.42	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
ENR-127275	ENR	Walter E Hernandez	2001-11-13	UHC-05632-94	3059925929	2225 Ridge Rd, Nashville, TN	0.42	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-54949	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr Apt 37, Scottsdale, AZ	0.42	Name split from “Last, First”Unit split from street State name converted to code ZIP missing+1 more
ENR-110513	ENR	Joshua R Hayes	1956-04-13	UHC-85275-22	5918584128	3463 Mountain View Dr, San Diego, CA, 92149	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135224	ENR	Olivia X Cloe	2008-08-16	UHC-38020-85	—	6381 Harbor Blvd # 292, Eden Prairie, MN	0.42	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+1 more
TPA-54953	TPA	Judy J Nichols	1977-03-04	—	—	468 Spring St Apt 17, Phoenix, AZ, 85003	0.42	Name split from “Last, First”Two-digit birth year Unit split from street Gender normalised+1 more
ENR-128715	ENR	Joshua L Harper	1971-08-11	UHC-85497-41	6416367192	282 Ocean Ave, Los Angeles, CA, 90023	0.42	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-143027	ENR	Doris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr # 283, Plano, TX	0.42	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21865	PRV	Jessica Larson	1995-02-09	—	5963489032	3604 Maple Ave # 500, Las Vegas, NV	0.42	Name split from “Last, First”Unit split from street State name converted to code ZIP missing+1 more
ENR-137460	ENR	Hiroshi J Ramos	1999-11-16	UHC-35776-22	4739190104	2146 Cedar Ln, Phoenix, AZ, 85029	0.42	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+1 more
ENR-136783	ENR	Amber W Bell	—	UHC-28228-33	—	7582 Jefferson Ave Apt 3, Atlanta, GA	0.42	Name split from “Last, First”Date of birth missing Unit split from street ZIP missing+1 more
CLM-404291	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.42	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-118070	ENR	Mateo B Ramirez	1994-05-14	UHC-28099-67	4642423455	249 Mountain View Dr, San Antonio, TX, 78279	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-406926	CLM	Jose K Medina	—	UHC-85752-84	—	4922 Sunset Blvd, San Diego, CA, 92110	0.42	Name split from “Last, First”Date of birth missing ZIP+4 trimmed Gender normalised+1 more
ENR-105433	ENR	Olivia Fox	1976-01-11	UHC-47212-39	—	1864 Market St Apt 5, Austin, TX, 78750	0.42	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+1 more
CLM-428685	CLM	Cynthia V Fuller	1974-01-03	—	—	2479 Park Pl Apt 3, Charlotte, NC, 28299	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-128280	ENR	Diana Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St Apt 25, Scottsdale, AZ, 85244	0.42	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412922	CLM	Lucia Little	2008-01-04	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128507	ENR	Adam Simpson	1967-06-24	UHC-96422-35	—	5636 Ridge Rd, Nashville, TN, 37256	0.42	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-109895	ENR	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.42	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-125407	ENR	Kathleen E Santos	1956-12-09	UHC-88039-83	7267525817	367 Oak St, Nashville, TN, 37296	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-120852	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.42	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-426209	CLM	Zachary Schultz	1966-05-06	UHC-17530-09	—	9272 River Rd, Seattle, WA, 98170	0.42	Name split from “Last, First”State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-130640	ENR	Victoria G Kelly	2006-06-13	UHC-05223-49	6567726359	3470 Park Pl, Scottsdale, AZ, 85267	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-132620	ENR	Nancy Z Rios	1978-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.44	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
CLM-413217	CLM	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave, Eden Prairie, MN, 55325	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-142678	ENR	Isabbella Gordon	2007-08-24	UHC-44059-85	—	752 Mountain View Dr, Los Angeles, CA	0.44	Name split from “Last, First”Two-digit birth year ZIP missing Gender normalised
ENR-138630	ENR	Kevin Mills	1948-08-03	UHC-92487-72	6254216797	7712 Mountain View Dr # 836, Scottsdale, AZ, 85209	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-55793	TPA	Kathleen Z Simpson	1999-07-27	—	—	9520 Central Ave, Columbus, OH, 43244	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-425287	CLM	Ana A Banks	1964-10-09	—	6217960533	2552 Union St, Houston, TX, 77045	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404575	CLM	Judith Carroll	1939-03-06	UHC-51003-01	2202538358	9103 Church St, Phoenix, AZ, 85075	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406712	CLM	Jessica Johnson	1979-10-05	—	—	222 Harbor Blvd, Las Vegas, NV, 89122	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-133966	ENR	Katherine King	1947-06-28	UHC-21776-91	2332893316	339 Church St, Dallas, TX, 75243	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105551	ENR	Logan Q Mendoza	1997-07-19	UHC-83159-66	3264563054	5812 Jefferson Ave, Tucson, AZ, 85728	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-118480	ENR	Debra J Elliott	—	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-120123	ENR	Amy F Baker	1967-05-15	UHC-44725-60	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123941	ENR	Grace P Kim	1952-04-02	UHC-89018-09	4764590477	2766 Sage Ct, Denver, CO	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-406672	CLM	Nicole V Burke	1985-04-14	UHC-61538-74	9049854277	7663 River Rd, Orlando, FL	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20936	PRV	Gary Palmer	1948-08-24	—	7318882464	4655 Meadow Ln, Los Angeles, CA, 90091	0.46	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-417459	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118764	ENR	Jeremy J Ortega	2002-08-07	UHC-18231-87	3009812935	4675 Indian School Rd, Charlotte, NC, 28278	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more

9,980 rows, page 17 of 200Previous Next