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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-432386	CLM	Margaret Ramos	1995-07-26	UHC-40021-88	6014371352	4658 Mesa Dr, Columbus, OH, 43222	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-423128	CLM	Sandra Banks	2000-12-28	UHC-77872-48	5844352533	7841 Park Pl, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407188	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407189	CLM	Linda Obrien	1944-04-01	—	—	3414 Canyon Rd, Nashville, TN, 37292	0.64	Name re-cased 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-416773	CLM	Melissa Guzman	1939-11-15	UHC-18796-23	—	998 Broadway, Minneapolis, MN, 55459	0.64	Name re-cased Two-digit birth year Address re-cased City re-cased+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-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-401638	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-417889	CLM	Ryan Wright	1953-03-20	UHC-72160-97	—	2436 Maple Ave, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+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-412413	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-411818	CLM	Aaron Sandoval	2006-04-13	UHC-29436-35	—	8939 Valley View Dr, Jacksonville, FL, 32220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-401655	CLM	Albert Salaazr	1970-06-22	—	—	7410 Forest Ave # 373, Los Angeles, CA, 90074	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-411774	CLM	Eric XJunk	1950-09-19	UHC-64477-90	—	6054 Forest Ave, Las Vegas, NV, 89146	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427943	CLM	Sarah Cox	1961-09-08	UHC-82695-39	—	1726 Apache Blvd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423804	CLM	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-430822	CLM	Kimberly Wang	1988-01-05	—	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417215	CLM	Jack Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420323	CLM	Danny Tucker	1947-10-26	—	—	963 Willow Ct, Jacksonville, FL, 32249	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422215	CLM	Yuki Smith	1995-02-28	—	—	8941 Highland Ave, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403244	CLM	Ken Martinez	1966-11-26	UHC-66774-91	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427679	CLM	Margaret Yang	1987-12-28	UHC-98394-52	—	45 Park Pl, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404034	CLM	Logan Burton	1948-06-07	UHC-40551-44	—	3861 Lake View Rd, San Diego, CA, 92197	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418503	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412196	CLM	Edward Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417041	CLM	Lawrence Greene	—	UHC-33689-73	—	2538 Sage Ct, Austin, TX, 78736	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408812	CLM	Mary J Burton	2008-01-03	—	—	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408851	CLM	Hiroshi B Welch	1962-06-24	—	—	5244 Forest Ave, Tucson, AZ, 85776	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415790	CLM	Walter Davis	1950-11-05	UHC-83207-26	8969590017	5197 Cedar Ln # 998, Las Vegas, NV, 89109	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-420452	CLM	Yuki Elliott	2007-03-18	—	2832385672	6045 Oak St, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407415	CLM	Amanda Walker	1981-01-27	—	5855605844	6447 Pine Dr, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-428031	CLM	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406435	CLM	Ashley Reid	—	UHC-23123-72	3146496614	7945 Central Ave, Dallas, TX, 75270	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-430109	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413593	CLM	Mark C Arnold	2004-12-05	—	—	3979 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415754	CLM	Yuki U Mitchell	2000-09-18	—	3164967668	2935 Valley View Dr, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401315	CLM	Abigail Berry	1966-02-26	—	—	9149 Lincoln Way # 622, Tampa, FL, 33670	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-417876	CLM	Jessica H Garza	1962-01-08	—	—	5622 Harbor Blvd, Minneapolis, MN, 55420	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 57 of 263Previous Next