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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125192	ENR	Noah Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129407	ENR	Martha I Hayes	—	UHC-66309-25	2317348464	873 Bayshore Dr, Plano, TX, 75002	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102758	ENR	Samantha Hanson	—	UHC-22982-65	5997631210	3319 Elm St, Miami, FL, 33136	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-109497	ENR	Kevin Jordan	1965-12-11	UHC-05086-79	2712959556	1804 Jefferson Ave, Gilbert, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113587	ENR	Donna O Hoffman	1998-08-07	UHC-23819-12	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134785	ENR	Ann Z Burns	1975-05-03	UHC-51136-97	3312213899	8478 Central Ave, Plano, TX, 75003	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105609	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105412	ENR	Dylan Webb	1993-04-28	UHC-32490-35	6387672848	2218 Harbor Blvd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123797	ENR	Joshua W Hunter	1956-11-02	UHC-57452-96	5334646636	9157 Camelback Rd, Sacramento, CA, 95833	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-108995	ENR	Ana D Gibson	1998-12-05	UHC-12515-95	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107149	ENR	Johnny M Snyder	1949-04-10	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-127183	ENR	Patrick Murphy	1956-03-05	UHC-80947-87	4739219594	1182 Desert Sky Blvd, Houston, TX, 77009	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135683	ENR	Dorothy Q Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-105003	ENR	Yuki E Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121656	ENR	Kenneth Montgomery	1985-06-02	UHC-83340-37	4746914631	476 Harbor Blvd, Tucson, AZ, 85704	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116680	ENR	Virginia T Porter	1959-12-12	UHC-82671-87	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110673	ENR	Joan D Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122901	ENR	Judy L Silva	1973-11-13	UHC-25662-39	—	4581 River Rd, Tempe, AZ, 85296	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140314	ENR	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114852	ENR	Caimla Perkins	1986-01-14	UHC-44220-72	8607602076	3532 Canyon Rd, Scottsdale, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101292	ENR	Gloria Moore	1955-06-15	UHC-53067-61	6825662001	3587 Spring St, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107441	ENR	Brenda Harris	1985-10-08	UHC-30691-44	—	654 Bayshore Dr, Dallas, TX, 75259	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117039	ENR	Adam Q Davis	1944-05-09	UHC-56045-93	5656934889	8959 Market St, Phoenix, AZ, 85003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139965	ENR	Gerald Anderson	1999-08-03	UHC-60914-75	—	6481 Lake View Rd, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-119235	ENR	Diego Castillo	1949-12-03	UHC-99368-85	—	5556 Central Ave Apt 4, Columbus, OH, 43285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100107	ENR	Nancy K Vega	1975-03-24	UHC-26451-41	3415029640	6800 Lincoln Way, Austin, TX, 78787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116595	ENR	Judy Garza	1960-01-16	UHC-43428-27	2716569507	3068 Jefferson Ave Apt 18, Columbus, OH, 43263	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124175	ENR	Brandon G Graham	1998-03-03	UHC-81812-78	2115434560	3790 River Rd, Dallas, TX, 75208	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-118576	ENR	Eric A Freeman	1961-04-07	UHC-11481-11	3409589916	533 Highland Ave, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103992	ENR	Patricia K Miller	1943-02-16	UHC-81250-72	3122010988	1760 Pine Dr, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137344	ENR	Luis M Gardner	—	UHC-12498-22	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-136010	ENR	Virginia Chavez	1973-09-22	UHC-84832-35	2923942388	4032 Meadow Ln, Miami, FL, 33150	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114303	ENR	Joseph Watkins	—	UHC-68165-43	4839807908	8272 Sunset Blvd, Charlotte, NC, 28277	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-125970	ENR	Jose Pena	1961-09-19	UHC-56212-80	9235737740	1306 Central Ave, Jacksonville, FL, 32203	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102961	ENR	Diana T Bennett	2002-08-21	UHC-57282-50	7345371973	7975 Church St, Minneapolis, MN, 55435	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-116819	ENR	Anna Y Wells	1951-09-16	UHC-60237-17	—	1368 Indian School Rd, San Antonio, TX, 78204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123473	ENR	Sandra Mejia	1979-10-05	UHC-74654-96	2867128633	9759 Church St, Tampa, FL, 33647	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131201	ENR	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130598	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	—	3939 Jefferson Ave, Minneapolis, MN, 55458	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134731	ENR	Julie Fox	1939-08-04	UHC-79877-01	6922946043	5009 Willow Ct, Minneapolis, MN, 55460	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117570	ENR	Paul C Li	2002-09-16	UHC-71953-24	7343084534	1720 Market St, Seattle, WA, 98123	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126226	ENR	Judy Vasquez	—	UHC-36852-38	2642576583	1883 Mountain View Dr, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth missing Phone reformatted Gender normalised+2 more
ENR-130194	ENR	Mei C Burke	1978-09-20	UHC-54989-41	6202386100	5002 Meadow Ln, Dallas, TX, 75219	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-121067	ENR	Amanda Mendoza	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134640	ENR	Fatima P Munoz	1948-01-18	UHC-81574-44	8912550905	295 Harbor Blvd, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112295	ENR	Dennis Reyes	1951-11-05	UHC-46893-94	2266405957	6420 Palm Dr, Jacksonville, FL, 32274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 82 of 347Previous Next