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-108251	ENR	Michael Z Knight	1988-08-19	UHC-49306-72	2609439062	5698 Meadow Ln, Seattle, WA, 98194	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402641	CLM	Anthony Hoffman	1977-01-02	UHC-25832-74	—	7546 Main St, Mesa, AZ, 85263	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430386	CLM	Donna Lawson	—	—	8453023316	112 Grand Ave Apt 4, Phoenix, AZ, 85030	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-107360	ENR	William Bradley	1964-03-20	UHC-33492-59	3982753015	9247 Jefferson Ave, Glendale, AZ, 85349	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137681	ENR	Julie Q Simmons	1983-02-16	UHC-66793-44	5817213191	1667 Canyon Rd, Miami, FL, 33192	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26167	PRV	Sam Jones	1956-09-12	—	—	8027 Union St, Tucson, AZ, 85787	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111791	ENR	Johnson Randy	1986-01-11	UHC-51182-51	4317292783	7347 Pine Dr # 974, Jacksonville, FL, 32215	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400539	CLM	Austin Brooks	2003-06-19	UHC-83271-97	—	749 Maple Ave, Tempe, AZ, 85261	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133040	ENR	Madison Russell	—	UHC-55697-51	2472185779	7334 Mountain View Dr, Tucson, AZ, 85706	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21661	PRV	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.52	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
TPA-59205	TPA	Russell Bell	2006-04-02	—	—	2688 Jefferson Ave, Atlanta, GA, 30380	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-423854	CLM	Lawrence Braynt	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140434	ENR	Sandra C Young	1938-09-22	UHC-48035-60	2247165422	8637 Mountain View Dr, San Antonio, TX	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-432086	CLM	Arthur Wilson	—	—	—	8847 Ridge Rd, Chandler, AZ, 85284	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54007	TPA	Logan Hamilton	1972-01-12	—	—	7925 Pine Dr, Charlotte, NC	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122638	ENR	Carolyn E Olson	1966-07-08	UHC-95316-31	5294335559	7469 Camelback Rd, Houston, TX, 77018	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57275	TPA	Margaret Tucker	1993-08-05	—	—	3606 Mesa Dr, San Diego, CA, 92146	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104164	ENR	Russell L Tucker	1953-03-14	UHC-79982-50	—	7821 Central Ave, Scottsdale, AZ, 85262	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-111076	ENR	Jacqueline Grant	1978-12-02	UHC-43018-83	7108128830	9887 Spring St # 854, Charlotte, NC, 28269	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-21430	PRV	Zachary Ortega	1947-11-11	UHC-23727-64	—	7811 Washington St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108054	ENR	Frank L Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-419154	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	—	6649 Grand Ave, Jacksonville, FL, 32250	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126626	ENR	Joe Olson	—	UHC-47916-67	3905815409	8847 Market St, Scottsdale, AZ, 85245	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-133548	ENR	Bradley Flores	—	UHC-20706-40	—	3417 Indian School Rd, Gilbert, AZ, 85296	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
CLM-416750	CLM	Jordan Fisher	1949-10-12	UHC-55830-11	—	7641 Mesa Dr, Denver, CO	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123058	ENR	Emily N Williams	1964-02-18	UHC-97981-14	4489148549	9305 Cedar Ln, Atlanta, GA, 30305	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-411977	CLM	Frank Castillo	2005-01-02	—	—	3298 Jefferson Ave, Miami, FL, 33129	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425348	CLM	Dot Patterson	—	—	—	3384 Cedar Ln, Nashville, TN, 37266	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-57651	TPA	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 14, Charlotte, NC	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131031	ENR	Teresa P Burton	1956-04-24	UHC-61347-45	—	5876 Indian School Rd # 546, Minneapolis, MN, 55467	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103152	ENR	Theresa Andrews	1998-05-22	UHC-47418-40	4912495314	3267 Central Ave, Austin, TX, 78749	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-112612	ENR	Bradley G Austin	1938-05-07	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122678	ENR	Fatima Reyes	—	UHC-25320-95	8396170838	3893 Meadow Ln # 874, Charlotte, NC, 28204	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-113380	ENR	William I Stevens	—	UHC-54815-52	2754345846	5378 Palm Dr # 216, Los Angeles, CA, 90002	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-127477	ENR	Andrea V Peters	1962-05-26	UHC-05108-52	9254279059	5022 Lake View Rd, Tampa, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408569	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.52	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24469	PRV	Joshua Gordon	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58173	TPA	Susan Wang	2008-01-18	—	—	4062 Central Ave # 224, Orlando, FL, 32847	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113997	ENR	Sandra K Wallace	1967-04-23	UHC-09961-74	—	204 Sage Ct, Los Angeles, CA, 90009	0.52	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-109564	ENR	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St # 375, Jacksonville, FL	0.52	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-415201	CLM	Emily X Contreras	1984-11-12	—	—	1247 Baseline Rd, San Antonio, TX, 78220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403424	CLM	Grace I Robertson	1940-03-22	UHC-83130-16	5547331813	101 Sunset Blvd, Las Vegas, NV, 89158	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

39,996 rows, page 60 of 800Previous Next