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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410629	CLM	Ronald Olson	1939-10-04	UHC-08656-71	—	9584 Maple Ave, Dallas, TX, 75248	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-421379	CLM	Dylan Bowman	1984-06-22	—	—	2383 Cedar Ln, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109466	ENR	Natalie X Garza	1971-04-14	UHC-25802-28	2354109462	5124 Central Ave, Eden Prairie, MN, 55310	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142042	ENR	Deborah Parker	1964-08-18	UHC-21722-78	4797887450	2437 Market St, San Diego, CA, 92139	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130091	ENR	Terry Weaver	1940-10-16	UHC-07235-51	6982239207	3798 Camelback Rd, Tempe, AZ, 85205	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
TPA-53349	TPA	Sofia Castro	1999-02-28	—	8704668083	3667 Cedar Ln, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137011	ENR	Kenneth N Smith	1949-11-07	UHC-85947-01	9757673904	8822 Forest Ave, Fresno, CA, 93747	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410557	CLM	Thomas D Walker	1999-03-19	—	7329635029	5048 Market St, Glendale, AZ, 85398	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403073	CLM	Diego West	1962-07-26	—	—	3822 Baseline Rd, Dallas, TX, 75235	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-424145	CLM	Joey Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141376	ENR	Evelyn M Moore	1955-08-25	UHC-06739-36	—	7193 Elm St, Atlanta, GA, 30339	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62844	TPA	Frank Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111716	ENR	Walter D Clark	1980-03-06	UHC-73064-35	2577336460	3926 Lincoln Way, Jacksonville, FL, 32298	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62790	TPA	Gloria Chapman	1938-10-11	—	4782630196	4425 Mesa Dr, Denver, CO, 80291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109873	ENR	Diane L Parker	1938-03-18	UHC-09683-83	3505902727	2081 Pine Dr, Chandler, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405117	CLM	Maria T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116427	ENR	Dorothy Padilla	2002-12-01	UHC-67215-44	5543601961	412 River Rd, Tucson, AZ, 85751	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62939	TPA	Harold Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63379	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125744	ENR	Jeremy A Chen	1968-08-04	UHC-98905-98	9016425683	6714 Grand Ave, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424253	CLM	Kelly Evans	1943-06-21	UHC-73587-33	8762546708	4317 Grand Ave, Miami, FL, 33188	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107711	ENR	James W Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420734	CLM	Christopher Lucas	1946-01-07	—	—	6316 Lincoln Way, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52305	TPA	Dylan Hill	1962-01-21	UHC-19089-37	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409391	CLM	Abigail Holmes	1993-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118521	ENR	Deborah R Burke	1985-12-12	UHC-62683-57	6935816501	2403 Maple Ave, Columbus, OH, 43209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59201	TPA	Pamela Arnold	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429749	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429750	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411082	CLM	Gabriel Harrison	1947-08-24	—	6282426838	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
PRV-21938	PRV	Sophia Carroll	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111222	ENR	Shirley Evans	1970-10-24	UHC-22690-85	6506734147	286 Apache Blvd, San Diego, CA, 92167	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100798	ENR	Alan Contreras	1939-06-09	UHC-96866-71	5394291294	7196 Bayshore Dr, Tampa, FL, 33627	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401101	CLM	Hannah D Padilla	1982-06-18	—	3086458967	1746 Spring St, Dallas, TX, 75284	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109820	ENR	Alex Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104900	ENR	Ryan M Rose	1964-12-20	UHC-82883-13	8662211364	2981 Central Ave, Columbus, OH, 43266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408905	CLM	Kevin A Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-432758	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415157	CLM	Martha Green	1962-09-08	—	6006751907	6176 Harbor Blvd, Dallas, TX, 75258	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407816	CLM	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403567	CLM	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119913	ENR	Natalie Henry	1944-08-18	UHC-47059-01	—	7338 Jefferson Ave, Fresno, CA, 93723	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105077	ENR	Ralph Martin	1998-03-07	UHC-12107-12	8033433261	6955 Harbor Blvd, Glendale, AZ, 85356	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140306	ENR	Jose Harvey	1970-03-26	UHC-69584-36	4945313776	579 Apache Blvd, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more

16,828 rows, page 131 of 337Previous Next