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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408770	CLM	Bradley Perce	1994-09-12	UHC-10913-48	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-427173	CLM	Bryan Black	1940-01-26	—	—	985 Apache Blvd, Minneapolis, MN, 55412	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-430451	CLM	Henry Riley	1989-05-22	UHC-56379-27	9583325527	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-407613	CLM	Willie V Robinson	1992-04-01	—	5023689952	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-418724	CLM	Heather Armstrong	1948-05-11	UHC-08049-74	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-430394	CLM	Douglas Phillips	1976-03-27	—	—	4676 Broadway, San Antonio, TX, 78251	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-432139	CLM	Roger Wang	1950-02-04	UHC-97290-31	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424199	CLM	Alan Fernandez	1939-07-11	UHC-10140-97	—	5387 Baseline Rd, San Antonio, TX, 78297	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-425810	CLM	Gary Kelly	1969-12-25	UHC-44852-79	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-431554	CLM	Yuki Simpson	1964-09-27	—	2542366654	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-401045	CLM	Martha Bailey	1972-11-04	UHC-06979-99	5147272912	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-404010	CLM	Diana J Russell	1999-01-05	UHC-52397-34	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416186	CLM	Laura F Little	1991-07-09	UHC-22772-24	—	5722 Grand Ave, Las Vegas, NV, 89146	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-411702	CLM	Wei Robinson	1985-07-06	—	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
CLM-420351	CLM	Helen Wright	1968-04-24	UHC-67550-86	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-425963	CLM	Alan Lee	1989-07-13	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-407862	CLM	Marilyn Hunt	2000-04-25	UHC-87899-87	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-422860	CLM	Cynthia Ortega	2002-07-08	—	2574457724	3415 Canyon Rd, Nashville, TN, 37299	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-407272	CLM	Theresa Stevens	1954-10-25	UHC-14306-89	—	9388 Church St, Eden Prairie, MN, 55377	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418402	CLM	Eugene Lane	1976-10-05	UHC-40068-81	5136881153	8792 Main St, Charlotte, NC, 28286	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-416581	CLM	Mason Raamirez	1988-07-17	—	9699818355	7429 Bayshore Dr, Jacksonville, FL, 32296	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-416580	CLM	Mason Raamirez	1988-07-17	—	9699818355	7429 Bayshore Dr, Jacksonville, FL, 32296	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-412442	CLM	Laura Park	1993-08-21	UHC-74626-53	—	2212 Lincoln Way, Austin, TX, 78722	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-412443	CLM	Laura Park	1993-08-21	UHC-74626-53	—	2212 Lincoln Way, Austin, TX, 78722	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418959	CLM	Nicole Carr	1961-06-14	UHC-85502-91	—	7331 Pine Dr, Phoenix, AZ, 85053	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416250	CLM	Christian Castillo	1973-10-17	UHC-97898-44	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-411322	CLM	Sean K Moore	1955-11-21	UHC-28439-67	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-411050	CLM	Luis Clark	1983-08-07	UHC-84938-13	2014297624	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-414095	CLM	Debra Elliott	1959-08-05	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421767	CLM	Pat Li	1969-12-22	UHC-70875-63	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-406732	CLM	Kathryn Watosn	1973-06-16	UHC-16945-29	—	2955 Washington St, Nashville, TN, 37289	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-421130	CLM	Bell Doris	1957-03-09	UHC-49343-44	6277660285	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416072	CLM	Albert Alvarez	1975-08-20	UHC-42353-95	—	344 Broadway, Tucson, AZ, 85773	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-419926	CLM	Olivia Armstrong	1995-09-11	UHC-25797-48	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424052	CLM	Kim Gibson	2004-07-23	UHC-59029-58	8095436886	3019 Mesa Dr, Houston, TX, 77092	0.84	Name split from “Last, First”Phone reformatted
CLM-403877	CLM	George Graham	1989-01-03	UHC-02568-85	—	1521 Palm Dr, Austin, TX, 78732	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405303	CLM	Jluia Simmons	1965-04-28	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414391	CLM	Lawrence Edwards	2003-09-21	UHC-37501-93	—	8301 Meadow Ln, San Diego, CA, 92176	0.84	Name split from “Last, First”Placeholder values cleared
CLM-429447	CLM	Richard Wheeler	1945-09-02	—	—	4484 Valley View Dr, Charlotte, NC, 28216	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431955	CLM	Beverly Lane	1939-05-15	—	9549045290	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425346	CLM	Juan Campbell	1988-12-21	—	—	7855 Main St, Houston, TX, 77045	0.84	Name split from “Last, First”Placeholder values cleared
CLM-422611	CLM	Carlos Williamson	1977-07-01	UHC-61358-72	—	5335 Highland Ave, Tempe, AZ, 85242	0.84	Name split from “Last, First”Placeholder values cleared
CLM-417018	CLM	Jean Andrews	1940-07-07	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-401626	CLM	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	—	0.84	Name split from “Last, First”Phone reformatted
CLM-400762	CLM	Heather M Wells	1942-07-17	UHC-18415-10	2048378450	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412952	CLM	Elijah Meyer	1958-01-17	UHC-22809-59	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-425189	CLM	Mateo Alexander	1973-03-12	UHC-97262-81	—	3499 Pine Dr, Tucson, AZ, 85763	0.84	Name split from “Last, First”Placeholder values cleared
CLM-421962	CLM	Nicole Porter	1940-05-27	UHC-79932-95	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-416930	CLM	Nathan Gonzales	2006-02-18	UHC-41893-36	6422183948	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431952	CLM	Michael C Kim	1981-08-12	UHC-02686-18	9009701989	—	0.84	Name split from “Last, First”Placeholder values cleared

3,226 rows, page 62 of 65Previous Next