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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406004	CLM	Janice Roberts	1981-08-28	UHC-08282-28	—	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-402883	CLM	Diana P Evans	1997-04-15	—	—	5623 River Rd, Phoenix, AZ, 85007	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407972	CLM	Margaret Hughes	1954-04-12	UHC-43067-83	—	9478 Central Ave, Mesa, AZ, 85280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419629	CLM	Diego Holmes	2001-07-14	UHC-44088-21	2757353063	6248 Baseline Rd, Los Angeles, CA, 90061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427620	CLM	Robert Bryant	2006-01-01	UHC-52468-82	—	7872 Ridge Rd, Las Vegas, NV, 89121	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412764	CLM	Debra Feilds	1973-06-12	UHC-12024-33	—	1358 Pine Dr, Phoenix, AZ, 85093	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431663	CLM	James R Porteer	1948-06-18	UHC-83196-09	—	8111 Ocean Ave, Atlanta, GA, 30316	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-410428	CLM	Anna Dunn	1979-05-15	—	—	1087 Hillcrest Rd, Miami, FL, 33155	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419191	CLM	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-426070	CLM	Ann R Bans	1996-06-14	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-413479	CLM	Carol Gonzalez	1989-12-08	—	5494614146	6677 Cedar Ln, Phoenix, AZ, 85098	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425989	CLM	Kevin V Knight	1953-01-22	UHC-45883-68	—	7111 Ridge Rd, Minneapolis, MN, 55444	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413037	CLM	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd # 916, Sacramento, CA, 95866	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-424152	CLM	Ann Harper	1944-02-20	—	—	9213 Camelback Rd, Austin, TX, 78776	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429265	CLM	Terry Russell	1940-06-04	—	—	8387 Apache Blvd, Charlotte, NC, 28204	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-423345	CLM	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN, 37275	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-428708	CLM	Alexander Charlotte	1966-07-09	UHC-38582-59	8152173038	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-425419	CLM	Samantha Palmer	2008-02-16	UHC-09047-81	—	523 Lake View Rd, Los Angeles, CA, 90049	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419250	CLM	Fatima Henderson	1970-11-22	UHC-17129-93	—	7774 Church St, Dallas, TX, 75255	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-417939	CLM	Janiice Greene	1986-08-15	UHC-32981-06	5937820515	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-411336	CLM	Jacqueline Burke	1969-12-10	—	—	9478 Harbor Blvd, San Diego, CA, 92122	0.66	Name re-cased Two-digit birth year State code upper-cased Gender normalised+1 more
CLM-421617	CLM	Victoria Fields	1943-08-20	—	—	4522 Mesa Dr, Minneapolis, MN, 55473	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-421390	CLM	Priya Shaw	1962-02-02	UHC-12156-22	—	5944 Park Pl, San Diego, CA, 92149	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411265	CLM	Omar Wheeler	1960-05-05	UHC-30732-71	2125578510	239 Camelback Rd, Chandler, AZ, 85210	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412284	CLM	Kathleen Bryant	1993-08-19	UHC-97131-90	5482378126	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-401993	CLM	Alexis Henderson	1968-03-27	—	2472407417	5737 Lake View Rd, Phoenix, AZ, 85033	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417415	CLM	Angela Martin	2006-02-23	UHC-26771-60	5632274890	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-403493	CLM	Maria Burns	1978-03-19	—	—	—	0.66	Two-digit birth year Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-423749	CLM	Julia Myers	2001-03-08	UHC-12935-90	—	7917 Desert Sky Blvd, Scottsdale, AZ, 85271	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-409661	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401876	CLM	Isabella Bowman	1953-10-22	UHC-75417-10	2488754259	1711 Union St, Chandler, AZ, 85238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418884	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	—	3611 Central Ave, San Diego, CA, 92112	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-428399	CLM	Heaher Castillo	1970-03-18	UHC-37392-76	—	6411 Main St, Scottsdale, AZ, 85255	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421843	CLM	Greg Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419367	CLM	Tyler Obrien	1961-04-24	UHC-95482-31	8695392532	1107 Pine Dr, Orlando, FL, 32828	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422687	CLM	Heather P Cook	1973-01-10	—	—	6040 Mountain View Dr, Tampa, FL, 33672	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-423494	CLM	Rachel Carr	1969-09-16	UHC-98318-41	—	6128 Central Ave, Seattle, WA, 98165	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413274	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	6645 Palm Dr, Los Angeles, CA, 90080	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432673	CLM	Amber Griffin	1939-12-09	UHC-63625-50	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-428047	CLM	Roger R Arnold	1998-06-21	UHC-95060-50	—	1890 Meadow Ln, Fresno, CA, 93709	0.66	Two-digit birth year State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-410796	CLM	Nancy Carroll	1979-05-04	UHC-31589-42	—	6414 Meadow Ln, Phoenix, AZ, 85091	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409710	CLM	Denise F Lopez	1984-03-27	UHC-94618-30	—	5822 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-410989	CLM	Gerald Robertson	1950-10-09	—	7873326872	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-425070	CLM	Joan Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411757	CLM	Daniel Wood	1976-08-20	UHC-16055-58	—	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422692	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more

2,168 rows, page 22 of 44Previous Next