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-110277	ENR	Judy X Little	2002-04-17	UHC-61353-44	3639432651	1140 Cedar Ln, Columbus, OH	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114483	ENR	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51810	TPA	Ryan Mendez	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
ENR-120181	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120182	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415597	CLM	Ruth Hall	1968-09-24	—	2722957547	470 Apache Blvd, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408721	CLM	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-140647	ENR	Eric K Flores	1962-10-19	—	4509388794	3873 Indian School Rd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21733	PRV	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418697	CLM	George E Shaw	1984-10-02	—	7996539568	6572 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20339	PRV	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61010	TPA	Noah Mendoza	1975-08-12	—	3199880516	4158 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417848	CLM	Sean Castro	1973-07-25	—	9756356992	9846 Bayshore Dr, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141288	ENR	Amanda Ramirez	1977-06-27	UHC-56022-98	4645621660	9257 River Rd, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139389	ENR	Wei R Ramirez	1956-12-24	UHC-24389-28	2663056008	9644 Willow Ct, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109440	ENR	Amy Matthews	1977-12-25	UHC-25580-78	7395686519	4188 Hillcrest Rd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132867	ENR	Sara Hoffman	1944-11-21	UHC-72647-57	4095091371	4871 Forest Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53418	TPA	Noah Milller	2003-01-20	—	—	468 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100809	ENR	Ed Williamson	1960-06-18	UHC-60200-80	9057505634	4053 Church St, Chandler, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
CLM-431755	CLM	Ann J Espinoza	1943-08-06	UHC-65635-70	4807905379	2040 Desert Sky Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401068	CLM	Nathan Delgado	1947-12-17	—	2056078663	2913 Willow Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120505	ENR	Richaard I Stone	1951-11-11	UHC-97487-13	5483300684	5628 Grand Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114600	ENR	Michael R Davis	1954-08-05	UHC-14997-20	9064631628	9821 Hillcrest Rd, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27060	PRV	Cynthia N Elliott	2006-11-12	—	3158330590	9783 Grand Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-103348	ENR	Emma A Perez	1997-09-25	UHC-52568-47	5022144702	5635 Oak St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50489	TPA	Hannah Padilla	1982-06-18	UHC-70306-47	—	1746 Spring St, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408440	CLM	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142458	ENR	Dick Hall	1968-05-21	UHC-80730-48	3653793998	1642 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62130	TPA	Samuel Romero	1939-09-27	—	7485128467	5854 Bayshore Dr, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-414201	CLM	Santiago Black	1982-03-02	UHC-79415-28	—	1674 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28709	PRV	Michael Romero	1944-04-01	—	9586948183	118 Washington St, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130248	ENR	Christine James	2004-08-08	UHC-20756-55	4473361752	264 Lake View Rd, Charlotte, NC	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401314	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29088	PRV	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-114396	ENR	Janice O Holmes	1981-12-11	UHC-67731-09	8938854425	638 Elm St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404256	CLM	Russell R Warren	1989-02-01	—	3156982261	1252 Market St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404494	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130335	ENR	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	8978 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-409381	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409382	CLM	Anna Carlson	1992-01-24	—	6602947481	2529 Sunset Blvd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60224	TPA	Mark Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27680	PRV	Logan T Snyder	1966-08-02	UHC-28743-44	7504947853	6657 Jefferson Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53416	TPA	Daniel Wang	1963-08-01	—	—	1901 Valley View Dr, Denver, CO	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
PRV-28356	PRV	Joan K Allen	1967-12-22	UHC-42345-40	8603679884	7075 Harbor Blvd, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407604	CLM	Sarah Delgado	1978-12-28	UHC-09654-90	—	3922 Maple Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100221	ENR	Justin D Espinoza	1972-09-14	UHC-99989-03	4798731607	2598 Elm St, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 56 of 143Previous Next