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 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-127042	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-135834	ENR	Scott U Boyd	1961-05-06	UHC-40250-67	5788993387	8030 Forest Ave Apt 38, Jacksonville, FL, 32299	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-60162	TPA	Scott Shaw	1980-08-26	—	9047442603	6262 Highland Ave, Atlanta, GA, 30393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414117	CLM	Dennis B Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN, 55451	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127254	ENR	Santiago Park	1941-08-20	UHC-48055-29	7307465276	8358 River Rd, San Antonio, TX, 78278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431998	CLM	Ralph Mejia	1955-01-02	—	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417157	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63653	TPA	Nathan Schmidt	1949-02-10	UHC-71347-26	—	9863 Meadow Ln, Mesa, AZ, 85249	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-136194	ENR	Brandon U Baker	1949-08-23	UHC-39834-12	—	7063 Mountain View Dr, Plano, TX, 75067	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56473	TPA	Wei Dunn	—	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-421432	CLM	Lucia Vazquez	1970-06-11	—	6337599464	4165 Meadow Ln, Fresno, CA, 93711	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122122	ENR	Nicholas Castillo	1963-08-07	UHC-57647-09	—	8065 Maple Ave, Las Vegas, NV, 89194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26040	PRV	Donna Greene	—	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-21353	PRV	Kathleen O Obren	1988-02-05	—	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135125	ENR	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	3512953415	2472 Spring St Apt 34, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120084	ENR	Danielle X Lawrence	1984-09-14	UHC-64538-98	9512991607	3317 Forest Ave, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26450	PRV	Catherine Ford	1977-12-27	—	9728980314	1919 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430454	CLM	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100638	ENR	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave, Orlando, FL, 32886	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415545	CLM	Andy Romero	1986-01-06	—	—	7154 Highland Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51498	TPA	Oivia Hart	1943-06-07	—	—	2743 Meadow Ln # 668, San Diego, CA, 92145	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24782	PRV	Danielle King	1982-05-23	—	6984437672	6050 Park Pl, Fresno, CA, 93707	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400195	CLM	Andrea R Mendoza	1949-05-24	UHC-31553-52	—	3821 Willow Ct, Denver, CO, 80230	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64192	TPA	Angela Ortiz	1957-07-23	—	—	8747 Oak St, Phoenix, AZ, 85041	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-410517	CLM	James Burke	1984-04-13	UHC-15512-71	4768982074	2643 Park Pl, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136031	ENR	Lauren E Howell	1955-11-11	UHC-02859-87	7164019163	5487 Meadow Ln, Sacramento, CA, 95899	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129220	ENR	Catherine Greene	1985-11-23	UHC-14019-01	7135916637	6073 Forest Ave, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21986	PRV	Janice K Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409372	CLM	Gerald Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-405262	CLM	Helen Simmmons	—	—	4919270856	711 Oak St, Eden Prairie, MN, 55377	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-426763	CLM	Brian Stone	1973-10-20	—	—	1030 Highland Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121066	ENR	Sharon A Valdez	1983-05-27	UHC-61180-43	8279762605	5645 Highland Ave Apt 17, Phoenix, AZ, 85000	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-409126	CLM	Jenny Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX, 77044	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413902	CLM	Justin Johnsno	2003-07-03	—	6656228532	4490 Palm Dr, Tempe, AZ, 85293	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140980	ENR	Helen Hernandez	1944-08-17	UHC-30505-42	8426164522	9585 Elm St, Minneapolis, MN, 55405	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141023	ENR	Charlotte L Nichols	1997-12-23	UHC-59303-91	4964430166	370 Spring St, Charlotte, NC, 28235	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423918	CLM	Alice Meyer	1980-10-04	UHC-24459-46	4118073364	7448 Mesa Dr Apt 38, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410629	CLM	Ronald Olson	1939-10-04	UHC-08656-71	—	9584 Maple Ave, Dallas, TX, 75248	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-419857	CLM	George Garza	1954-05-23	—	—	9721 Indian School Rd, Dallas, TX, 75291	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102891	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	8445 Lake View Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119539	ENR	Katherine Tucker	1949-10-27	UHC-50556-18	4682820604	7176 Maple Ave Apt 7, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109466	ENR	Natalie X Garza	1971-04-14	UHC-25802-28	2354109462	5124 Central Ave, Eden Prairie, MN, 55310	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142042	ENR	Deborah Parker	1964-08-18	UHC-21722-78	4797887450	2437 Market St, San Diego, CA, 92139	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401950	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	—	696 Sage Ct, Los Angeles, CA, 90016	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130091	ENR	Terry Weaver	1940-10-16	UHC-07235-51	6982239207	3798 Camelback Rd, Tempe, AZ, 85205	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 136 of 800Previous Next