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
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431434	CLM	Susan Welch	1983-01-10	UHC-59072-43	9638151044	6930 Cedar Ln Apt 40, Minneapolis, MN, 55464	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414539	CLM	Boobby L Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-410700	CLM	Brandon Q Armstrong	1959-11-13	—	—	2641 Apache Blvd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122007	ENR	Jeffrey Z Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107415	ENR	Grace Perkins	1984-11-05	UHC-88398-03	—	9217 Lincoln Way, Sacramento, CA, 95859	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-20188	PRV	Brian Cole	—	—	8247148547	8635 Market St Apt 13, Miami, FL, 33182	0.62	Name re-cased Date of birth missing Phone reformatted Unit split from street+3 more
ENR-129828	ENR	Russell U Gutierrez	1986-01-15	UHC-80985-59	5149410432	1669 Market St Apt 3, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116386	ENR	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50792	TPA	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419237	CLM	Samuel K Daniels	1987-06-15	UHC-88956-84	2857256352	423 Ocean Ave, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104455	ENR	Aisha Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln Apt 39, Minneapolis, MN, 55410	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-417737	CLM	Wayne Castro	1950-09-06	—	8149912985	2524 Baseline Rd, Sacramento, CA, 95862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412717	CLM	Justin Wilson	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-109406	ENR	Brandon O Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423709	CLM	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141994	ENR	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26823	PRV	Megan Rios	—	UHC-47867-27	8323654987	9068 Central Ave, Atlanta, GA, 30361	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-119508	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407550	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407549	CLM	Janice G Rojes	2005-10-21	UHC-88398-83	2317912351	6773 Washington St, Denver, CO, 80290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122338	ENR	Judith B Cunningham	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr # 158, Minneapolis, MN, 55436	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-119261	ENR	Patrick D Long	1952-01-17	UHC-89257-72	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125370	ENR	Katherine C McDonald	1980-03-05	UHC-60208-49	2197977577	5130 Sage Ct, Tempe, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127219	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56593	TPA	Eugene Wallace	1942-06-16	—	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417232	CLM	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	4501 Spring St, Orlando, FL, 32876	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124609	ENR	Carol X Walker	1946-02-09	UHC-06553-34	9462489514	8826 Canyon Rd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134982	ENR	Janet R Owens	1981-08-15	UHC-62051-86	7685641982	4116 Sunset Blvd # 285, Orlando, FL, 32884	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428652	CLM	Charles Williams	1971-09-12	—	4882602843	6059 Washington St # 538, Atlanta, GA, 30381	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429107	CLM	John Wood	1997-05-03	—	5745986144	2081 Spring St, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28532	PRV	Fatima X Duncan	2001-09-26	—	5236513541	2074 Cedar Ln, Los Angeles, CA, 90070	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50796	TPA	Virginia Vazquez	1995-03-27	—	4975459151	1472 Willow Ct # 869, Eden Prairie, MN, 55386	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25583	PRV	Alice Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418759	CLM	Gary Vega	1996-03-01	UHC-43920-25	—	6269 Canyon Rd # 245, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403466	CLM	Arthur Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
TPA-54272	TPA	Matthew Jones	2002-04-11	—	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-106933	ENR	Roy B Price	1940-05-28	UHC-37121-77	4459856213	267 Hillcrest Rd Apt 11, Tucson, AZ, 85775	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134472	ENR	Henry Jimenez	1985-10-23	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133079	ENR	Craolyn D Florees	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53831	TPA	Bryan Wheeler	2000-01-22	UHC-07444-96	7307510835	9384 Mountain View Dr, Nashville, TN, 37209	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128358	ENR	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423831	CLM	Justin Ryan	1974-11-04	UHC-83356-98	—	1898 Camelback Rd, Plano, TX, 75018	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427010	CLM	Joe Dean	2007-12-13	—	5898412283	1160 Desert Sky Blvd, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113368	ENR	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141395	ENR	Priya Grfifin	1991-04-14	UHC-12688-71	5859681576	7957 Elm St Apt 13, Jacksonville, FL, 32244	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

39,996 rows, page 159 of 800Previous Next