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
PRV-22293	PRV	Luis Carlson	—	UHC-63765-77	—	8906 Meadow Ln, Tempe, AZ	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-423147	CLM	Bobby Admas	—	UHC-70130-54	—	8522 Spring St, Plano, TX	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-101063	ENR	Randy Sanchez	1962-01-09	UHC-91481-56	6478829925	3993 Elm St, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127683	ENR	Patrick Q Edwards	1992-05-21	UHC-25254-36	2146059401	1167 Cedar Ln # 390, Columbus, OH	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111443	ENR	Hannah K Freeman	1989-01-10	UHC-41971-97	7959801389	1191 Palm Dr, Orlando, FL	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103532	ENR	Ethhan Perry	1998-07-13	UHC-12378-37	—	3149 Sunset Blvd, San Antonio, TX	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-22071	PRV	Joshua Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420997	CLM	Nicole Snyder	1988-07-06	UHC-47909-54	—	6336 Spring St, San Antonio, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-110766	ENR	Kimberly Fowler	1967-04-13	UHC-87015-96	4875790660	6308 Union St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136338	ENR	Johnston Grace	—	UHC-06724-33	3084562016	5768 Jefferson Ave # 562, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-427876	CLM	Maria Palmer	—	UHC-45838-69	—	9185 Highland Ave, Las Vegas, NV	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
PRV-23980	PRV	Adam Snyder	1964-09-27	UHC-25891-48	5934629771	9660 Market St Apt 28, Denver, CO	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61098	TPA	Ahmed Rose	1972-11-01	UHC-11855-20	—	4535 Camelback Rd, Seattle, WA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-29564	PRV	Susan Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave Apt 21, Fresno, CA	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416350	CLM	Jesse W Greene	1958-03-12	UHC-31276-72	—	9216 Hillcrest Rd, Los Angeles, CA	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138468	ENR	Carl C Milller	—	UHC-42305-55	9457385035	170 Willow Ct, Miami, FL	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127418	ENR	Steve M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-119858	ENR	Heather N Hart	1940-09-07	UHC-30106-34	2089763047	3708 Hillcrest Rd, Miami, FL	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25503	PRV	Roy Q Simpson	1956-07-16	UHC-12089-16	9677755119	9767 Harbor Blvd, Gilbert, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105205	ENR	Emma Jimenez	1947-03-08	UHC-12284-50	2597680633	6157 Palm Dr, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417337	CLM	Judy Z Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 11, San Antonio, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-133097	ENR	Ralph R Grreen	1994-02-21	UHC-95379-38	—	831 Ridge Rd Apt 33, Mesa, AZ	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
PRV-25043	PRV	Joyce G Price	1964-01-27	—	—	3725 Jefferson Ave, Columbus, OH	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425900	CLM	Ashley Castro	1970-04-21	—	—	1834 Jefferson Ave, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120825	ENR	Gerald Hunter	—	UHC-11413-03	4457338803	5105 Sunset Blvd, Columbus, OH	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408996	CLM	Margaret Ramirez	1942-07-20	—	—	9566 Bayshore Dr, Austin, TX	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-117581	ENR	Diego Bowman	1973-10-25	UHC-16501-76	9818540935	8183 Sunset Blvd, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted ZIP missing+3 more
ENR-114647	ENR	Roy U Kim	1972-11-02	UHC-44848-39	6483736751	1602 Church St # 795, Nashville, TN	0.38	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-50464	TPA	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400911	CLM	Carl Sandoval	1998-04-01	UHC-49946-01	—	1075 Elm St Apt 20, Plano, TX	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137546	ENR	Nancy G Harveey	1994-03-19	UHC-47422-60	—	4513 Palm Dr, San Diego, CA	0.38	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+3 more
CLM-407945	CLM	WillieJunk	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
ENR-139459	ENR	Eric C Le	1991-02-03	UHC-19236-03	4162509166	4978 Apache Blvd, Houston, TX	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135027	ENR	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St, Los Angeles, CA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132396	ENR	Katherine Silva	1939-05-20	UHC-05146-68	—	1542 Market St # 102, Tampa, FL	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118551	ENR	Ralph Cole	1964-06-11	UHC-07842-57	2518714110	9782 Valley View Dr, Tucson, AZ	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28696	PRV	Henry King	1989-12-02	—	—	3949 Central Ave Apt 11, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-107209	ENR	Valentina B Duncan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123148	ENR	Sara J Allen	2001-11-27	UHC-39389-95	—	5893 Indian School Rd, Tucson, AZ	0.38	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-104599	ENR	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd Apt 32, San Diego, CA	0.38	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-138352	ENR	Arjun Meyer	2006-05-24	UHC-25647-22	—	3470 Jefferson Ave, Phoenix, AZ	0.38	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-420249	CLM	Nathan Mendoza	1952-11-13	UHC-94958-64	8034525812	5711 Elm St, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403709	CLM	Keith Vazquez	1965-05-23	—	2096682567	6164 Grand Ave Apt 19, Scottsdale, AZ	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-119434	ENR	Frances Z White	1968-11-16	UHC-12054-22	6475734121	3852 Main St, Dallas, TX	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103663	ENR	Ralph F Burke	2002-09-27	UHC-69359-45	—	4824 River Rd, Atlanta, GA	0.40	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-50661	TPA	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105424	ENR	Elijah F Reyes	—	UHC-97983-29	2064907061	9605 Valley View Dr, Fresno, CA	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-103632	ENR	Mark Ray	1947-03-25	UHC-24246-62	7596828658	7803 Valley View Dr Apt 32, Chandler, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

7,146 rows, page 10 of 143Previous Next