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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409999	CLM	Terry I Rojas	1939-04-22	UHC-95768-18	—	6182 Maple Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422152	CLM	Albert Rivera	2004-06-04	UHC-19050-10	—	3812 Ridge Rd, Tucson, AZ, 85725	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400133	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430515	CLM	Sara Hicks	2001-12-23	—	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411929	CLM	Lawrence Ramirez	1998-06-26	—	5586917924	5181 Desert Sky Blvd, Scottsdale, AZ, 85268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410442	CLM	Amy Yang	2002-08-10	—	—	1529 Market St, Fresno, CA, 93761	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-404676	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432540	CLM	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct, Sacramento, CA, 95894	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403049	CLM	Ethan Vazquez	1990-01-23	—	2648335290	1776 Lake View Rd, Orlando, FL, 32853	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420286	CLM	Janet Brown	2006-05-26	—	5157272000	4416 Desert Sky Blvd, Austin, TX, 78726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421647	CLM	Kathryn Ford	1995-01-12	UHC-66109-47	3106383894	779 Valley View Dr, Seattle, WA, 98108	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405666	CLM	Jacqueline V Fowler	1999-12-16	—	—	1885 Central Ave, Jacksonville, FL, 32221	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-431821	CLM	Cheryl Chavez	1942-11-18	UHC-63288-21	5237583490	4883 Indian School Rd, Atlanta, GA, 30369	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417031	CLM	Frank Knight	1986-12-16	UHC-31257-06	9645119229	4119 Mesa Dr, Gilbert, AZ, 85201	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431314	CLM	Joshua Guerrero	1963-09-04	—	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400944	CLM	Amber Walker	1993-08-19	—	7785053188	6562 Elm St, Orlando, FL, 32846	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424034	CLM	Megan Kim	2007-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420049	CLM	Alan O Pierce	1970-01-22	—	—	4710 Camelback Rd, Charlotte, NC, 28235	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418952	CLM	Omar Hunt	1938-05-20	—	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403697	CLM	Christina L Burke	1976-06-13	UHC-19046-98	4377423752	5791 Cedar Ln, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416066	CLM	Jeffrey Cooper	1969-05-25	—	2899674606	4452 Elm St, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409283	CLM	Janice Montgomery	2005-11-28	UHC-33646-35	8437484101	5292 Union St, Jacksonville, FL, 32272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419640	CLM	Lisa Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428589	CLM	Ana Carr	1981-08-17	UHC-99021-58	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-418269	CLM	Walter Stewart	1987-11-13	UHC-24161-31	—	6528 Camelback Rd, Gilbert, AZ, 85218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408041	CLM	Jesse Clark	1997-05-22	UHC-50171-70	2178278730	2667 Pine Dr, Las Vegas, NV, 89104	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423601	CLM	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr Apt 24, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-410383	CLM	Vincent Smith	1954-08-27	UHC-60680-60	3492261141	2219 Canyon Rd, San Diego, CA, 92184	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411723	CLM	Julia D Jensen	1964-03-28	UHC-01842-56	8856956043	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412598	CLM	Kathleen Brown	1994-08-14	UHC-43169-47	7469228012	3092 Sage Ct, Orlando, FL, 32854	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415414	CLM	Carolyn Jordan	1952-10-12	UHC-84537-40	9293703365	3878 Market St, Charlotte, NC, 28245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404593	CLM	Eugene Tucker	1989-07-13	—	—	9002 Maple Ave, Glendale, AZ, 85380	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418974	CLM	Elizabeth Simmons	1985-06-17	—	9257653754	9041 Baseline Rd, Fresno, CA, 93797	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431799	CLM	Beverly Dixon	1976-02-15	UHC-50494-97	3724145472	1940 Ocean Ave, Miami, FL, 33191	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407701	CLM	Rogeer George	1983-01-10	UHC-80137-83	4533472618	1902 Washington St, Atlanta, GA, 30362	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
CLM-421507	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431903	CLM	Marilyn Bradley	1966-09-13	—	—	901 Forest Ave, Seattle, WA, 98166	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413133	CLM	Danielle Vasquez	1992-12-06	—	6676001629	7400 Meadow Ln, Tucson, AZ, 85742	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405829	CLM	Grace Vazquez	2000-05-14	UHC-00903-59	7892399863	5067 Apache Blvd, Gilbert, AZ, 85265	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410151	CLM	Henry Hunter	1991-06-03	UHC-15194-32	—	1192 Oak St, Las Vegas, NV, 89128	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418404	CLM	Ann Simpson	2006-01-05	—	—	2030 Central Ave, Gilbert, AZ, 85268	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406489	CLM	Aaron Obrien	1967-10-21	UHC-02423-61	—	2467 Central Ave, Chandler, AZ, 85277	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424182	CLM	Elliott Michelle	1945-01-28	UHC-58397-47	—	3489 Highland Ave, Fresno, CA, 93701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-414009	CLM	Sean Varrgas	1992-06-05	—	—	1611 Lincoln Way, Mesa, AZ, 85267	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420792	CLM	Diane Lewis	2003-08-05	—	7765354065	566 Baseline Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411575	CLM	Shirley Jensen	1957-03-15	UHC-92914-52	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428796	CLM	Maria Harper	1996-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 173 of 376Previous Next