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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426997	CLM	Mateo Morgan	1991-11-13	UHC-70721-13	7566602508	7118 Desert Sky Blvd, Gilbert, AZ, 85271	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-114952	ENR	Elizabeth V Ray	1992-01-25	UHC-56495-72	6232037637	7416 Oak St, Las Vegas, NV, 89186	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-400811	CLM	Brandon Russell	1944-07-24	—	8886806197	7081 Main St, Jacksonville, FL, 32262	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-126023	ENR	Philip Jensen	1956-01-22	UHC-22462-56	6348124308	3876 Bayshore Dr, Chandler, AZ, 85266	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed
CLM-401027	CLM	Maria Long	1927-11-04	—	9763378811	5897 Central Ave, Glendale, AZ, 85322	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-125720	ENR	Jack X Vazquez	2006-09-18	UHC-72930-75	7237437229	7549 Broadway, San Antonio, TX, 78282	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-60725	TPA	Evelyn X Lawson	1997-12-10	—	—	2187 Willow Ct, Minneapolis, MN, 55402	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401882	CLM	Carl Boyd	1943-03-19	UHC-14674-10	8078821043	8732 Jefferson Ave, Fresno, CA, 93797	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427582	CLM	Ralph Peterson	1995-08-04	—	4588571984	1958 Market St, Sacramento, CA, 95883	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-134980	ENR	Jonathan Z Simmons	1990-07-27	UHC-73717-53	—	4237 Pine Dr, Tempe, AZ, 85222	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-428352	CLM	Dennis Sims	1988-04-12	UHC-61431-40	—	1106 Jefferson Ave, Gilbert, AZ, 85240	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-137621	ENR	Joe Q Perry	1940-12-09	UHC-87923-85	5905279824	4480 Willow Ct, Denver, CO, 80275	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-113060	ENR	Marquez Mary	1939-02-15	UHC-79748-27	4065128962	2993 Central Ave, Charlotte, NC, 28296	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-140302	ENR	Hannah F Santos	1981-05-07	UHC-02117-08	7423349242	6923 Maple Ave, San Antonio, TX, 78249	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-138144	ENR	Jonathan O Mendoza	1997-01-20	UHC-18541-92	6033249527	5911 Meadow Ln, Dallas, TX, 75203	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-111756	ENR	Michael S Murphy	1985-10-03	UHC-63081-80	—	4930 Central Ave, Plano, TX, 75039	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-139253	ENR	Lauren I Johnson	1991-06-20	UHC-39409-51	2182276792	1441 Central Ave, Tempe, AZ, 85200	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-63675	TPA	Kayla Fowler	1995-02-26	—	5445947687	2690 Willow Ct, Gilbert, AZ, 85284	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-417200	CLM	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412870	CLM	Nancy L Tran	1967-05-04	—	9308262631	3686 Union St, Phoenix, AZ, 85010	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425783	CLM	Philip Graham	1968-07-26	—	—	9561 Grand Ave, Phoenix, AZ, 85028	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-139186	ENR	Julie Aguilar	1960-04-02	UHC-30259-35	6234465131	626 Cedar Ln, San Diego, CA, 92148	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-127019	ENR	Larry Burton	2005-06-17	UHC-70176-42	5655182697	1949 Cedar Ln, Tucson, AZ, 85722	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116610	ENR	Janet J Younng	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-142151	ENR	Julia Hicks	1983-05-13	UHC-00561-02	3713527640	4145 Elm St, Phoenix, AZ, 85010	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-424642	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-108214	ENR	Grace G Gonzalez	1947-09-26	UHC-40635-52	8004806268	1884 Union St, Las Vegas, NV, 89154	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-118578	ENR	Henry Foster	1990-02-24	UHC-02130-07	2919267600	4824 Mountain View Dr, Dallas, TX, 75285	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-134575	ENR	Ahmed Z Stephens	1978-07-19	UHC-19963-67	3339586757	3566 Oak St, Los Angeles, CA, 90022	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-115284	ENR	Deborah C Howard	1958-08-08	UHC-46791-90	4137536810	6384 Maple Ave, Eden Prairie, MN, 55305	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-107824	ENR	Joyce Bryant	1992-05-05	UHC-62977-32	8362955748	1486 Forest Ave, San Diego, CA, 92119	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
PRV-24642	PRV	George Bryant	1965-11-15	UHC-88695-40	—	2407 Bayshore Dr, San Diego, CA, 92181	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-104085	ENR	Rivera T Christian	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA, 98158	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-121114	ENR	Jerry O Riley	1951-11-24	UHC-85363-70	6112421163	9066 Park Pl, Miami, FL, 33170	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased
CLM-412423	CLM	Kenneth George	1945-10-13	UHC-44938-15	—	8887 Pine Dr, Tucson, AZ, 85749	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54019	TPA	Douglas Harris	1941-12-09	—	9069937845	5994 Church St, Fresno, CA, 93781	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-128140	ENR	John X Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed
PRV-22128	PRV	Sara Fields	2004-02-19	UHC-44926-42	4174529509	1134 Union St, Austin, TX, 78707	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420441	CLM	Omar Allen	1997-07-16	—	7754676155	5570 Lincoln Way, Charlotte, NC, 28298	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59276	TPA	Denis Holmes	1981-01-15	—	9044237368	8792 Elm St, Miami, FL, 33153	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-129385	ENR	Danielle A Peterson	1969-08-08	UHC-46987-02	7116132232	6178 Ridge Rd, Las Vegas, NV, 89152	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased
ENR-131535	ENR	Wei B Stevens	1957-09-24	UHC-61657-92	2593872084	526 Sage Ct, Austin, TX, 78788	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased
CLM-428006	CLM	Joan Young	1941-11-21	—	—	6406 Baseline Rd, Las Vegas, NV, 89128	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402726	CLM	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-59437	TPA	Ronald Guerrero	1953-09-22	—	—	8347 Market St, Scottsdale, AZ, 85262	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60426	TPA	Ashley Wong	1981-05-08	—	—	3178 Baseline Rd, Houston, TX, 77083	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-107963	ENR	Kathleen K Daniels	1939-03-11	UHC-48830-22	—	5667 Lake View Rd, Mesa, AZ, 85201	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-110962	ENR	Linda Lopez	1984-05-27	UHC-66609-08	9573082904	5877 Washington St, Tucson, AZ, 85724	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
TPA-62630	TPA	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way, Fresno, CA, 93740	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431125	CLM	Philip Day	1968-03-15	—	7288814564	6956 Washington St, Miami, FL, 33119	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

8,263 rows, page 153 of 166Previous Next