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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118512	ENR	Dennis B Spencer	1979-01-01	UHC-48894-38	8949703973	4568 Church St, Minneapolis, MN, 55451	0.82	Phone reformatted State name converted to code Placeholder values cleared
TPA-60800	TPA	Nicholas Burns	1982-06-07	—	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56323	TPA	Christopher Maldonado	2000-04-22	—	—	6080 Ridge Rd, Las Vegas, NV, 89110	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421492	CLM	Ralph U Armsrong	1981-07-21	UHC-24998-70	—	8223 Pine Dr, Los Angeles, CA, 90077	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-112693	ENR	Peter Herrera	1941-07-16	UHC-90166-98	6327226920	4776 Washington St, Sacramento, CA, 95843	0.82	Date of birth reformatted Phone reformatted State name converted to code
TPA-57704	TPA	Christopher Ellis	1986-04-05	UHC-61611-07	—	3925 Broadway, San Diego, CA, 92178	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-424821	CLM	White Carol	2000-06-10	UHC-08380-65	8906933858	8205 River Rd, Columbus, OH, 43262	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-404160	CLM	Peter Z Li	1989-06-04	UHC-75872-76	—	4194 Washington St, Minneapolis, MN, 55440	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-128103	ENR	Brenda H Rojas	1977-05-18	UHC-40600-19	3586372894	7199 Jefferson Ave, Tampa, FL, 33609	0.82	Name re-cased Phone reformatted State name converted to code
ENR-139017	ENR	Tyler L Munoz	1972-05-15	UHC-99999-10	8029609120	3918 Indian School Rd, Los Angeles, CA, 90031	0.82	Name re-cased Phone reformatted State name converted to code
ENR-123967	ENR	Terry A Medina	1966-02-08	UHC-89474-97	5184330047	9633 Sage Ct, Eden Prairie, MN, 55316	0.82	State name converted to code Email lower-cased Whitespace trimmed
CLM-401674	CLM	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-423290	CLM	Luis Nunez	1978-02-27	UHC-38456-51	—	967 Bayshore Dr, Tampa, FL, 33601	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412726	CLM	Ann Welch	1990-11-23	UHC-96949-18	5155239476	5773 Grand Ave, Seattle, WA, 98173	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-54812	TPA	Jim Watkins	1957-08-25	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-406403	CLM	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419896	CLM	Susan X Bradley	1940-04-18	—	—	9805 Bayshore Dr, Atlanta, GA, 30356	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-117900	ENR	Rebecca Z Ellis	2008-06-28	UHC-32971-26	8932467871	9015 Grand Ave, Las Vegas, NV, 89124	0.82	Phone reformatted Member ID reformatted State name converted to code
CLM-428466	CLM	Laura K Hill	1957-03-25	—	9388210323	7256 Union St, Denver, CO, 80274	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-409994	CLM	Jean J Williamson	1954-07-12	UHC-15361-56	—	5902 Apache Blvd, Seattle, WA, 98157	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431692	CLM	Carolyn H Colemaan	1983-04-25	UHC-26718-50	—	9842 Mesa Dr, Miami, FL, 33199	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-402043	CLM	Sctt Shaw	1943-09-25	—	5699184977	663 Market St, Dallas, TX, 75296	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-406170	CLM	Rachel A Scott	1967-02-08	UHC-99400-44	—	6079 Highland Ave, Tucson, AZ, 85785	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402227	CLM	Alice Singh	1984-02-16	—	—	4384 Main St, San Antonio, TX, 78233	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431116	CLM	Sandra I Patel	1950-08-26	UHC-95354-02	5909219151	1517 Park Pl, Nashville, TN, 37249	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425824	CLM	Kathryn Williams	1970-08-15	—	—	605 Washington St, Eden Prairie, MN, 55370	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-128808	ENR	Alice I Fisher	1971-01-16	UHC-58981-64	8202819100	5584 Forest Ave, Tampa, FL, 33652	0.82	Name re-cased State name converted to code Whitespace trimmed
PRV-20611	PRV	Austin Cox	1973-03-17	UHC-51901-82	2669825790	6963 Maple Ave, Scottsdale, AZ, 85267	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112764	ENR	Diego T Greene	2000-06-01	UHC-14523-34	—	6260 Camelback Rd, Glendale, AZ, 85370	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-139170	ENR	Donald W Alvarez	1944-10-03	UHC-12281-73	3435573286	2697 Central Ave, Gilbert, AZ, 85244	0.82	Name re-cased State name converted to code Whitespace trimmed
CLM-405453	CLM	Raymond O Johnson	1991-01-08	UHC-40216-65	—	6371 Ocean Ave, Sacramento, CA, 95828	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-100332	ENR	Logan Li	1959-07-08	UHC-03741-73	6223040428	1717 Union St, Houston, TX, 77078	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-124165	ENR	Sean Maldonado	1986-04-05	UHC-68553-99	2674632318	8111 Market St, Eden Prairie, MN, 55376	0.82	Name re-cased Phone reformatted State name converted to code
ENR-128671	ENR	Philip F Williamson	1969-09-05	UHC-61206-81	3205781032	4970 Lake View Rd, Atlanta, GA, 30396	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-125369	ENR	Victoria Jacobs	1963-02-02	UHC-60426-14	6238938906	1494 Bayshore Dr, Sacramento, CA, 95826	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-140626	ENR	Lori M Murrya	1987-04-03	UHC-21186-90	2936997863	1860 Cedar Ln, San Diego, CA, 92120	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-111226	ENR	Julie B Fowler	1984-10-15	UHC-96571-16	2496927446	6025 Washington St, Seattle, WA, 98116	0.82	Phone reformatted State name converted to code Whitespace trimmed
TPA-63366	TPA	Sara Hudson	1957-02-10	—	—	3436 Valley View Dr, Austin, TX, 78779	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-401210	CLM	Deborah Castro	1946-08-12	—	—	2479 Baseline Rd, Chandler, AZ, 85238	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28035	PRV	Deborah Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.82	Phone reformatted City re-cased State name converted to code
PRV-28036	PRV	Deborah Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.82	Phone reformatted City re-cased State name converted to code
ENR-118256	ENR	Gerald Hudson	1963-12-25	UHC-90982-29	7373030013	522 Church St, Houston, TX, 77012	0.82	Member ID reformatted State name converted to code Whitespace trimmed
CLM-419292	CLM	Raymond Ortega	1986-07-21	—	—	6056 Valley View Dr, Chandler, AZ, 85263	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-125008	ENR	Doris Alvarado	1944-08-04	UHC-57048-76	3228826793	8878 Mountain View Dr, Chandler, AZ, 85293	0.82	Phone reformatted State name converted to code Email lower-cased
ENR-104718	ENR	Megan Little	1998-09-25	UHC-03625-82	7064299237	2116 Washington St, Dallas, TX, 75200	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-105104	ENR	Zachary G Carlsno	2003-10-23	UHC-05862-91	—	6475 Jefferson Ave, Denver, CO, 80273	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-52294	TPA	Robert Ross	1997-08-18	—	—	6404 Central Ave, Gilbert, AZ, 85224	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430947	CLM	Sara Brown	1977-11-21	UHC-51882-45	—	3994 Broadway, Los Angeles, CA, 90068	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121396	ENR	Jeremy Z Roberts	1957-11-11	UHC-07810-03	4709170656	897 Oak St, Miami, FL, 33130	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-114384	ENR	Ethan E Butler	1996-12-25	UHC-96007-92	5823701347	708 Broadway, Gilbert, AZ, 85232	0.82	Name re-cased Phone reformatted State name converted to code

9,084 rows, page 171 of 182Previous Next