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-416648	CLM	Christine Simpson	1943-05-14	—	—	5125 Hillcrest Rd Apt 22, Phoenix, AZ, 85092	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401809	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	—	2610 Baseline Rd, Glendale, AZ, 85327	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412621	CLM	Jean Chen	1989-09-10	UHC-94984-08	—	9310 Camelback Rd # 352, Plano, TX, 75025	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403519	CLM	Pemela E Thompson	1981-12-15	—	—	99 Valley View Dr, Glendale, AZ	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
CLM-416119	CLM	Camila W Walsh	1960-01-13	UHC-89214-02	7716885768	2775 Harbor Blvd, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-410741	CLM	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424290	CLM	Martha Y Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417866	CLM	Jacqueline Maldonado	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-423780	CLM	Gloria Miller	1950-12-10	—	—	58 Forest Ave, Plano, TX, 75023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-427075	CLM	Jack Jordna	1957-07-13	UHC-50049-24	4172964300	6754 Canyon Rd, Columbus, OH, 43278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421837	CLM	Billy Griffin	1963-04-04	UHC-50393-25	—	4415 Union St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414091	CLM	Natalie Collins	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415935	CLM	Ben I Dunn	1962-04-25	—	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420883	CLM	Paul Bennett	1970-06-17	UHC-74898-50	9694094238	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-426690	CLM	Carl Ray	1963-08-05	UHC-21904-36	—	1930 Harbor Blvd # 457, Mesa, AZ, 85208	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426643	CLM	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	8910 Mountain View Dr Apt 19, Dallas, TX, 75234	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425086	CLM	Joan Z Bennett	1943-02-10	UHC-27960-11	—	6070 Union St, San Diego, CA, 92146	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431174	CLM	Virginia Fernandez	1973-06-03	UHC-33328-14	8542792861	—	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-412575	CLM	Joe Ford	—	—	—	1902 Highland Ave, Chandler, AZ, 85201	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408569	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.52	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-404361	CLM	Isabella Burns	1948-08-20	UHC-10907-04	—	709 Mountain View Dr, Atlanta, GA, 30397	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426785	CLM	Angela Ellis	1949-03-02	UHC-75200-93	4463762583	2733 Baseline Rd # 743, Tampa, FL, 33690	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410623	CLM	Keith Campbell	1962-05-19	UHC-28637-30	—	5441 Meadow Ln # 306, Nashville, TN, 37234	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417947	CLM	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	9629 Cedar Ln, Gilbert, AZ, 85264	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432005	CLM	Virginia Gordon	1975-11-08	UHC-62470-62	—	3974 Willow Ct, Gilbert, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-430980	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402281	CLM	Hiroshi N Kelley	1977-12-16	UHC-89921-68	—	1459 Jefferson Ave, Miami, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416497	CLM	Aisha Gibson	1941-12-19	—	8773634795	3743 Church St Apt 19, Atlanta, GA, 30359	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-402691	CLM	Larry Myes	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-425106	CLM	Martha Dixon	2007-02-09	UHC-86777-89	—	8595 Desert Sky Blvd, Houston, TX, 77074	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408687	CLM	Evelyn Ramos	1970-12-02	UHC-77500-44	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431278	CLM	Nicholas Marshall	1955-12-11	UHC-05205-98	6498532301	779 Elm St, Atlanta, GA, 30336	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424266	CLM	Jess Dominguez	1987-06-07	UHC-00531-60	7186510001	6559 Indian School Rd, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431198	CLM	Wayne Romero	1945-03-26	—	4467868191	7933 Maple Ave, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429946	CLM	Nathan Stephens	1963-05-09	UHC-96209-03	—	4241 Mesa Dr, Minneapolis, MN, 55499	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405955	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	—	7646 Ridge Rd, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412198	CLM	Mark Tran	1961-04-26	—	—	427 Washington St, San Diego, CA, 92164	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430845	CLM	Emma Richardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408892	CLM	Jean W Carr	1969-06-27	UHC-65157-91	—	901 Central Ave, Los Angeles, CA, 90095	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
CLM-410062	CLM	Jerry Flores	1995-09-19	—	3986094329	9045 Indian School Rd, Glendale, AZ, 85390	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400916	CLM	Christian Hudson	1969-07-28	UHC-86325-72	7572503934	7305 Market St, Charlotte, NC, 28210	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408043	CLM	Joyce Andrews	1954-12-28	UHC-46410-68	—	1441 Park Pl, Tucson, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418913	CLM	Natalie Gray	1947-07-07	UHC-63669-97	8179570878	8297 Lincoln Way Apt 37, Charlotte, NC, 28215	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
CLM-425660	CLM	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425972	CLM	Natalie Johnston	—	—	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-406342	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406343	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420525	CLM	Denise Ramos	1960-12-10	UHC-80996-85	5257937763	899 Forest Ave # 582, Denver, CO, 80256	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-426907	CLM	Frank Garcia	1940-07-01	UHC-99822-51	—	9059 Market St, Denver, CO, 80268	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406194	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,226 rows, page 14 of 65Previous Next