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

Claims, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406698	CLM	Donald Castillo	1942-07-26	UHC-10489-73	5183424288	2970 Market St, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429593	CLM	Austin Parker	1952-07-03	UHC-47167-07	—	3166 Spring St # 887, Miami, FL, 33123	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424856	CLM	Joshua DJunk	1994-08-01	—	7135402824	9767 Sunset Blvd, Phoenix, AZ, 85004	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421644	CLM	Santiago T Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424472	CLM	Gerald Olson	2002-01-08	UHC-86329-56	3104644629	5297 Pine Dr, Jacksonville, FL, 32246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409957	CLM	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428982	CLM	Anna J Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430400	CLM	Kenneth R Nguyen	1982-03-28	UHC-63340-98	—	1478 Ridge Rd, Eden Prairie, MN, 55361	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412587	CLM	Denise Y Prce	—	—	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420595	CLM	Evelyn Morrison	1986-09-13	—	—	1846 Maple Ave, Tampa, FL, 33635	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417260	CLM	Patrick Ellis	1975-04-06	UHC-52459-13	—	1833 Ridge Rd, Eden Prairie, MN, 55326	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-427427	CLM	Brian Thomas	1956-12-02	UHC-07672-91	8093837394	7042 Mountain View Dr, Dallas, TX, 75291	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425446	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St, Dallas, TX, 75228	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406602	CLM	Douglas Garza	1946-09-15	—	—	1168 Cedar Ln, Phoenix, AZ, 85069	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403177	CLM	Joe Stephens	1975-03-11	UHC-09651-87	3118285793	302 Church St, Columbus, OH, 43237	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-419419	CLM	Evelyn Varrgas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427814	CLM	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419279	CLM	Cunningham Austin	2005-12-11	UHC-71262-56	6392836784	4366 Forest Ave, Phoenix, AZ, 85002	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411969	CLM	Maria A Woods	1969-06-16	UHC-43006-38	4297798137	198 Church St, Los Angeles, CA, 90061	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-429201	CLM	Raymond Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419822	CLM	Ryan Castro	1963-08-28	UHC-23084-63	6485955250	4342 Apache Blvd, Minneapolis, MN, 55481	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403083	CLM	Tyler Kelley	1962-11-01	UHC-71559-70	—	636 Spring St, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412951	CLM	Jennifer Watson	—	—	—	9725 Harbor Blvd, Tucson, AZ, 85783	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
CLM-417226	CLM	Evelin Kim	1985-05-03	UHC-34692-99	—	1704 Jefferson Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth 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
CLM-402220	CLM	Noah Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417106	CLM	Anthony B Estrada	1972-01-23	UHC-76323-91	—	7313 Union St, San Antonio, TX, 78237	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416353	CLM	Bruce Phillips	1989-05-28	UHC-32256-98	—	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-430786	CLM	Brittany Henderson	1992-12-05	UHC-13878-53	—	8332 Union St, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421683	CLM	Smith Omar	1999-06-10	—	—	6226 Indian School Rd, Charlotte, NC, 28235	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-416450	CLM	Priya Castro	1941-10-01	UHC-73873-85	—	1086 Oak St, Seattle, WA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-402548	CLM	Diana A Hernandez	1968-11-02	—	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402549	CLM	Diana A Hernandez	1968-11-02	—	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422278	CLM	Judith Palmer	1997-02-02	UHC-25874-35	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428749	CLM	Charles Baker	2003-11-22	UHC-54348-51	—	1343 Main St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425508	CLM	Beverly Sandoval	1987-01-04	UHC-71693-15	—	2141 Meadow Ln, Glendale, AZ, 85312	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-426007	CLM	Lawrence Aguilar	1951-02-28	UHC-15412-78	2402782629	6601 Ridge Rd, Chandler, AZ, 85225	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432302	CLM	Anthony Morrison	1987-09-13	UHC-63513-43	—	2366 Lake View Rd Apt 23, Tucson, AZ, 85724	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-432241	CLM	Priiya Wiliams	1972-03-23	—	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401248	CLM	Kevin Gray	1944-07-03	UHC-41944-42	—	2932 Church St, Dallas, TX, 75282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414685	CLM	Alice Gutierrez	2008-02-02	—	9764512274	8084 Baseline Rd # 744, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407661	CLM	Dylan Guerrero	1944-04-17	UHC-70949-33	—	9202 Spring St, Las Vegas, NV, 89119	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428411	CLM	Lauren Phillips	1966-01-01	UHC-19206-41	3512567156	8819 Sunset Blvd, Seattle, WA, 98177	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-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-428124	CLM	Megan Z Marquez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-429657	CLM	Nancy Watkins	—	—	—	2027 Mesa Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-411703	CLM	Kayla Vargas	1987-08-09	UHC-09167-84	6776316839	9824 Elm St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 65 of 376Previous Next