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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414910	CLM	Maria Warren	1939-08-17	—	—	7583 Market St, Plano, TX, 75028	0.94	City re-cased State code upper-cased Placeholder values cleared
CLM-402996	CLM	Roger Park	1997-06-19	UHC-41871-10	—	5591 Jefferson Ave, Eden Prairie, MN, 55340	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-421307	CLM	Natalie C Contreras	1994-03-21	UHC-72727-37	2346694032	2007 Highland Ave, Las Vegas, NV, 89196	0.94	Name re-cased State code upper-cased Whitespace trimmed
CLM-418538	CLM	Samantha L Anderson	1971-12-10	—	4333355037	4356 Spring St, Jacksonville, FL, 32220	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-419927	CLM	Stephen Howell	1954-12-27	UHC-45967-81	—	6861 Baseline Rd, Denver, CO, 80269	0.94	City re-cased State code upper-cased Placeholder values cleared
CLM-422808	CLM	Carlos Daniels	1974-11-06	UHC-27376-91	7292072607	4075 Maple Ave, Denver, CO, 80206	0.94	Date of birth reformatted Phone reformatted State code upper-cased
CLM-432271	CLM	Lisa Nelson	1971-08-13	—	—	4376 Mesa Dr, Scottsdale, AZ, 85289	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-424690	CLM	Julia Dan	1978-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-423805	CLM	Grace Duncan	1945-12-06	UHC-21312-57	8236672911	4799 Broadway, Dallas, TX, 75297	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401860	CLM	Paul Lpoez	1966-05-01	UHC-40853-63	—	4018 Ridge Rd, Scottsdale, AZ, 85290	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-424430	CLM	Brittany S Arnold	1976-06-20	UHC-79114-26	—	2061 Apache Blvd, Nashville, TN, 37254	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-416061	CLM	Donald Matthews	1995-02-05	—	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-416062	CLM	Donald Matthews	1995-02-05	—	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-426203	CLM	Lucia I Morrison	1949-08-08	UHC-40834-54	—	3272 Forest Ave, Dallas, TX, 75243	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-402836	CLM	Isabella Robertson	1986-03-18	UHC-58329-99	3403881795	3669 Bayshore Dr, San Antonio, TX, 78252	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-419106	CLM	Greg Reid	1943-07-18	—	—	2914 Maple Ave, Atlanta, GA, 30399	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-411216	CLM	Isabella C Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-414766	CLM	Amber Brown	1983-07-08	UHC-31542-62	—	2625 Bayshore Dr, Charlotte, NC, 28214	0.94	City re-cased State code upper-cased Placeholder values cleared
CLM-412981	CLM	Michelle Gibson	1978-12-19	—	—	6564 Indian School Rd, Glendale, AZ, 85349	0.94	State code upper-cased Email lower-cased Placeholder values cleared
CLM-424305	CLM	Teresa Yang	1949-03-26	—	—	5071 Jefferson Ave, Scottsdale, AZ, 85215	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-413453	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-403260	CLM	Jesse Morrison	1941-12-22	UHC-56221-72	—	1714 Bayshore Dr, Charlotte, NC, 28236	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402872	CLM	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO, 80279	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-412278	CLM	Terry Elliott	1980-05-20	—	3874921011	6936 Willow Ct, Tempe, AZ, 85260	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-418381	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	9032595681	1513 Bayshore Dr, Seattle, WA, 98146	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-406646	CLM	Denise T King	1989-06-10	UHC-24696-32	—	1882 Forest Ave, Mesa, AZ, 85234	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-408291	CLM	Alex Gutierrez	1969-08-03	UHC-03255-02	—	3809 Oak St, Sacramento, CA, 95811	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-426226	CLM	Joshua Armstrong	1990-10-24	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-418025	CLM	Ykui M Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-400515	CLM	Laura Evans	2000-08-09	—	—	7706 Valley View Dr, Austin, TX, 78788	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-412217	CLM	Noah Welch	1978-12-12	UHC-89604-28	—	4394 Pine Dr, Denver, CO, 80245	0.94	State code upper-cased Email lower-cased Placeholder values cleared
CLM-431141	CLM	Roger Franklin	1974-11-20	UHC-45290-96	—	9628 Willow Ct, Mesa, AZ, 85206	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-430979	CLM	Karen I Thomas	2005-11-05	—	3516962268	6718 Mesa Dr, Houston, TX, 77082	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-427003	CLM	Terry V Le	1984-03-25	UHC-38720-12	2108168784	825 Union St, Denver, CO, 80279	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-420188	CLM	George Mason	1981-12-17	—	9257007570	6505 Sunset Blvd, Seattle, WA, 98186	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-409403	CLM	Arjun Sullivan	1967-11-02	UHC-69356-13	—	5726 Broadway, Jacksonville, FL, 32202	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413481	CLM	Dorothy Gutierrez	1962-06-12	UHC-83717-49	—	7334 Main St, Nashville, TN, 37234	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-431002	CLM	Jean R Brouks	1971-01-27	UHC-79496-29	—	7920 Camelback Rd, Los Angeles, CA, 90012	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
CLM-413428	CLM	Kyle Richards	1981-02-28	UHC-09435-37	—	1539 Indian School Rd, Minneapolis, MN, 55433	0.94	City re-cased State code upper-cased Placeholder values cleared
CLM-430540	CLM	Sandra Q White	2005-05-03	—	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-417093	CLM	Nicole Owens	1975-09-15	—	—	618 Mountain View Dr, San Antonio, TX, 78216	0.94	State code upper-cased Email lower-cased Placeholder values cleared
CLM-429777	CLM	Bruce Patterson	1944-07-05	—	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.96	State code upper-cased Placeholder values cleared
CLM-410861	CLM	Rachel Porter	1945-10-07	—	3962702662	3895 Cedar Ln, Jacksonville, FL, 32246	0.96	State code upper-cased Placeholder values cleared
CLM-405224	CLM	Charlotte Snyder	1952-11-17	UHC-56383-06	—	4879 Maple Ave, Sacramento, CA, 95868	0.96	State code upper-cased Placeholder values cleared
CLM-409123	CLM	Logan Phillips	1986-04-17	—	—	9755 Bayshore Dr, Minneapolis, MN, 55411	0.96	State code upper-cased Placeholder values cleared
CLM-401566	CLM	Vincent Dixon	1965-12-09	—	—	2436 Maple Ave, Austin, TX, 78700	0.96	State code upper-cased Placeholder values cleared
CLM-408290	CLM	Alex Gutierrez	1969-08-03	UHC-03255-02	—	3809 Oak St, Sacramento, CA, 95811	0.96	State code upper-cased Placeholder values cleared
CLM-426872	CLM	Joseph Berry	1999-08-25	UHC-73065-25	5198393357	3868 Main St, Atlanta, GA, 30372	0.96	Date of birth reformatted State code upper-cased
CLM-411447	CLM	Benjamin Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.96	State code upper-cased Placeholder values cleared
CLM-431062	CLM	Carolyn Sotto	1988-02-20	UHC-74905-30	—	2326 Palm Dr, Eden Prairie, MN, 55345	0.96	State code upper-cased Placeholder values cleared

1,156 rows, page 23 of 24Previous Next