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 “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-22993	PRV	Megan Olson	1945-10-28	UHC-31741-46	6704101226	3348 Ridge Rd, Los Angeles, CA, 90097	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129314	ENR	Paul U Arnold	2008-11-11	UHC-58490-28	3664719205	4396 Jefferson Ave, Miami, FL, 33145	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24958	PRV	Kelly V Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415916	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27429	PRV	Andraa Sanders	1942-07-25	—	—	1519 Harbor Blvd, Houston, TX, 77051	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140931	ENR	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402302	CLM	Emma Castillo	1966-01-03	UHC-15311-16	—	6915 Oak St, Los Angeles, CA, 90015	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53951	TPA	Arjun Flores	1978-12-09	—	—	2271 Elm St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140659	ENR	Amber Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave, Dallas, TX, 75273	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61822	TPA	Andrew Johnson	1962-02-19	—	—	6062 Elm St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113032	ENR	Bobby F Ferguson	1954-07-24	UHC-22343-80	8354778259	541 Hillcrest Rd, Orlando, FL, 32896	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105451	ENR	Joseph Wright	1976-04-20	UHC-09052-51	7436136113	2096 Willow Ct, Tampa, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109062	ENR	Judy D Rose	1944-02-08	UHC-90243-80	5324027610	6538 Park Pl, Los Angeles, CA, 90010	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138619	ENR	Jordan L Carr	1973-07-06	UHC-39558-60	—	205 Spring St, Gilbert, AZ, 85242	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-61410	TPA	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-59187	TPA	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-140484	ENR	Mark G Phillips	1983-11-26	UHC-10262-11	9655214060	7082 Camelback Rd Apt 38, Plano, TX, 75032	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115479	ENR	Chris D Hoffman	1946-05-04	UHC-47909-72	9243090019	6080 Baseline Rd, Houston, TX, 77022	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137047	ENR	Mark Y Hicks	1990-04-12	UHC-61038-68	3108023624	2633 Hillcrest Rd, Austin, TX, 78718	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
TPA-58653	TPA	Debra Ray	1970-06-16	—	—	9349 Meadow Ln, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108469	ENR	Joan X Bryant	1976-01-01	UHC-90182-19	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114257	ENR	Dot H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427788	CLM	Emilly Lane	2002-08-21	UHC-37845-55	—	6688 Washington St # 687, Glendale, AZ, 85325	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117607	ENR	Abigail O Walker	1944-08-21	UHC-24452-04	8683317783	9062 Ridge Rd Apt 36, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401089	CLM	Amy Vargas	1949-09-27	—	7897177898	8448 Mesa Dr, Chandler, AZ, 85295	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128749	ENR	Justin Mejia	1982-04-05	UHC-92003-96	9807822813	7815 Forest Ave, Minneapolis, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133545	ENR	Jonathan Roberts	1942-08-19	UHC-96363-58	7883418493	2139 Ocean Ave, Fresno, CA, 93779	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109539	ENR	Jacqueline Ward	2005-10-19	UHC-85118-85	4097503030	523 Lake View Rd, Tucson, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427006	CLM	Jon Weber	1998-03-17	UHC-45344-39	—	4212 Maple Ave, Gilbert, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107311	ENR	Gabriel P Salazar	1943-02-04	UHC-97571-17	2378144343	4562 Union St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131509	ENR	Omar D Ferguson	1950-11-04	UHC-22742-24	6027145674	7551 Harbor Blvd, Los Angeles, CA, 90022	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417414	CLM	Angela Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407558	CLM	Bobby Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51578	TPA	Megan Little	1998-09-25	—	—	2116 Washington St # 340, Dallas, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408910	CLM	Bradnon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave # 352, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412567	CLM	Kathleen Lane	2001-01-26	UHC-31114-80	4949725027	7643 Highland Ave, Miami, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127573	ENR	Daivd Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-122200	ENR	Carol Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58713	TPA	Mei Moreno	1945-09-16	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403972	CLM	Tyler Wagner	1951-07-18	—	—	8381 Main St, Gilbert, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-55579	TPA	Luis Lee	1965-04-28	—	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410468	CLM	Sean Daniels	1986-05-18	—	—	6525 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139678	ENR	Richard McDonald	1966-04-08	UHC-41907-91	3604042254	1822 Central Ave, Orlando, FL, 32863	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-427166	CLM	Brandon Martin	1952-12-02	—	—	962 Harbor Blvd, Glendale, AZ, 85390	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-28837	PRV	Judy Munoz	1939-12-27	—	2278319737	1477 Lincoln Way, Fresno, CA, 93767	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more

32,400 rows, page 31 of 648Previous Next