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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430390	CLM	Keith Kennedy	2007-04-08	UHC-38492-32	4048591532	8920 Palm Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53809	TPA	Jerry Lee	2002-06-25	—	7912415308	8472 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416958	CLM	Sharon Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22203	PRV	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138477	ENR	Paul Price	1973-10-13	UHC-93059-68	3848566332	6954 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50542	TPA	Nanccy S Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127414	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21066	PRV	Catherine Herrera	1959-05-15	UHC-29635-57	9716543306	6478 Canyon Rd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121113	ENR	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412493	CLM	Yuki Morris	2003-08-09	UHC-25204-23	3484771748	7731 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100453	ENR	Kenneth Grant	1953-01-10	UHC-10465-94	5688141390	367 Indian School Rd, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59589	TPA	Ashley Watkins	1991-02-15	UHC-85690-41	—	35 Central Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-411638	CLM	Abigail Hill	1992-09-20	—	7665323188	6087 Grand Ave, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102343	ENR	Kathryn N Perez	1969-12-20	UHC-32681-65	3846247323	1122 Main St, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-401271	CLM	Mason Porter	1984-11-16	UHC-76399-31	—	9563 Ocean Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124581	ENR	Johnny Bowman	1964-04-19	UHC-78926-72	4436490297	5881 Jefferson Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52420	TPA	Grace Rmaos	1989-10-27	—	9412775238	8508 Maple Ave, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-138355	ENR	Grace Y Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420583	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	—	7983 Hillcrest Rd # 180, Plano, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-131445	ENR	Kimberly Gibson	2004-07-23	UHC-59029-58	8095436886	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28640	PRV	Maria Rose	1968-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139705	ENR	Bryan I James	1974-04-22	UHC-70139-32	8303137519	2287 Broadway, Chandler, AZ	0.62	Phone reformatted Member ID reformatted State name converted to code ZIP missing+3 more
ENR-128460	ENR	Rachel W Peterson	1992-08-27	UHC-55120-69	5377285409	6017 Grand Ave, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100303	ENR	Randy E Luna	1946-09-28	UHC-74452-32	9748047006	4881 Jefferson Ave, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109616	ENR	Brenda J Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128028	ENR	Paul Harris	1943-10-08	UHC-51958-95	8025082809	881 Forest Ave, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21432	PRV	Logan Tucker	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413570	CLM	Linda Wang	1979-05-24	—	4636538677	528 Sage Ct, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126457	ENR	David Pteerson	1982-03-16	UHC-64170-21	3687919880	1308 Apache Blvd, Atlanta, GA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122598	ENR	Santiago M Ferguson	1970-12-15	UHC-71174-76	6466833057	2728 Hillcrest Rd, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114963	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114964	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113723	ENR	Joe A Crawford	1963-08-24	UHC-30566-32	7445770247	4920 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421198	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121345	ENR	Mari Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101350	ENR	Carlos Hernandez	1965-12-03	UHC-02676-94	—	6976 Cedar Ln, Nashville, TN	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-109426	ENR	Billy Z Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23964	PRV	Brian F Wilson	1984-10-03	UHC-08927-59	7402185505	955 Cedar Ln, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417022	CLM	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113722	ENR	Katherine S Burton	1947-07-15	UHC-48446-12	4453029389	3808 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139397	ENR	Long U Sophia	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22481	PRV	Ahmed Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112494	ENR	Abigail Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135306	ENR	Gerald Hall	2000-02-25	UHC-53140-85	7916296845	4643 Sage Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20632	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20631	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415962	CLM	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105704	ENR	Madison L Armstrong	1973-10-11	UHC-95183-75	9595884632	466 Highland Ave, San Diego, CA	0.62	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+3 more
ENR-129951	ENR	Mary Long	1999-04-20	UHC-34570-63	2525528324	6921 Sunset Blvd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 61 of 143Previous Next