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
PRV-23854	PRV	Susan L King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ, 85212	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122241	ENR	Natalie C Fernandez	1965-01-19	UHC-04526-89	2784361967	7790 Sage Ct, Mesa, AZ, 85294	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-142075	ENR	Mariana Herrera	1945-03-28	UHC-26627-21	9125499324	6058 Broadway, Scottsdale, AZ, 85219	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-20469	PRV	Alice Le	1943-01-22	UHC-49554-66	5785317456	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419266	CLM	Kimberly Henderson	1979-01-28	UHC-38908-47	4012007130	2478 Forest Ave, Sacramento, CA, 95810	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-141793	ENR	Dorothy Henry	1948-05-26	UHC-42030-56	6643720282	5730 Pine Dr, Glendale, AZ, 85332	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-125988	ENR	Willie Y Flores	1964-01-23	UHC-11782-45	2812153157	5035 Oak St, Chandler, AZ, 85204	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-430486	CLM	Sarah Sanchez	1943-03-13	UHC-82518-76	—	7645 Sage Ct, Fresno, CA, 93724	0.88	Date of birth reformatted Member ID reformatted City re-cased State code upper-cased+2 more
ENR-111905	ENR	Sara M Coleman	1946-10-25	UHC-14505-51	9453607445	5395 Hillcrest Rd, Tempe, AZ, 85256	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123005	ENR	Joyce Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-119619	ENR	Stephen Mills	1994-03-08	UHC-41640-64	2757743512	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-111165	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	2565122254	2981 Park Pl, Chandler, AZ, 85204	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102273	ENR	Arjun Robinson	1964-07-14	UHC-47362-33	2548579329	4830 Main St, Fresno, CA, 93757	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-125699	ENR	Ruzsell Carpenter	1986-01-13	UHC-91659-25	4858168874	7836 Camelback Rd, Plano, TX, 75004	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-418547	CLM	Russell Q Powell	1939-10-22	UHC-73379-98	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-124571	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-131220	ENR	Danielle Sanchez	1999-09-01	UHC-70077-98	6446887232	2453 Main St, Houston, TX, 77031	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-23146	PRV	Priya Jimenez	1962-12-10	UHC-55791-82	7085574452	1209 Central Ave, Dallas, TX, 75242	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-418731	CLM	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-113227	ENR	William Moreno	1992-11-26	UHC-19618-72	9736368978	3574 Park Pl, Plano, TX, 75075	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
TPA-51365	TPA	Virginia Nichols	1988-12-07	UHC-98941-14	2417139080	5032 Canyon Rd, Eden Prairie, MN, 55380	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-106942	ENR	Ramos X Charlotte	1974-07-17	UHC-96639-46	5517819373	8596 Indian School Rd, Jacksonville, FL, 32211	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
PRV-21345	PRV	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-122219	ENR	Kayla A Ellis	1953-06-22	UHC-40454-27	6007909574	3107 Union St, Atlanta, GA, 30353	0.88	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-134674	ENR	Kayla D Padilla	1955-05-11	UHC-31182-83	8838824499	8441 Church St, Dallas, TX, 75258	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105133	ENR	Fuller C Heather	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-105188	ENR	Sendra X Price	1965-04-25	UHC-17641-18	2697104186	1307 Lincoln Way, Atlanta, GA, 30338	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-25309	PRV	Valentina M Hayes	1952-04-28	UHC-86120-56	2417407827	6380 Washington St, Scottsdale, AZ, 85229	0.88	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-114820	ENR	Adam A Weaver	1941-07-08	UHC-75387-09	2108899697	4901 Spring St, Mesa, AZ, 85271	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-131140	ENR	Christine E Cunningham	2002-02-17	UHC-89978-63	2123102804	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-427305	CLM	Ausin Madina	1954-03-06	UHC-50918-06	8027098372	4470 Main St, Fresno, CA, 93780	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-402825	CLM	Chaarles Ford	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-429881	CLM	Julie Pena	1994-12-14	UHC-64751-19	8296431839	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-119755	ENR	Joe A Woods	1941-08-19	UHC-46264-98	7436926251	560 Broadway, Miami, FL, 33149	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-134943	ENR	Olivia G Berry	1950-02-17	UHC-85170-17	6255832229	5276 Broadway, Seattle, WA, 98120	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-112126	ENR	Alexander Pena	1965-11-10	UHC-14599-26	2889785879	9573 Indian School Rd, Minneapolis, MN, 55480	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-28683	PRV	Kevin Burton	1974-02-28	UHC-40231-03	8846081503	6383 Mountain View Dr, Gilbert, AZ, 85246	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-412937	CLM	Maria McDonald	1959-09-15	UHC-99859-28	4795566129	8254 Cedar Ln, Glendale, AZ, 85327	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-20649	PRV	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	—	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-105365	ENR	Hannah Webre	1985-06-16	UHC-28367-65	7692572297	1040 Ocean Ave, Charlotte, NC, 28222	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-106165	ENR	Elizabeth V Johnson	1983-02-26	UHC-01763-99	2512282097	1899 Broadway, Nashville, TN, 37262	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-400473	CLM	Racehl Steves	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-142208	ENR	Owens P Elizabeth	1949-09-17	UHC-81340-30	8548711123	163 Oak St, Houston, TX, 77026	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-108529	ENR	Omar B Torres	1973-08-04	UHC-54871-91	5603618723	—	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-110901	ENR	Diego K Schmidt	2005-09-18	UHC-77191-40	6235430634	—	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-22471	PRV	Ronald Dunn	1949-01-14	UHC-38783-47	7947678863	1118 Desert Sky Blvd, Fresno, CA, 93772	0.88	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased+2 more
ENR-122864	ENR	Eric C Bailey	1988-04-01	UHC-24801-64	7746891750	2012 Mountain View Dr, Atlanta, GA, 30315	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-103435	ENR	Stephanie Rice	2006-09-11	UHC-33740-10	6429450703	6160 Lincoln Way, Minneapolis, MN, 55409	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136694	ENR	Barbara J Padilla	1957-07-01	UHC-22986-71	4312118886	3337 Hillcrest Rd, Plano, TX, 75016	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
PRV-21709	PRV	Madison Foster	1955-03-28	UHC-63068-07	6799727683	8828 Spring St, Atlanta, GA, 30393	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

7,723 rows, page 125 of 155Previous Next