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
CLM-411606	CLM	Noah Burton	1951-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142599	ENR	Pamela K Webb	1994-12-22	UHC-82507-79	6204770385	1105 Mountain View Dr, Atlanta, GA, 30302	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424791	CLM	Tyler Weber	1967-02-10	UHC-32985-45	—	5659 Main St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52853	TPA	Ralph Nguyen	1958-05-12	—	—	2076 Lake View Rd, Scottsdale, AZ, 85216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428381	CLM	Juan Marshall	1938-10-26	—	—	4144 Maple Ave, Gilbert, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407911	CLM	Frank Franklin	2003-09-11	—	—	7574 Broadway, Phoenix, AZ, 85020	0.62	Date of birth reformatted Address re-cased City re-cased State name converted to code+3 more
ENR-113337	ENR	Aaron X Cruz	2008-01-18	UHC-89556-76	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133264	ENR	Alexander W Guerrero	1960-11-25	UHC-55391-43	6385699871	4649 Harbor Blvd, Tempe, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108022	ENR	Andrew W Hart	1971-05-15	UHC-05381-28	4404618873	8837 Pine Dr, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56014	TPA	Walter Scott	1973-07-11	—	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119410	ENR	Gray Wood	1955-04-06	UHC-61920-93	4419231344	2564 Washington St Apt 6, Columbus, OH, 43299	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28052	PRV	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427065	CLM	Ana Bell	2007-05-09	—	—	2813 Lake View Rd, Seattle, WA, 98127	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117615	ENR	Joan Porter	1989-01-07	UHC-74508-47	6846757885	6094 Hillcrest Rd, Chandler, AZ, 85220	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117706	ENR	Kyle F Fisher	1985-09-21	UHC-68550-54	9029328226	787 Union St, Seattle, WA, 98171	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106964	ENR	Danielle Q Jackson	1954-10-11	UHC-84944-11	2652938377	3506 Spring St, Denver, CO, 80238	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102216	ENR	Mateo Warren	1972-02-18	UHC-09427-02	6628564848	9718 Elm St, Sacramento, CA, 95860	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58685	TPA	Diana Freeman	1962-07-17	—	—	2721 Elm St, Jacksonville, FL, 32234	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139199	ENR	Emma Nichols	1982-08-16	UHC-38458-94	6697205330	2082 River Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-63279	TPA	Anrdea Lee	1994-12-25	—	5646999730	7227 Jefferson Ave, San Diego, CA, 92103	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405531	CLM	Larry Spencer	1976-10-23	UHC-16960-57	—	5830 Lake View Rd, Miami, FL, 33139	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62198	TPA	Richard I Peters	1949-07-14	—	2412311818	8617 Central Ave Apt 11, Minneapolis, MN, 55418	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140384	ENR	Samantha H Payne	2001-06-24	UHC-99063-40	8056279614	4292 Washington St, Gilbert, AZ, 85200	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112636	ENR	Russell V Dean	1981-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX, 77038	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22539	PRV	Timothy George	1951-04-03	—	6778141778	397 Sage Ct, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134023	ENR	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104267	ENR	Frances F Alvarez	1963-10-24	UHC-86192-80	7766880620	9208 Central Ave, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423959	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423958	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63356	TPA	Maria Reeed	1944-03-19	UHC-26909-68	—	7228 Ridge Rd, Jacksonville, FL, 32257	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25800	PRV	Gerald E Fisher	1943-06-08	—	6159272625	268 Indian School Rd, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405035	CLM	Carlos G Young	2004-11-02	—	6827887515	5970 Main St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412490	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29516	PRV	Brittany Jackson	1956-01-05	UHC-56213-21	—	2035 Oak St, Mesa, AZ, 85281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114320	ENR	Jose V Henry	1970-11-15	UHC-69072-64	8526459556	4364 Willow Ct, Seattle, WA, 98100	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127686	ENR	Roger I Thomas	1953-10-06	UHC-41176-15	8967664439	3688 Sunset Blvd, Dallas, TX, 75206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400462	CLM	David Coleman	1950-03-23	—	7444465866	2925 Main St # 565, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103378	ENR	Santiago Holmes	1961-05-02	UHC-93990-60	—	6665 River Rd, Atlanta, GA, 30397	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23892	PRV	Lauren H Shaw	1997-08-15	UHC-70188-66	6014169084	2823 Spring St, Los Angeles, CA, 90095	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417887	CLM	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-114993	ENR	Shirley Le	1982-02-01	UHC-57383-12	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104806	ENR	Park Y Jonathan	1983-01-09	UHC-23547-97	9109207532	457 Sunset Blvd, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121617	ENR	Nicholas Mtichell	1956-08-22	UHC-35788-46	6382142205	263 Grand Ave, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124166	ENR	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129973	ENR	Brenda G Perkins	1955-04-23	UHC-39770-36	8636639481	5557 Harbor Blvd, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407106	CLM	Maria Collins	1938-11-13	UHC-92321-89	6362104997	9590 Central Ave # 804, Mesa, AZ, 85261	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22733	PRV	Jose Y Campbell	1993-11-18	—	6243263156	8087 Market St, Tempe, AZ, 85238	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-127505	ENR	Catherine C Luna	1948-09-03	UHC-59730-77	9143892351	2220 Market St, Scottsdale, AZ, 85290	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 120 of 648Previous Next