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
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-405390	CLM	Timothy D Rice	1984-10-08	UHC-04382-44	3037588355	3691 Grand Ave, Eden Prairie, MN, 55384	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60603	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60602	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402982	CLM	Kevin Henderson	1962-05-24	—	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419959	CLM	Doris W Gilbert	1969-12-25	UHC-87880-23	7443170146	5809 Forest Ave, Columbus, OH, 43263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59716	TPA	Kayla Lewis	1978-06-27	—	—	8719 Ocean Ave, Gilbert, AZ, 85269	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112439	ENR	Pamela N Yang	1945-01-06	UHC-06553-73	6856135362	4873 Market St, Dallas, TX, 75230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410560	CLM	Thomas Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-409109	CLM	Donald Wlaker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26698	PRV	Hiroshi G Rivera	—	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425158	CLM	Victoria Patel	1938-09-08	UHC-56400-53	2186374578	4249 Maple Ave, Orlando, FL, 32819	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53550	TPA	Virginia Lycnh	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114155	ENR	William T Estrada	1986-03-23	UHC-21935-35	8633448733	8952 Cedar Ln, Plano, TX, 75003	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59610	TPA	Emily A Ross	1951-05-12	—	7544431760	8776 Main St, Tampa, FL, 33684	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406404	CLM	Marcus Munoz	1972-08-23	—	7308965219	1896 Baseline Rd, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405526	CLM	Danielle Walsh	1984-02-04	—	9459986966	9278 River Rd, Columbus, OH, 43250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117549	ENR	Martha T Brooks	2008-12-20	—	3279877861	4853 Apache Blvd, Mesa, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20752	PRV	Teresa C McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21184	PRV	Jeremy D Campbell	1971-01-02	—	7257764765	5454 Market St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136150	ENR	Santiago Willis	2005-07-22	UHC-49113-42	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62297	TPA	Sean Patel	1995-06-09	—	—	4719 Camelback Rd, Glendale, AZ, 85365	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29172	PRV	Heather N Reid	1993-03-26	—	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20914	PRV	Vncent Brooks	1946-11-09	UHC-04330-68	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51393	TPA	Michael S Campbell	—	—	—	1057 Maple Ave, Austin, TX, 78731	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-405012	CLM	Eugene Romero	1966-01-01	—	7629913511	4701 Oak St # 253, Jacksonville, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-141600	ENR	Anna Rice	1938-09-07	UHC-08508-68	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53230	TPA	George Murphy	1998-10-14	—	9648052507	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59352	TPA	Lisa Li	1999-09-23	—	—	6577 Ridge Rd, San Diego, CA, 92129	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403297	CLM	Samuel Santiago	1981-08-01	UHC-16102-10	3854959264	9460 Hillcrest Rd, Los Angeles, CA, 90043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103306	ENR	Natalie X Hicks	1986-02-06	UHC-73470-12	—	1023 Baseline Rd, Tampa, FL, 33684	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64136	TPA	Virginia Carlson	1993-03-18	—	—	4591 Valley View Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427228	CLM	Christine Ortega	1969-09-22	UHC-41954-71	8382186598	3529 Market St, San Diego, CA, 92177	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421498	CLM	William Kim	2003-05-19	—	4588729795	9073 Cedar Ln, Mesa, AZ, 85227	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106413	ENR	Kathleen R Wallace	2000-03-14	UHC-39042-54	—	2363 Forest Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59048	TPA	Bryan Ryan	2005-03-05	UHC-33706-77	8684279761	9245 Highland Ave, Tempe, AZ, 85270	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20719	PRV	Alexis Nguyen	1960-09-04	—	4247615077	9279 Forest Ave # 208, Houston, TX, 77040	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133768	ENR	Harold Y Porter	1942-05-01	UHC-09588-38	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-417807	CLM	Gregory Smith	1980-08-27	UHC-84719-85	2843201062	9597 Sage Ct # 467, Charlotte, NC, 28267	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more

71,257 rows, page 232 of 1,426Previous Next