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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431830	CLM	Russell Rojas	1966-11-19	—	6555818674	1584 Broadway, Houston, TX, 77069	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406155	CLM	Janet Turner	1938-12-18	UHC-84100-90	5975361492	856 Central Ave, Sacramento, CA, 95879	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428198	CLM	Jesse Baker	1985-01-05	—	3199329132	6412 Lincoln Way, Houston, TX, 77033	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423283	CLM	Elijah Medina	1950-10-18	—	3752726270	7269 Mesa Dr, Denver, CO, 80298	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427845	CLM	Bryan Y Mitchell	1999-02-03	—	6647059422	7660 Baseline Rd, Sacramento, CA, 95833	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-421056	CLM	Gregory Walker	1959-11-26	UHC-01696-10	4745571305	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403223	CLM	Michael S Campbell	2005-09-05	UHC-94863-84	7468972594	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-414676	CLM	Noah Pena	1956-04-21	—	2538623607	9141 Oak St, Tempe, AZ, 85241	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422841	CLM	Bryan Guerrero	1949-04-19	UHC-44575-81	4654197228	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402736	CLM	Steven Ortiz	1954-08-10	—	7704076115	7834 Camelback Rd, Jacksonville, FL, 32224	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-419225	CLM	Maria Moore	1962-11-15	UHC-93684-85	5386593462	7527 Canyon Rd, Minneapolis, MN, 55472	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-403058	CLM	Wayne Jones	1975-01-24	UHC-18856-20	5299975980	408 Canyon Rd, Jacksonville, FL, 32204	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420738	CLM	Carol Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426934	CLM	Ashley Garza	1971-09-10	UHC-69569-85	6758275683	6125 Park Pl, Plano, TX, 75086	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408457	CLM	Anthony Luna	1974-03-27	—	5774807205	9306 Spring St, Phoenix, AZ, 85008	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421866	CLM	Nancy T Wong	2006-05-23	—	8725633120	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407556	CLM	Laura Gonzales	1955-03-11	—	3362313576	2608 Washington St, Fresno, CA, 93729	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-417699	CLM	Nuah Rogers	1958-04-08	UHC-89314-56	8824235999	8880 Park Pl, Nashville, TN, 37275	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-403661	CLM	Nathan Morrison	1976-10-19	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.82	Phone reformatted Member ID reformatted Gender normalised
CLM-416324	CLM	Joan Carr	2004-03-05	UHC-03224-30	3346212733	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-430017	CLM	Jason I Weber	1946-08-05	UHC-31032-99	7283690757	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-425552	CLM	Emily F White	1942-09-14	UHC-52127-72	8232470038	208 Apache Blvd, Tempe, AZ, 85295	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-415158	CLM	Judith Gutierrez	1991-04-19	UHC-59560-29	3799246218	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-400267	CLM	Charlotte M Ortiz	2002-10-16	UHC-52389-49	4594479762	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422612	CLM	Carlos C Williamson	1977-07-01	UHC-61358-72	7075107974	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421669	CLM	Adam Soto	1963-03-23	UHC-12844-11	4985483779	9868 Elm St, Atlanta, GA, 30318	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-401674	CLM	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-418494	CLM	Aizha Castro	1938-10-08	UHC-02967-76	8946040056	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-427878	CLM	Charlotte Powell	1987-10-20	UHC-60454-65	7032493841	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-413978	CLM	Lisa U Garrett	1941-11-08	UHC-24813-74	5152404423	4103 Sage Ct, Houston, TX, 77019	0.82	Name re-cased Phone reformatted Gender normalised
CLM-407518	CLM	Melissa P Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-401214	CLM	Carl Morrison	1989-06-26	—	6654491872	3084 River Rd, Denver, CO, 80236	0.82	Name re-cased Phone reformatted Gender normalised
CLM-404901	CLM	Geralld Cox	1971-10-05	UHC-87483-13	7334923654	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-432185	CLM	Wei Grant	1961-02-09	UHC-03343-57	7955828203	9605 Highland Ave, Seattle, WA, 98161	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-429907	CLM	John Carlsun	1965-03-06	—	5657975753	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-424543	CLM	Judy X Walker	1964-12-08	—	6175755014	1921 Grand Ave, Fresno, CA, 93728	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-402410	CLM	Debra Romero	1946-06-10	—	9009946349	1512 Central Ave, San Antonio, TX, 78287	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-402411	CLM	Debra Romero	1946-06-10	—	9009946349	1512 Central Ave, San Antonio, TX, 78287	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-430880	CLM	Sophia Williamson	—	UHC-77075-88	6927316891	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425073	CLM	Lauren Z Valdez	1958-07-09	UHC-61342-50	2958685888	829 Grand Ave, Plano, TX, 75028	0.82	Phone reformatted Street suffix standardised Address re-cased
CLM-415589	CLM	George Chen	1955-05-03	UHC-16155-35	6878507090	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-402043	CLM	Sctt Shaw	1943-09-25	—	5699184977	663 Market St, Dallas, TX, 75296	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-413650	CLM	Fatima Wallace	1990-07-28	—	6099115729	2601 Central Ave, Atlanta, GA, 30335	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421451	CLM	Arjun Williams	—	UHC-60834-44	9404445698	8526 Bayshore Dr, Miami, FL, 33173	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-407092	CLM	Lucia Grray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC, 28253	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-421965	CLM	Jeff Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd # 382, Las Vegas, NV, 89189	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-416620	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave, Phoenix, AZ, 85017	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-421689	CLM	Jerry P Carroll	2007-12-04	UHC-29926-01	8899810753	8806 Lincoln Way, Jacksonville, FL, 32287	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-406270	CLM	Nicole Roriguez	2008-05-07	UHC-29082-91	9859842278	9401 Ocean Ave, Tempe, AZ, 85221	0.82	Phone reformatted Gender normalised Placeholder values cleared
CLM-405796	CLM	Jordan Duncan	1993-06-11	—	7863190096	4713 Indian School Rd, Houston, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared

11,960 rows, page 168 of 240Previous Next