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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110632	ENR	Gregory Franklin	2000-06-12	—	9023727137	5586 Pine Dr, Los Angeles, CA, 90053	0.62	Name re-cased Phone 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
PRV-25189	PRV	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	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
ENR-102839	ENR	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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
CLM-402756	CLM	Lucia D Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-27799	PRV	Gerald K Robertson	1945-09-20	—	3807900615	2789 Palm Dr, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133011	ENR	Tyler V Mills	1994-07-04	UHC-15931-61	4192515318	9120 Market St, Columbus, OH, 43272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-427830	CLM	Wayne Z Cruz	1965-09-07	—	4784311718	5670 Indian School Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
ENR-105184	ENR	Timothy Aronld	1957-04-13	—	7719871622	7089 Mesa Dr, Charlotte, NC, 28227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-423999	CLM	Frank Richards	1983-06-28	—	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth 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
TPA-51326	TPA	Denise Bennett	2003-06-18	—	—	3143 Mountain View Dr, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27729	PRV	Lauren Nunz	1981-10-25	—	7892727876	4391 Oak St, Nashville, TN, 37213	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-24380	PRV	Dennis Dunn	1984-08-27	UHC-10436-45	2045820357	8612 Central Ave, Fresno, CA, 93783	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-116467	ENR	Carlos Y Guerrero	1960-03-11	UHC-84016-21	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name re-cased Phone reformatted Street suffix standardised Address 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
TPA-53376	TPA	—Junk	1990-12-12	—	8029312371	1686 Hillcrest Rd, Columbus, OH, 43227	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116845	ENR	Judy X Ryan	2006-04-20	UHC-02874-79	8629133049	4017 Ocean Ave # 262, Plano, TX, 75088	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+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-409390	CLM	Jonathan Gardner	1959-12-22	—	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54632	TPA	Harold Rojas	—	—	—	1296 Forest Ave, San Antonio, TX, 78283	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-426994	CLM	Harold Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St # 725, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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
CLM-408464	CLM	Amber G Perez	1969-03-01	UHC-63575-65	—	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410856	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410857	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	4081 Oak St, Mesa, AZ, 85266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101304	ENR	Ralph Y Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128353	ENR	Samantha Dominguez	1983-01-27	UHC-55189-26	3103023238	1012 Bayshore Dr # 259, Columbus, OH, 43249	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
TPA-62849	TPA	Justin Ruiz	1971-06-17	—	—	4303 Grand Ave, Las Vegas, NV, 89134	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-420551	CLM	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112889	ENR	Cheryl Welch	1938-01-06	UHC-07157-28	4148287096	6366 Hillcrest Rd Apt 27, Miami, FL, 33154	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-26868	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128719	ENR	Helen Mills	1972-02-09	UHC-72226-56	6919339184	8254 Cedar Ln, San Diego, CA, 92127	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-55363	TPA	Emma Simmons	2001-06-02	—	—	1515 Cedar Ln, Austin, TX, 78781	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405248	CLM	Elijah X Wright	1994-09-07	UHC-48082-05	6473442962	5458 Jefferson Ave, Los Angeles, CA, 90050	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405471	CLM	Raplh G Kim	1997-02-20	UHC-75355-51	—	4191 Valley View Dr, Scottsdale, AZ, 85290	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424493	CLM	Ryan Ramirez	—	UHC-68274-91	2413339116	2106 Cedar Ln, Sacramento, CA, 95845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403533	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22261	PRV	Samantha L Nelson	1986-06-05	—	3894137288	5634 Bayshore Dr, Sacramento, CA, 95855	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408497	CLM	Judy Wells	2007-04-08	—	—	7975 Elm St, Eden Prairie, MN, 55372	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429536	CLM	Arthur Vasquez	2002-12-15	—	3056733222	2169 Baseline Rd, Mesa, AZ, 85271	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

71,257 rows, page 184 of 1,426Previous Next