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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407020	CLM	David G Henry	1964-10-25	UHC-48679-36	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-104653	ENR	James Gomez	2000-10-26	UHC-35346-43	5035257999	5032 Broadway, Tempe, AZ, 85218	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-129094	ENR	Barbara Rogers	1993-12-17	UHC-88646-29	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.94	Name re-cased Member ID reformatted Whitespace trimmed
ENR-122617	ENR	Stephaine Z McDonald	1956-03-03	UHC-95842-66	6469688986	543 Church St, Sacramento, CA, 95889	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-101033	ENR	Kyla B Vega	1977-11-08	UHC-20252-06	—	9461 Canyon Rd, Fresno, CA, 93761	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-125625	ENR	Doris Perez	1970-08-23	UHC-50063-26	6237412852	5835 Lincoln Way, Austin, TX, 78780	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-105052	ENR	Aaron Guzman	1980-05-22	UHC-47230-13	4519170178	7203 Lincoln Way, Sacramento, CA, 95870	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-105664	ENR	Omar A Andrews	1940-09-07	UHC-29949-01	3512289346	6820 Sunset Blvd, Dallas, TX, 75256	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-125028	ENR	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-121775	ENR	Mason Ramirez	1988-07-17	UHC-04462-47	—	7429 Bayshore Dr, Jacksonville, FL, 32296	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
ENR-122027	ENR	Lucia Williams	1988-02-19	UHC-34494-20	5525045053	1628 Palm Dr, Eden Prairie, MN, 55303	0.94	Name re-cased Member ID reformatted Whitespace trimmed
ENR-140993	ENR	Lori S Romero	1999-12-14	UHC-87996-89	6337397262	370 Meadow Ln, Columbus, OH, 43217	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-419637	CLM	Arthur Sanders	1946-01-06	UHC-56376-33	7082885927	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-117560	ENR	Patrick V Jordan	1964-07-10	UHC-29023-52	5423530470	9666 Broadway, Glendale, AZ, 85340	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415694	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA, 95845	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-119664	ENR	Abigail K Richardson	1977-11-13	UHC-15424-58	2552562224	2632 Park Pl, Charlotte, NC, 28251	0.94	Name re-cased Member ID reformatted Whitespace trimmed
PRV-28250	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-401265	CLM	Marilyn Long	1983-08-17	UHC-18585-05	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-138499	ENR	Wayne U Walsh	1966-06-16	UHC-15981-41	3206704874	3598 Forest Ave, Houston, TX, 77052	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-418310	CLM	Rebecca Young	1958-07-26	UHC-29880-99	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-116099	ENR	Jacqueline V Jones	1955-05-13	UHC-92030-89	4156409037	1278 Lake View Rd, Denver, CO, 80286	0.94	Phone reformatted Member ID reformatted City re-cased
CLM-415825	CLM	Carol Phillips	1977-12-05	UHC-63274-83	—	8747 Apache Blvd, Plano, TX, 75076	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-103717	ENR	Lucia Valdez	1973-04-13	UHC-75303-48	9866871908	8297 Broadway, Austin, TX, 78716	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-128689	ENR	Martha J Watson	1963-10-20	UHC-32702-07	4708150636	3899 Spring St, Seattle, WA, 98188	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
ENR-132085	ENR	Joan Mendoza	1951-02-17	UHC-92655-07	6072545982	1614 Lincoln Way, Scottsdale, AZ, 85213	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-106005	ENR	Patricia T Gonzales	2002-07-18	UHC-73800-42	5166515795	5925 Cedar Ln, Minneapolis, MN, 55404	0.94	Name re-cased Phone reformatted Member ID reformatted
PRV-21672	PRV	Jacqueline R Ruiz	1956-04-09	UHC-17220-77	6127575916	4080 Elm St, Glendale, AZ, 85362	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-427938	CLM	Amber Guerrero	1956-05-07	UHC-95217-49	—	5676 Jefferson Ave, Phoenix, AZ, 85053	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431234	CLM	Wayne Hansen	1996-01-23	UHC-12007-74	2044791588	2644 Jefferson Ave, Atlanta, GA, 30395	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415305	CLM	Peter Vasquez	1972-12-16	UHC-24951-97	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426599	CLM	Dylan Padilla	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln, Plano, TX, 75018	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-113876	ENR	Ronald Dominguez	1988-05-26	UHC-96584-75	2437453045	4274 Desert Sky Blvd, San Antonio, TX, 78200	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-405914	CLM	Rebecca Robinson	1980-09-09	UHC-71751-18	2422418592	3054 Broadway, Denver, CO, 80206	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-411952	CLM	Julie Howard	1981-12-13	UHC-57228-80	—	1877 Jefferson Ave, Glendale, AZ, 85325	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-421935	CLM	Wei Fields	1959-12-24	UHC-62961-20	2186784775	5344 Church St, Los Angeles, CA, 90051	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-108012	ENR	Jeffrey K Thompson	1953-03-14	UHC-33208-32	6608350237	4288 Pine Dr, Plano, TX, 75091	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-409908	CLM	Jordan Fowler	1993-07-25	UHC-84332-87	4325103303	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430852	CLM	Arthur Reid	1952-06-05	UHC-82158-14	—	4854 Church St, Miami, FL, 33163	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-131052	ENR	James Rose	1940-12-22	UHC-92593-12	9474828070	666 Washington St, Gilbert, AZ, 85274	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131399	ENR	Marcus M Ramirez	1978-04-23	UHC-97185-04	8822519158	8995 Sage Ct, Mesa, AZ, 85298	0.94	Phone reformatted Member ID reformatted City re-cased
ENR-106624	ENR	Wei Rios	2007-11-02	UHC-64045-87	5217124319	2929 Market St, Tampa, FL, 33630	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-133764	ENR	Santiago W Price	1955-09-15	UHC-44765-45	—	6407 Bayshore Dr, Orlando, FL, 32879	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-119342	ENR	Vincent N Astin	1943-10-28	UHC-22962-32	2824338277	9755 Sage Ct, Dallas, TX, 75217	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-406466	CLM	Brian Guerrero	2003-07-22	UHC-77891-89	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-109299	ENR	Gloria Allen	1992-09-12	UHC-83991-66	2933346811	6590 Lake View Rd, Austin, TX, 78719	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-409938	CLM	Janice Reid	1952-10-16	UHC-94482-66	3843108382	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431701	CLM	Madison Lucas	2007-12-23	UHC-08732-03	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423388	CLM	Janice Lucas	1994-11-18	UHC-20193-99	—	9737 Meadow Ln, Jacksonville, FL, 32204	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-100106	ENR	Helen D Reed	1981-06-15	UHC-30103-89	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
ENR-116590	ENR	Patricia Z Wheeler	1939-05-13	UHC-82575-80	7415697451	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 147 of 155Previous Next