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-432781	CLM	Brien Vazquez	1956-09-26	UHC-89900-10	3542605010	6606 Oak St, Austin, TX, 78766	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427471	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421247	CLM	Michael Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402622	CLM	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave, Minneapolis, MN, 55458	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411626	CLM	Santiago F Henry	1995-11-06	—	3157058390	226 Canyon Rd, Mesa, AZ, 85255	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402084	CLM	Peter Walker	1986-04-18	UHC-17729-51	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406413	CLM	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420702	CLM	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422101	CLM	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX, 75215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421832	CLM	Larry Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422883	CLM	Hannah P Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428386	CLM	Eric Simons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415541	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415542	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423846	CLM	Anna Wong	1955-01-13	—	6014153615	3418 Indian School Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-409457	CLM	Timothy Perez	1940-01-24	UHC-45125-91	8733213078	3824 Oak St, Miami, FL, 33197	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-411166	CLM	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403743	CLM	Raymond Park	1976-12-12	UHC-17523-45	7324001291	8576 Forest Ave, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
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-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-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-402238	CLM	Stephen Mason	1949-01-20	UHC-11372-10	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429654	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	6332886287	5409 Union St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-413762	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-424749	CLM	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St, Las Vegas, NV, 89143	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-427319	CLM	Charles Gonzalez	1974-07-20	UHC-02909-70	2667982251	559 Desert Sky Blvd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-412982	CLM	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-400113	CLM	Joseph Richardson	1962-04-11	—	2944170525	766 Indian School Rd, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-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-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
CLM-407606	CLM	Richard Q Washington	2006-06-16	UHC-88336-76	5408400677	8427 Camelback Rd, Glendale, AZ, 85357	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 43 of 240Previous Next