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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107978	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107977	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142214	ENR	Diane Gordon	1974-08-21	UHC-37282-96	—	9704 Sage Ct, Plano, TX	0.48	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132811	ENR	Gregory V Weaver	1940-03-01	UHC-54753-15	—	2147 Hillcrest Rd, Denver, CO	0.48	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
ENR-140211	ENR	Alexander Fowler	1941-11-14	UHC-53266-82	2795181775	5555 Bayshore Dr, Sacramento, CA, 95844	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141060	ENR	Peggy Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St, Orlando, FL, 32883	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112945	ENR	Olivia Tran	1980-03-18	UHC-76853-38	—	3305 Indian School Rd, Mesa, AZ, 85293	0.48	Street suffix standardised Address re-cased State name converted to code Email lower-cased+4 more
ENR-128496	ENR	Camila I Adams	1985-01-02	UHC-65667-70	4819527172	918 Canyon Rd # 488, Tampa, FL, 33697	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-137121	ENR	Michael N Carpenter	1995-07-11	UHC-99707-65	—	8019 Market St Apt 13, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-122318	ENR	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136386	ENR	Deborah O Perkins	2002-08-22	UHC-87285-05	5297969848	2868 Mesa Dr, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123461	ENR	Denise Welch	—	UHC-62650-06	8526940772	2403 Palm Dr, Nashville, TN, 37204	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-136377	ENR	Helen Castillo	1972-09-15	UHC-69272-86	3133986641	2562 Valley View Dr, Orlando, FL, 32817	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139453	ENR	Frank V Morales	1976-04-05	UHC-96271-47	4853542454	5658 Lincoln Way, Eden Prairie, MN	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-140173	ENR	Angela Y Simpson	1958-02-01	UHC-60551-37	5054121302	3747 Ocean Ave Apt 33, Glendale, AZ, 85372	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-136420	ENR	Rodriguez L Ray	1942-10-26	UHC-95659-03	2328558689	7779 Ridge Rd, Phoenix, AZ, 85003	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129148	ENR	Hiroshi U Schultz	—	UHC-49624-39	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
ENR-116350	ENR	Ethan Torres	1965-03-17	UHC-32591-84	—	7779 Maple Ave, Columbus, OH, 43224	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-111477	ENR	Virginia J Le	1958-01-16	UHC-66102-15	2238709435	4073 Forest Ave, Scottsdale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115551	ENR	Peter George	1970-12-27	UHC-53360-70	6559252604	7796 Oak St, San Antonio, TX, 78214	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129207	ENR	Luis B Thompson	1969-01-01	UHC-10698-32	6079116912	5642 Indian School Rd, Chandler, AZ, 85262	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126692	ENR	Noah Yang	—	UHC-35553-42	3393466328	1662 Main St, Sacramento, CA, 95892	0.48	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-106498	ENR	Catherine X Garcia	1965-03-14	UHC-49707-14	6736093324	95 Baseline Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
ENR-112089	ENR	Anthony Z Herrera	1955-09-22	UHC-04422-46	3183576638	8996 Apache Blvd, Columbus, OH	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113709	ENR	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113646	ENR	Albert E Dixon	—	UHC-57246-87	2043815694	5441 Market St, Mesa, AZ, 85233	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-121911	ENR	Sandra D Burton	1964-05-14	UHC-01994-05	9405487806	8931 Lake View Rd, Sacramento, CA, 95831	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-142407	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-122166	ENR	Albert L Santtos	1956-12-07	UHC-81733-66	—	8286 Harbor Blvd, Mesa, AZ, 85246	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+4 more
ENR-138301	ENR	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	7153 Bayshore Dr, Houston, TX, 77031	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-107859	ENR	Brandon Price	—	UHC-79134-71	7012471474	5569 Desert Sky Blvd, Orlando, FL, 32854	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-109380	ENR	John S Torres	2008-07-24	UHC-17063-48	8363736047	8454 Forest Ave, Tucson, AZ, 85746	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133355	ENR	Stephen Cox	1959-07-01	UHC-59464-99	2769647516	2758 Mountain View Dr, Gilbert, AZ, 85227	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118094	ENR	Carlos Carpennter	2008-06-12	UHC-93262-81	4753030901	833 Canyon Rd # 692, Scottsdale, AZ, 85207	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103688	ENR	Willie G Rodriguez	1970-07-01	UHC-23786-86	3814148745	8066 Camelback Rd, Plano, TX, 75091	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141875	ENR	John P White	1999-05-07	UHC-30249-93	4295284389	8455 Market St, Atlanta, GA, 30381	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-136561	ENR	Charlotte B Riley	2007-01-23	UHC-92624-92	6864994338	355 Valley View Dr, Tucson, AZ, 85782	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
ENR-103192	ENR	Deborah D Lopez	1956-08-23	UHC-90944-87	3793733950	8762 Ridge Rd, Austin, TX, 78791	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-127492	ENR	Chris L Castro	2005-02-27	UHC-53454-40	—	1841 Maple Ave, Las Vegas, NV, 89108	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114854	ENR	Megan Brown	1999-05-07	UHC-23638-95	7673777536	6811 Grand Ave, Tempe, AZ	0.48	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118189	ENR	Kathryn X Sims	1967-11-06	UHC-39197-67	9753018836	9716 River Rd Apt 17, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-113895	ENR	Randy Daniels	1944-06-11	UHC-90910-84	3882163376	4653 Highland Ave, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-135401	ENR	Ruth Young	2000-10-28	UHC-70377-81	6558933083	335 Desert Sky Blvd, Gilbert, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123639	ENR	Sofia Ramirez	1976-11-13	UHC-92206-23	4826615372	8190 Camelback Rd Apt 37, Jacksonville, FL, 32240	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

8,934 rows, page 9 of 179Previous Next