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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406187	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415603	CLM	Jacqueline Gonzales	1997-03-13	—	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121172	ENR	Noah R Pena	1966-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128532	ENR	Harold P Morales	1949-11-28	UHC-68587-26	4747050032	7282 Lake View Rd, Miami, FL, 33159	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51325	TPA	Richard Andrews	1990-08-18	—	—	5035 Pine Dr, Glendale, AZ, 85337	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56776	TPA	Jesse Schultz	1973-12-12	—	—	1059 Sage Ct, San Antonio, TX, 78274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124004	ENR	Thmas Jacobs	1961-11-02	UHC-97013-20	8247339637	7633 Grand Ave, Eden Prairie, MN, 55383	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101660	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422479	CLM	Dorothy Wood	1949-05-01	—	4753306546	7288 Mesa Dr, Jacksonville, FL, 32293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59867	TPA	Danielle Lawrence	1983-10-12	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-424708	CLM	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139151	ENR	Linda M Stone	1951-09-26	UHC-41370-90	7636395325	896 Grand Ave, Fresno, CA, 93753	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429877	CLM	Luis Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122587	ENR	Kayla J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St, Phoenix, AZ, 85041	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127206	ENR	Aisha C Gonzales	1980-03-15	UHC-51297-81	8682990074	3446 Main St, San Diego, CA, 92179	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118926	ENR	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133551	ENR	Nancy I Welch	1954-03-08	UHC-74613-35	6589867965	5971 Union St, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21015	PRV	Marry K Rgers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420060	CLM	Jim Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402361	CLM	Cheryl T Henry	2000-07-14	—	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-419667	CLM	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ, 85050	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131196	ENR	Anna H Wong	1955-01-13	UHC-35977-69	6014153615	3418 Indian School Rd, Las Vegas, NV, 89196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111552	ENR	Wille F Wood	1978-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114919	ENR	Sharon R Hill	2000-12-09	UHC-83800-64	9092736722	2193 Ocean Ave, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-134251	ENR	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	2683 Mesa Dr, Seattle, WA, 98161	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107466	ENR	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA, 93754	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-104056	ENR	Dean V Andea	1940-08-19	UHC-86587-78	8759958211	8518 Spring St, Sacramento, CA, 95863	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29056	PRV	Mike Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St, Dallas, TX, 75298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-118900	ENR	Arnold R Arjun	1960-06-05	UHC-91721-44	5123767257	9660 Broadway, Orlando, FL, 32858	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-139710	ENR	Matthew Kelley	1956-04-10	UHC-28663-60	9389310093	7256 River Rd, Tempe, AZ, 85280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407665	CLM	Carolyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln, Tampa, FL, 33694	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134201	ENR	Washington O Donald	1999-02-07	UHC-45902-95	7537451819	732 Church St, Glendale, AZ, 85315	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131163	ENR	Raymond L Ortiz	1938-06-26	UHC-59161-48	5678146304	1947 Forest Ave, Plano, TX, 75025	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402140	CLM	Bruce Johsnton	1975-08-10	—	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400861	CLM	Munooz J Brandon	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106975	ENR	Ryan Espinoza	1953-10-13	UHC-91480-48	—	6100 Desert Sky Blvd, Austin, TX, 78740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111684	ENR	Austin C Wallace	2003-07-05	UHC-67833-86	9107209131	1868 Spring St, Las Vegas, NV, 89187	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
TPA-62728	TPA	Dylan Lynch	1999-03-16	—	—	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54467	TPA	Gloria Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129469	ENR	Shirley D Fowler	1979-06-04	UHC-65949-87	7106862961	5090 Canyon Rd, Eden Prairie, MN, 55390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125100	ENR	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	4105 Valley View Dr, Gilbert, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56657	TPA	Charles Hill	1993-12-10	UHC-05062-59	2589162313	7232 Grand Ave, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119785	ENR	Brandon T Mason	1943-03-06	UHC-06018-39	5088505003	2976 Palm Dr, Minneapolis, MN, 55487	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63828	TPA	Wayne Wallace	1997-06-12	—	—	919 Ridge Rd, Las Vegas, NV, 89125	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127606	ENR	Jaince B Weheler	1997-09-12	UHC-26426-40	9488862688	3263 Central Ave, Glendale, AZ, 85363	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139287	ENR	Joshua C White	1946-07-16	UHC-70423-46	9878890977	8640 Desert Sky Blvd, Tucson, AZ, 85780	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113328	ENR	Jose Watkins	1970-10-12	UHC-15032-29	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

16,828 rows, page 158 of 337Previous Next