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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102519	ENR	Charlotte Alexander	2001-07-07	UHC-58974-57	7703446462	903 Meadow Ln, Houston, TX, 77049	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111963	ENR	Tomy E Welhc	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101772	ENR	Anna X Anderson	1992-10-03	UHC-58405-22	—	7973 Ocean Ave, Phoenix, AZ, 85094	0.48	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+4 more
ENR-111793	ENR	Eric L Wang	1977-04-02	UHC-97768-39	5195675536	2983 Hillcrest Rd, Los Angeles, CA, 90091	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132935	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102499	ENR	Katherine Q Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ, 85282	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116434	ENR	Wayne A Sanchez	1962-10-15	UHC-45559-54	2393987526	3186 Harbor Blvd, Los Angeles, CA, 90080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108638	ENR	Rachel Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102861	ENR	Stephen Mason	1949-01-20	UHC-11372-10	—	5037 Ocean Ave, Columbus, OH, 43224	0.48	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-112430	ENR	Bobby Hernandez	1974-07-03	UHC-97966-71	3022428803	6500 Harbor Blvd, Orlando, FL, 32849	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111556	ENR	Nathan Rose	1964-05-05	UHC-57831-42	—	439 Baseline Rd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115169	ENR	Logan N Collins	—	UHC-11070-99	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120857	ENR	Jordan Carroll	1999-11-13	UHC-70296-29	9327809077	3188 Desert Sky Blvd, Atlanta, GA, 30357	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100284	ENR	George R Knight	1976-08-20	UHC-05781-78	4034327514	5156 Palm Dr, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139904	ENR	Emily F Ortiz	1959-03-07	UHC-21261-58	7145428920	9081 Willow Ct # 686, Charlotte, NC, 28203	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114765	ENR	Russell V Donald	1974-02-22	UHC-63213-46	7492927220	5913 Maple Ave, Houston, TX, 77046	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-102535	ENR	Lisa L Thompson	1939-05-26	UHC-64914-64	9324547658	6126 Ridge Rd # 441, Houston, TX, 77096	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115085	ENR	Victoria O Cooper	1960-10-11	UHC-00539-49	3323998149	6043 Forest Ave, Charlotte, NC	0.48	Name re-cased SSN last four extracted City re-cased State name converted to code+4 more
ENR-125753	ENR	Laura OJunk	1969-02-08	UHC-98868-67	3154633883	2369 Bayshore Dr, Dallas, TX, 75253	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101152	ENR	Fatima E Nguyen	1984-03-14	UHC-77642-95	9804492578	2819 Palm Dr Apt 39, Houston, TX, 77080	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-118950	ENR	Jacqueline E Spencer	—	UHC-18603-59	—	1667 Camelback Rd, Tampa, FL, 33622	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-114497	ENR	Roger Nunez	1974-03-26	UHC-36065-06	8719846154	7888 Market St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121465	ENR	Alexander Sttone	1954-02-21	UHC-79178-97	—	5648 Harbor Blvd, Atlanta, GA, 30352	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-124990	ENR	Helen G Mendez	1949-07-10	UHC-76991-24	5279763713	8102 Market St # 888, Glendale, AZ, 85300	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115800	ENR	Jesse N Pena	—	UHC-04366-25	—	2100 Jefferson Ave, Charlotte, NC, 28220	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-131628	ENR	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123382	ENR	Brandon Harper	1987-08-21	UHC-68742-37	2909477843	6786 Willow Ct, Gilbert, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119733	ENR	Brenda P Martin	1947-08-27	UHC-38052-66	3287057641	1423 Forest Ave, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100369	ENR	Charltote M Oritz	2002-10-16	UHC-52389-49	—	7944 Canyon Rd, Columbus, OH, 43239	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-133993	ENR	Sophia G Walker	1996-05-18	UHC-84938-93	9819677772	2087 Highland Ave, Las Vegas, NV, 89140	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123938	ENR	Stephanie O Grant	2000-05-13	UHC-90074-55	6776554225	3746 Maple Ave # 831, San Antonio, TX, 78243	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113181	ENR	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St # 767, Mesa, AZ, 85234	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111572	ENR	Vincent R Shaw	1984-04-27	—	7722673629	3323 Church St, Eden Prairie, MN, 55394	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133216	ENR	Peter N Walsh	2004-07-27	UHC-87363-59	4254994240	3658 Meadow Ln, Tempe, AZ, 85208	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-120594	ENR	Maria Rios	1988-04-10	UHC-61386-44	—	9019 Cedar Ln, Sacramento, CA, 95803	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-105830	ENR	Rachl X Davis	1993-10-04	UHC-17326-95	7689040466	4711 River Rd, Charlotte, NC, 28247	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138846	ENR	Dylan Fernandez	2006-08-09	UHC-35577-71	8673533307	467 Indian School Rd # 103, Denver, CO, 80234	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113463	ENR	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102039	ENR	Ronald J Crawforrd	1946-11-23	UHC-31165-99	2464405025	8237 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107536	ENR	Kyle Dominguez	1953-04-28	UHC-47896-19	2809134875	1431 Grand Ave Apt 7, Columbus, OH, 43217	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-115315	ENR	Bruce Gordon	—	UHC-76548-65	9128951340	1965 Apache Blvd, Austin, TX, 78712	0.48	Name re-cased Date of birth missing Phone reformatted City re-cased+4 more
ENR-111708	ENR	Anthony Vaga	1969-08-01	UHC-69881-96	6212547981	7684 Sage Ct, Charlotte, NC, 28207	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109102	ENR	Marilyn Hudson	1998-12-27	UHC-41649-59	—	2271 Desert Sky Blvd, Charlotte, NC, 28232	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-126083	ENR	Ann Singh	1944-09-18	UHC-68432-82	2323236049	1013 Camelback Rd # 671, Fresno, CA, 93720	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129229	ENR	Jacob O Herrera	1943-08-15	—	9255373957	3774 Palm Dr, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136251	ENR	Philip Perkins	1944-08-04	UHC-20874-77	8628068729	6656 Union St # 806, Gilbert, AZ, 85221	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-141329	ENR	Becky Q Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 9, Seattle, WA, 98182	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102978	ENR	Joshua Johnson	—	UHC-72422-30	6657950588	7815 Maple Ave, Tucson, AZ, 85726	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-104033	ENR	Gerald C Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132964	ENR	Diana Little	1976-07-05	UHC-64760-52	7043619723	346 Jefferson Ave, Eden Prairie, MN, 55312	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,310 rows, page 16 of 347Previous Next