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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56231	TPA	Michelle Woong	1995-11-14	—	—	9654 Central Ave, Chandler, AZ, 85215	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-139484	ENR	Carol I Warren	1952-07-21	UHC-16792-90	7727283716	1006 River Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420559	CLM	Nancy Ferguson	1971-04-10	—	9894813491	664 Grand Ave, Atlanta, GA, 30319	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-20093	PRV	Jessica Meyer	2009-11-21	UHC-28846-42	7746369717	1685 Indian School Rd # 692, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113399	ENR	Ronald A Cox	1980-08-09	UHC-19931-06	7157173069	6564 Camelback Rd, Charlotte, NC, 28270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62254	TPA	Tom Y Moore	1980-09-27	—	—	8891 Elm St, Miami, FL, 33194	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-419777	CLM	Marcus Stone	1945-07-21	UHC-59211-18	—	7056 Pine Dr, Tucson, AZ	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
CLM-405311	CLM	Logan Williams	1942-05-11	UHC-25542-30	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54425	TPA	Rebecca Schultz	1952-02-20	UHC-71809-10	3428799932	765 Sunset Blvd Apt 26, Plano, TX, 75033	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420991	CLM	Gregory Contreras	1990-10-04	UHC-39315-75	8263552504	5978 Mesa Dr # 834, Tampa, FL, 33630	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-54369	TPA	Nicoole Hayse	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX, 75090	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136847	ENR	Steven K Cole	1982-09-07	UHC-97690-65	8198040252	5310 Sunset Blvd, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108046	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60220	TPA	Frances Guerrero	1985-09-19	—	8577465785	5198 Main St, Mesa, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416415	CLM	Santiago Edwards	2001-03-24	—	—	1283 Main St, Dallas, TX, 75248	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64331	TPA	Pamela Alvarao	2003-01-04	—	—	144 Mountain View Dr # 461, Eden Prairie, MN, 55355	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105892	ENR	Shirley Alvarez	1986-07-17	—	7104483252	1833 Grand Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130796	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406109	CLM	Adam Cnotreras	1973-04-05	—	—	5706 Indian School Rd, Plano, TX, 75091	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107299	ENR	Olivia Mason	2005-01-07	UHC-90490-25	7237419526	9078 Sunset Blvd, Tucson, AZ, 85770	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410597	CLM	Marcus Pierce	1944-05-08	UHC-37511-88	4739066783	7945 Park Pl, Los Angeles, CA, 90096	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-55053	TPA	Martha Ellis	1950-12-09	—	—	2887 Highland Ave, Charlotte, NC, 28292	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-101751	ENR	Scott Reynolds	1944-05-06	UHC-58037-43	8183340725	9018 Harbor Blvd, Jacksonville, FL, 32281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100990	ENR	Jennifer X Lawrence	1968-04-21	UHC-70242-30	9616050263	4321 Market St, Houston, TX, 77020	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54016	TPA	Frances Simpsno	2006-12-03	—	3447894435	4657 Forest Ave Apt 35, Plano, TX, 75084	0.62	Name re-cased Phone reformatted Unit split from street State code upper-cased+3 more
ENR-133447	ENR	Kayal Scott	1980-04-22	UHC-83248-67	6783988211	2383 Elm St Apt 13, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-25766	PRV	Evelyn Vargas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave # 952, Plano, TX, 75085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108961	ENR	Gary A Gonzales	1973-01-28	UHC-74556-13	9104501706	8296 Park Pl, Gilbert, AZ, 85232	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428372	CLM	Timmothy J Guzman	1956-04-14	UHC-86387-31	—	1038 Mesa Dr, Seattle, WA, 98168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113944	ENR	Roger Chapman	1962-09-24	UHC-12396-12	6024340767	694 Meadow Ln, Seattle, WA, 98148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107192	ENR	Jessica S Alexander	1973-06-17	UHC-90340-61	5955116045	5403 Jefferson Ave Apt 33, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61416	TPA	Jose Morrison	2003-05-08	—	—	8078 Forest Ave, Atlanta, GA, 30301	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-118432	ENR	Kayla Matthews	1981-07-24	UHC-83448-75	4412376186	4617 River Rd, Fresno, CA, 93731	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427698	CLM	Sharon Rojas	1965-08-23	—	—	9578 Mesa Dr, Denver, CO, 80279	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-20085	PRV	Christine Salazar	1973-11-05	—	9447804785	7127 Sunset Blvd # 559, Plano, TX, 75020	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59088	TPA	Sandra W Owens	1972-03-03	—	4885278152	7000 Harbor Blvd, Chandler, AZ, 85271	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400113	CLM	Joseph Richardson	1962-04-11	—	2944170525	766 Indian School Rd, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-401380	CLM	Jose Olson	2003-05-28	UHC-32021-76	—	5299 Elm St, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-420475	CLM	Bruce Nelson	1993-03-13	UHC-72135-31	2429460806	9238 Oak St, Nashville, TN, 37297	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-432622	CLM	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-59569	TPA	Bradley Mendoza	1988-06-16	—	—	2384 Church St, Charlotte, NC, 28245	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
PRV-25243	PRV	Eugene Graham	2004-10-26	—	2742530457	1088 Maple Ave, Fresno, CA, 93725	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-142267	ENR	Amber M Clark	1992-01-21	UHC-93868-90	2938177486	7558 Apache Blvd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111995	ENR	Grace B Alexander	1967-07-01	UHC-60724-18	2842693724	9454 Desert Sky Blvd, Columbus, OH, 43279	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 20 of 81Previous Next