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
ENR-110759	ENR	Roy Sandoval	1991-08-11	UHC-79513-08	—	1003 Church St, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407594	CLM	Betty X Tucker	1958-07-15	—	8299452131	3595 Central Ave, Tucson, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100182	ENR	Margaret Reyes	1990-05-04	UHC-72818-46	6852922624	2556 Lake View Rd Apt 12, Tampa, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58292	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403967	CLM	Ahmed Bowman	1944-07-28	UHC-82494-64	—	666 Ridge Rd, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430444	CLM	Kevin Perez	1988-03-13	UHC-46387-41	8463921359	2315 Ocean Ave, Orlando, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142646	ENR	Cheryl Gibson	1999-05-15	UHC-20991-85	2944819018	6044 Willow Ct, Los Angeles, CA	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-141819	ENR	Lawrence U Scott	1993-10-27	UHC-71983-42	3176523314	9111 Pine Dr, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104393	ENR	Ben Stewart	1945-06-25	UHC-28478-43	3314713960	2391 Willow Ct, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108330	ENR	Jason P Perez	1944-06-15	UHC-44943-11	9519651566	7980 Maple Ave, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
ENR-101511	ENR	Harold P Austin	1959-09-14	UHC-07743-27	5329737801	2299 Main St Apt 31, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142774	ENR	Artthur X Howell	1960-09-28	UHC-88241-33	—	2865 Indian School Rd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-100176	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432628	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-129130	ENR	Jason I Schultz	1981-02-03	UHC-97273-73	3863732283	7823 Canyon Rd # 555, Mesa, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124457	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd, Nashville, TN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400208	CLM	Maria Martin	1991-05-20	UHC-36744-15	8536854230	5568 Indian School Rd, Phoenix, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-137532	ENR	Joeph E Porter	—	UHC-13992-81	8177127121	1656 Church St, Orlando, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108891	ENR	Christian N Powell	1984-09-05	UHC-80704-75	4419011919	2322 Union St, Plano, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-419596	CLM	Emma Rodriguez	2006-11-25	—	—	894 River Rd, Phoenix, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-403486	CLM	Megaan Y Jenkins	1988-07-16	UHC-29869-80	9145677518	9484 River Rd, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130610	ENR	Johsua Moraes	1986-07-14	UHC-14391-17	5097041068	2252 Spring St, Seattle, WA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-424425	CLM	Sara Burke	1969-04-08	UHC-67629-21	—	95 Maple Ave, Houston, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-431939	CLM	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102434	ENR	Brandon M Fox	2005-04-28	UHC-96771-85	—	267 Camelback Rd, Plano, TX	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-125365	ENR	Christina Morgan	2007-03-17	UHC-99715-06	6007923722	5927 Cedar Ln, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63047	TPA	Cheryl Lnua	1999-12-26	—	9438515939	5148 Harbor Blvd, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20138	PRV	Debra W Davis	1986-02-13	—	—	1252 Church St Apt 30, Orlando, FL	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132451	ENR	Jerry Thompson	—	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-106648	ENR	David Lynch	1973-03-08	UHC-33248-89	3677903060	8297 Forest Ave, Tampa, FL	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
PRV-22545	PRV	Walter H Fuller	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50075	TPA	Richard Kelley	1961-01-10	UHC-55573-18	7543617207	1539 Spring St, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59621	TPA	Stephanie Campblel	1952-03-26	—	6653742124	6703 River Rd Apt 29, Denver, CO	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-53990	TPA	Cheryl Stepehns	2008-06-25	—	—	8534 Valley View Dr Apt 5, Austin, TX	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-140346	ENR	Eugene F Reyes	1966-05-18	UHC-92197-11	5669062931	9300 Maple Ave, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133756	ENR	Marcus P Thompson	—	UHC-71607-73	4012247216	4858 Apache Blvd, Atlanta, GA	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
PRV-27940	PRV	Richard L Gonzales	1974-05-08	UHC-13350-17	7223272474	6299 Ocean Ave, Minneapolis, MN	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123608	ENR	Ryan P Rogers	1988-02-01	UHC-87700-61	7372214903	8822 Cedar Ln, Atlanta, GA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142406	ENR	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119190	ENR	Nicole Robertson	1976-07-12	UHC-67797-47	4732463823	3505 Sage Ct, Los Angeles, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-107623	ENR	Jacob J Reed	—	UHC-01120-63	5806639194	9349 Meadow Ln, Columbus, OH	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411735	CLM	Juan F Kelly	2002-07-25	—	2058588693	1899 Maple Ave Apt 14, Dallas, TX	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

7,146 rows, page 18 of 143Previous Next