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

Enrollment, 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
ENR-121933	ENR	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123781	ENR	Margaret Mils	1980-01-24	UHC-42099-41	5575713213	2628 Market St, Phoenix, AZ, 85023	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107524	ENR	Rachel Cox	1940-06-11	UHC-35312-57	7099821150	1808 Oak St, Seattle, WA, 98193	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138931	ENR	Rachel U Baker	2006-10-24	UHC-32037-03	7327511313	4703 Ocean Ave, Tucson, AZ, 85707	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142348	ENR	Brandon Santiago	1970-11-04	UHC-64971-04	4058639114	9606 Spring St, Phoenix, AZ, 85076	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-122009	ENR	Emma Turrner	1944-02-08	UHC-72911-16	8713525971	6871 Mountain View Dr, Gilbert, AZ, 85242	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129806	ENR	Logan Luna	1954-08-17	UHC-71151-34	4859171910	2999 Sage Ct, Las Vegas, NV, 89195	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-133212	ENR	Denny R Rivera	2005-10-17	UHC-30220-58	6092903189	937 Maple Ave, Tampa, FL, 33618	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100722	ENR	Arjun F Ellis	1992-08-11	UHC-70282-36	—	4288 Main St, Denver, CO, 80201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120660	ENR	Diiego Jimenez	1957-09-14	UHC-50115-97	7204520066	4020 Canyon Rd, Minneapolis, MN, 55487	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105489	ENR	Jonathan E Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121589	ENR	Eric X Black	1968-05-28	UHC-97916-81	2308733701	1433 Valley View Dr, Mesa, AZ, 85286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131531	ENR	Beverly O Chavez	1961-04-02	UHC-99149-25	4809535522	6863 Palm Dr, Plano, TX, 75022	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120416	ENR	Arthur A White	1988-04-07	UHC-10188-33	—	2059 Main St, Austin, TX, 78772	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106791	ENR	Anna G Luna	1999-08-19	UHC-37551-29	—	5012 Oak St, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100821	ENR	Samuel J Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111300	ENR	Janet V Carroll	1980-01-11	UHC-53874-23	—	4277 Elm St, Tucson, AZ, 85746	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140709	ENR	Lori Z Medina	1976-08-11	UHC-96205-84	4032000790	1249 Elm St, Mesa, AZ, 85228	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108807	ENR	Kevyn Y Morales	1979-01-27	UHC-62300-50	5053596378	4266 Mountain View Dr, Houston, TX, 77018	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121417	ENR	William O Gonzalez	1950-12-08	UHC-18054-50	3376291105	3013 Oak St, Fresno, CA, 93762	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102512	ENR	Ralph R Perry	2003-07-19	UHC-41084-85	8495004457	775 Union St, Phoenix, AZ, 85069	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139056	ENR	Vincent Q Ward	1982-04-26	UHC-40362-42	8594690912	2532 Market St, Mesa, AZ, 85201	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104875	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141599	ENR	Ahmed E Silva	1986-03-04	UHC-14575-83	6624801071	3571 Indian School Rd, Orlando, FL, 32877	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100358	ENR	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr, Denver, CO, 80261	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139701	ENR	Russell Matthews	2002-06-26	UHC-10245-84	3513975523	288 Desert Sky Blvd, San Antonio, TX, 78282	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132987	ENR	Joan O Mills	1970-09-16	UHC-14255-29	5383176581	9345 Elm St, Tampa, FL, 33679	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120650	ENR	Karen Lucas	1956-07-02	UHC-43243-09	—	6460 Bayshore Dr, Phoenix, AZ, 85002	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129535	ENR	Edward Q Dunn	1966-12-19	UHC-83791-65	6384123788	4734 Cedar Ln, Los Angeles, CA, 90061	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-141246	ENR	Peter Roberts	2009-09-12	UHC-81497-96	6742520210	1031 Grand Ave, Plano, TX, 75042	0.74	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-137560	ENR	Hiroshi Tucker	1991-09-26	UHC-97146-79	7358520018	1742 Washington St, Atlanta, GA, 30300	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142372	ENR	Nathan Williamson	1978-06-20	UHC-01647-59	9415719840	3051 Bayshore Dr, Tampa, FL, 33693	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103553	ENR	Kathleen U Madina	1942-08-15	UHC-06034-54	8202887015	1063 Desert Sky Blvd, Glendale, AZ, 85349	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-132639	ENR	William V Barnes	1979-08-02	UHC-67358-01	7974293706	4881 Main St, Gilbert, AZ, 85234	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109525	ENR	Patricia D Wilson	1980-12-14	UHC-39355-98	6659349692	5447 Sage Ct, Columbus, OH, 43240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117961	ENR	Jeffrey C Turner	1954-01-08	UHC-25947-09	8196217032	5198 Sage Ct, Fresno, CA, 93751	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119660	ENR	Donald M Riley	2004-07-23	UHC-81912-39	3116639829	5391 Palm Dr, Eden Prairie, MN, 55397	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132560	ENR	Frances S Davis	1990-05-01	UHC-14134-97	2732887715	8923 Desert Sky Blvd, Plano, TX, 75019	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131996	ENR	Brandon P Park	1988-03-22	UHC-85151-54	9775612681	504 Indian School Rd, Sacramento, CA, 95817	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104839	ENR	Charles Bryant	1941-02-14	UHC-49268-46	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133358	ENR	Harold J Lucas	1950-05-13	UHC-90764-36	—	9808 Park Pl, Tempe, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103858	ENR	Hannah Young	2001-02-22	UHC-12727-47	3338285049	3496 Cedar Ln, Minneapolis, MN, 55481	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110151	ENR	Frank W Murphy	1972-06-08	UHC-42751-19	6369324119	6085 Grand Ave, Fresno, CA, 93706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103349	ENR	Emma A Perez	1997-09-25	UHC-52568-47	5022144702	5635 Oak St, Gilbert, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133127	ENR	Ralph Shaw	1951-11-25	UHC-88091-96	2043527727	416 Valley View Dr, San Antonio, TX, 78299	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125596	ENR	Beverly Y Ellis	1985-01-11	UHC-71874-73	7953211455	3110 Park Pl, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110636	ENR	Patricia X Hart	—	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-136732	ENR	Jordan O Greene	1994-01-20	UHC-74338-30	7086767550	9865 Market St, Charlotte, NC, 28272	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130244	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138435	ENR	Virginia Wong	1971-03-07	UHC-96611-25	6714357218	6349 River Rd, Chandler, AZ, 85271	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

1,918 rows, page 18 of 39Previous Next