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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402545	CLM	Lucia Hansen	1985-01-22	UHC-40817-20	3357434090	671 Maple Ave, Mesa, AZ, 85293	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-418924	CLM	Bradley Graay	1942-07-22	UHC-96466-84	7944122851	9015 Valley View Dr, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412755	CLM	Priya P Spencer	2007-01-27	UHC-46670-64	—	252 Apache Blvd, Houston, TX, 77015	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426939	CLM	Randy Munoz	2003-09-18	UHC-21023-01	3436893410	7660 Central Ave, Sacramento, CA, 95872	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424672	CLM	Sandra Obrien	1975-12-18	UHC-04569-93	—	6992 Jefferson Ave, Fresno, CA, 93777	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411115	CLM	Carl Chen	1997-08-15	UHC-16221-28	6119534344	8246 Canyon Rd, Charlotte, NC	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-410099	CLM	Rachel C Hughes	1963-04-07	—	—	6194 Willow Ct, Austin, TX, 78713	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420044	CLM	Daniel Parker	1977-04-03	UHC-98857-93	—	5608 Canyon Rd, Tucson, AZ, 85759	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427469	CLM	Jacob Mitchell	1981-05-21	UHC-54026-38	—	9611 Bayshore Dr, Houston, TX, 77028	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407618	CLM	Timothy Kim	1949-12-24	UHC-68405-99	3733865400	5736 Grand Ave, San Antonio, TX, 78214	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423431	CLM	Ralph Knight	1998-02-15	UHC-26304-24	—	3878 Jefferson Ave, Seattle, WA, 98155	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402337	CLM	Tommy Rios	1948-10-16	UHC-86093-47	—	9851 Hillcrest Rd, Fresno, CA, 93708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413417	CLM	Bobby Miller	1995-01-10	—	—	3637 Harbor Blvd, Tucson, AZ, 85759	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431783	CLM	Mariana Morrison	2006-09-09	—	—	279 Jefferson Ave, Tucson, AZ, 85715	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429924	CLM	Stephen Freeman	1991-10-18	—	4962753492	1765 Spring St, Atlanta, GA, 30398	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413308	CLM	Cynthia M Ray	1944-07-28	UHC-77905-14	—	2807 Lake View Rd, Houston, TX, 77071	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-414390	CLM	Walter Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414845	CLM	Betty Peters	1990-01-10	—	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404975	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St, Mesa, AZ, 85263	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411782	CLM	Sofia Weaver	1995-10-15	—	—	7535 Mesa Dr, Orlando, FL, 32814	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421213	CLM	Gerald Rios	1976-03-19	—	—	3000 Maple Ave, San Antonio, TX, 78252	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-407467	CLM	Vincent Adams	1942-02-11	—	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430020	CLM	Madison H Pyne	1995-11-13	—	—	4122 Market St, Eden Prairie, MN, 55344	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427426	CLM	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
CLM-431090	CLM	Diana Dixon	1999-02-21	—	7065056555	6630 Washington St, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-429985	CLM	Theresa McDonald	1967-09-28	UHC-35139-46	—	3477 Jefferson Ave, Mesa, AZ, 85242	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427083	CLM	Anna Ortiz	1950-04-27	—	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402703	CLM	Donna Russell	1941-05-01	—	—	1862 Mesa Dr, Miami, FL, 33125	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432083	CLM	Jeffrey Warren	2001-02-27	—	6464297828	7249 Lincoln Way, Tucson, AZ, 85709	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-403312	CLM	Justin I Palmer	1950-09-24	UHC-44225-20	—	7502 Pine Dr, Phoenix, AZ, 85043	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410063	CLM	Steven Nelson	1964-01-11	UHC-42830-85	5655606138	960 Apache Blvd, Chandler, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431308	CLM	Ana Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423305	CLM	Richard Boyd	1960-01-03	UHC-17428-14	2893718455	3990 Oak St, Tucson, AZ, 85789	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410465	CLM	Luis Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430567	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430568	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408752	CLM	Timothy Myers	1949-03-24	UHC-88645-59	3104737877	4105 Mesa Dr, Eden Prairie, MN, 55382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409851	CLM	Denise Stephens	1995-08-16	—	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415630	CLM	Susan Padilla	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd, Glendale, AZ, 85397	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411957	CLM	Henry Alvarez	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL, 33643	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408831	CLM	Gregory Parker	1961-05-05	UHC-82884-11	—	2142 Mountain View Dr, Glendale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-408165	CLM	Philip W Black	1955-02-06	UHC-68692-47	8183431032	1873 Forest Ave, Houston, TX, 77015	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404813	CLM	Denise Davis	1990-08-20	UHC-10523-05	8646063712	5468 Bayshore Dr, Atlanta, GA, 30340	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403372	CLM	Brandon Burke	1978-12-18	UHC-96135-51	2189824790	7916 Meadow Ln, Gilbert, AZ, 85271	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432623	CLM	Elizabeth Santos	1954-09-06	UHC-22491-86	—	596 Elm St, Scottsdale, AZ, 85222	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424243	CLM	Lawrence Z Richards	1941-01-24	UHC-83053-66	8354589328	6650 Main St, Glendale, AZ, 85314	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-425850	CLM	Carl Robertson	1976-08-21	—	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419561	CLM	Wayne Harper	1964-10-28	UHC-30787-33	—	3822 Church St, Tampa, FL, 33679	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426674	CLM	Carlos Stewart	1988-03-11	—	—	1899 Desert Sky Blvd Apt 17, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more

5,235 rows, page 60 of 105Previous Next