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-423106	CLM	Judy G Welch	1968-06-08	UHC-74292-52	—	5041 Palm Dr, Phoenix, AZ, 85055	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-408293	CLM	George Moreno	1990-12-12	UHC-81999-54	—	5556 Camelback Rd Apt 23, San Diego, CA, 92194	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409190	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	—	4528 Maple Ave, Mesa, AZ, 85293	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429894	CLM	Ralph Fowler	1998-08-16	UHC-37591-35	—	3163 Oak St, Miami, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429136	CLM	Juan O Murray	1959-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429135	CLM	Juan O Murray	1959-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405106	CLM	Mary A Miller	1961-10-25	UHC-64703-56	—	870 Market St, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-423225	CLM	Sarah Long	1977-08-16	UHC-37791-64	—	2128 Ocean Ave, Nashville, TN, 37284	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416147	CLM	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-411566	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave Apt 28, Gilbert, AZ, 85255	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-431534	CLM	Amanda Li	1968-03-22	UHC-98440-07	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
CLM-401533	CLM	Dona Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX, 77020	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426612	CLM	Elizabeth G Reed	1950-03-08	—	9325660609	8057 Palm Dr, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413380	CLM	Olivia Robertson	1950-11-13	—	5592256717	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-424595	CLM	Jeryr Thomas	1975-09-28	UHC-77632-15	4854250951	8244 Washington St, Sacramento, CA, 95889	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411366	CLM	Elizabeth Ray	1992-01-25	—	—	7416 Oak St, Las Vegas, NV, 89186	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420981	CLM	Andrew Fernandez	1954-12-06	—	—	3013 Pine Dr, Dallas, TX, 75280	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-416922	CLM	Anthony Garcia	2008-06-19	UHC-44396-53	6396636939	1099 Baseline Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411372	CLM	Peter P Edwards	1948-09-12	—	3774316210	6925 Pine Dr, Mesa, AZ, 85257	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423879	CLM	Diane Austn	1955-11-21	UHC-03189-68	—	2127 Maple Ave, Eden Prairie, MN, 55302	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410114	CLM	Gerald Chavez	—	UHC-99698-91	4268273256	6886 Central Ave, Seattle, WA, 98186	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407228	CLM	Bruce Wagner	1982-02-16	—	4659720442	7740 Palm Dr, Seattle, WA, 98192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419528	CLM	Billy M Cook	1978-11-21	—	3589721902	5824 Willow Ct, Scottsdale, AZ, 85208	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403978	CLM	Timothy Arnold	1957-04-13	UHC-51075-25	—	7089 Mesa Dr, Charlotte, NC, 28227	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-432222	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	—	4275 Union St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431924	CLM	Mari Moore	1952-08-07	UHC-35971-23	—	3317 Lincoln Way, Atlanta, GA	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP missing+2 more
CLM-421427	CLM	Katherine F Lucas	1946-05-19	UHC-42065-62	2249149800	1463 Cedar Ln # 249, Gilbert, AZ, 85254	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427750	CLM	Gary Z Burns	1984-11-19	UHC-59403-81	—	5738 Meadow Ln, Mesa, AZ, 85253	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424439	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424440	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420168	CLM	Carolyn H Morales	—	—	—	9473 Elm St, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-410023	CLM	Tyler Carter	1997-10-16	—	—	7468 Lake View Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410188	CLM	Charlotte R Marquez	1942-01-27	UHC-49101-35	—	1083 Mountain View Dr, Atlanta, GA, 30358	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419120	CLM	Le U Jonathan	1978-08-09	UHC-34946-14	8089783259	4386 Market St, Denver, CO, 80254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406416	CLM	Heather Singh	1948-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426312	CLM	Cheryl Perez	1963-04-01	—	6088639791	1788 Sunset Blvd, Mesa, AZ, 85248	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-400200	CLM	Roegr Orttiz	1970-12-19	UHC-26091-54	2333673612	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431859	CLM	Randy Rss	1940-01-07	—	3174487162	728 Spring St, Orlando, FL, 32893	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423642	CLM	Timothy Franklin	1968-05-13	UHC-31927-61	—	1703 Oak St, Eden Prairie, MN, 55322	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414585	CLM	Sam Ross	1998-03-03	UHC-33174-59	9402383965	3528 Meadow Ln Apt 33, Houston, TX, 77002	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413821	CLM	Logan T Phillips	1962-04-09	UHC-41116-08	—	2237 Market St, Seattle, WA, 98118	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-424343	CLM	Amber Reed	1938-04-08	UHC-53409-60	3153608502	715 Valley View Dr, Miami, FL, 33183	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418070	CLM	Perez Kayla	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-411108	CLM	Adam Rogers	1991-02-14	UHC-08320-64	2954659419	550 Valley View Dr, Tampa, FL, 33679	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408058	CLM	Gabriel Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408849	CLM	Mariana Mason	1965-12-17	—	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429127	CLM	Lauren Wagner	1959-01-09	—	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409791	CLM	Melissa Palmer	1944-12-17	UHC-30104-68	5127205570	5098 Bayshore Dr Apt 34, Los Angeles, CA, 90032	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more

18,771 rows, page 87 of 376Previous Next