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
CLM-415578	CLM	Mark H Jones	1987-07-17	—	—	1605 Central Ave, Glendale, AZ, 85313	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424863	CLM	Maria Weaver	1980-05-17	UHC-03750-81	4365975469	8311 Valley View Dr, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424523	CLM	Bruce Obrien	1991-04-12	UHC-80024-15	—	8188 Desert Sky Blvd, Eden Prairie, MN, 55389	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
CLM-418347	CLM	Madison P Watsn	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426278	CLM	Nancy Valdez	2002-06-24	—	—	3019 Park Pl, Tucson, AZ, 85734	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28329	PRV	Wallace Thomas	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-419532	CLM	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway Apt 24, San Antonio, TX, 78282	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
PRV-21870	PRV	Marcus Turner	1974-12-07	—	—	5655 Bayshore Dr, Columbus, OH, 43262	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53767	TPA	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd, Fresno, CA, 93777	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431495	CLM	Rebecca W Adams	1965-02-17	UHC-04443-52	—	7683 Meadow Ln, Tempe, AZ, 85213	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-24661	PRV	Tyler Banks	2001-05-24	—	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-419573	CLM	Dylan O Robinson	2007-07-15	UHC-25806-40	—	3396 Maple Ave, Orlando, FL, 32819	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-422046	CLM	Campbell Carlos	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr Apt 18, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-105499	ENR	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54978	TPA	Fatima Robertson	1960-07-14	—	—	2081 Ridge Rd, Houston, TX, 77023	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425829	CLM	Walter Guerrero	2001-02-15	UHC-26876-34	3548703192	8015 Apache Blvd # 113, Minneapolis, MN, 55469	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408783	CLM	Eugene Arnold	1945-12-07	—	—	8379 Valley View Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62415	TPA	Deborah Y Fox	1982-06-04	—	—	3808 Highland Ave Apt 9, Houston, TX, 77059	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424240	CLM	Rebecca I Myers	1985-12-02	UHC-44550-43	—	2515 Palm Dr, Tucson, AZ, 85767	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422062	CLM	Janet Aguilar	1958-11-13	—	—	4575 Church St # 766, Tucson, AZ, 85714	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407694	CLM	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53156	TPA	Theresa Espinosa	1979-02-20	—	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404260	CLM	Ramos Maria	1940-05-22	UHC-48526-66	2557935878	3571 Sage Ct, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137014	ENR	Becky C Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd, Plano, TX, 75019	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103099	ENR	Daniel Williams	1960-04-16	UHC-03175-49	—	2563 Park Pl, Dallas, TX, 75221	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51377	TPA	Anthony Knight	1973-06-22	UHC-86954-11	—	7521 Market St, San Diego, CA, 92153	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
TPA-50217	TPA	Dot X Reyes	1994-07-24	—	—	8886 Lake View Rd, Orlando, FL, 32868	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53712	TPA	Margaret Hunter	2005-01-01	—	8467827683	2931 Oak St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416830	CLM	Priya Reynolds	1995-05-20	UHC-03653-51	3755415656	3380 Camelback Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-132546	ENR	Hanson Scott	2000-08-24	—	8436489842	1929 Union St # 655, Tempe, AZ, 85212	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21468	PRV	Patricia Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106518	ENR	Joe O Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423752	CLM	Kelly H Harris	1961-03-22	UHC-15595-64	—	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432237	CLM	Carl West	1992-01-06	—	—	3663 Grand Ave Apt 38, Glendale, AZ, 85353	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63908	TPA	Dylan Carlsno	1946-10-01	—	—	1363 Baseline Rd Apt 40, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102172	ENR	Martha D Harrison	1980-03-26	UHC-15211-78	6556061026	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-420313	CLM	Gregory Smith	1987-10-09	—	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107357	ENR	Peter Marquez	1975-02-20	UHC-35980-72	—	4952 Jefferson Ave, Jacksonville, FL, 32285	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-429180	CLM	Megan Richardson	1959-05-13	UHC-31006-11	—	2569 Indian School Rd, Orlando, FL, 32855	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56679	TPA	Jessica Green	1964-04-06	—	5235045944	3674 Washington St, Tempe, AZ, 85281	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430185	CLM	Ronald Thomas	1999-03-07	UHC-18112-04	6868544321	700 Grand Ave, Los Angeles, CA, 90054	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58784	TPA	Douglas Wang	1938-02-04	—	9179773554	566 Pine Dr, San Diego, CA, 92145	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407241	CLM	Grace Patterson	1983-05-26	UHC-32210-74	—	3189 Maple Ave Apt 3, Austin, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418987	CLM	Ahmed Sanders	1960-10-26	—	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400283	CLM	Walter Estrada	1987-03-07	UHC-13603-42	—	1573 Indian School Rd, Eden Prairie, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-410859	CLM	Susan Burke	1985-02-25	UHC-70463-11	—	4081 Oak St, Mesa, AZ, 85266	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415601	CLM	Jacqueline Gonzales	1997-03-13	UHC-44443-96	—	5010 Cedar Ln # 809, Mesa, AZ, 85226	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431632	CLM	Austin Henderson	1941-12-22	—	—	4815 Mesa Dr, Charlotte, NC, 28250	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142936	ENR	Elijah Hudson	1984-06-27	UHC-37723-85	3127262858	3818 Sage Ct, Phoenix, AZ, 85000	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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