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-128508	ENR	Brian R Walsh	1938-10-27	UHC-38725-67	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134089	ENR	Willie H Bradley	1980-06-14	UHC-89089-22	2973561219	4401 Forest Ave, Scottsdale, AZ, 85201	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112033	ENR	Sharon Hayes	1966-09-22	UHC-60578-85	7914818448	7383 Washington St, Glendale, AZ, 85384	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136176	ENR	William M Cook	2002-03-27	UHC-06442-14	8093256265	221 Baseline Rd, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111525	ENR	Brenda Alvarado	1980-06-28	UHC-41851-99	4748922792	6602 Oak St, Jacksonville, FL, 32243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139145	ENR	Sam L Danieels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117532	ENR	Paul Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100905	ENR	Melissa Palmer	1949-04-01	UHC-75388-97	2829691073	1984 Washington St, Tampa, FL, 33614	0.74	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+3 more
ENR-125486	ENR	Kimberly Rojas	1960-10-26	UHC-76532-99	2509481927	7233 Jefferson Ave, Chandler, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122747	ENR	Luys W Harrison	2008-01-23	UHC-28050-67	5558917472	8077 Harbor Blvd, San Antonio, TX, 78211	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101474	ENR	Logan B Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln, Houston, TX, 77006	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110843	ENR	Isabella R Fernandez	1972-07-11	UHC-47886-84	8914937823	4521 Jefferson Ave, Orlando, FL, 32843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142622	ENR	Donald Simpson	1976-07-23	UHC-22050-94	5643816326	2920 Central Ave, Denver, CO, 80253	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119192	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	1535 Hillcrest Rd, Seattle, WA, 98113	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111808	ENR	Thomas Mtathews	2002-01-14	UHC-82481-42	8153314166	9134 Oak St, Dallas, TX, 75287	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122915	ENR	Christian N Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134262	ENR	Ryan Q Gibson	2000-03-01	UHC-58746-33	—	6308 Bayshore Dr, Minneapolis, MN, 55478	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130487	ENR	Ethan Matthews	1974-03-03	UHC-17417-81	6577872834	9531 Willow Ct, Scottsdale, AZ, 85233	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123616	ENR	Judy Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136926	ENR	Sharon Black	1984-11-25	UHC-78692-93	3576162237	3564 Palm Dr, Sacramento, CA, 95897	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126004	ENR	Theresa Garcia	1940-11-08	UHC-73103-71	9435629635	2889 Camelback Rd, Fresno, CA, 93725	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106173	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131051	ENR	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117441	ENR	Gary L Miller	1993-04-20	UHC-58590-92	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119382	ENR	Donna F Hudson	1977-05-12	UHC-54328-52	2786468077	1234 Sage Ct, Seattle, WA, 98185	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110789	ENR	Cunningham T Doris	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-110889	ENR	Keith Ward	1966-01-18	UHC-05385-36	6594941855	6267 Park Pl, Phoenix, AZ, 85095	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-131431	ENR	Masn X Wang	1940-05-24	—	5516594785	5407 Pine Dr, Atlanta, GA, 30392	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-101325	ENR	Stephen U Bradley	1960-07-28	UHC-51253-79	2119164469	1332 Washington St, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130112	ENR	Saandra Hernandez	1985-08-13	—	2518417342	8229 Market St, Houston, TX, 77091	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140515	ENR	Jerry Banks	1945-09-20	UHC-69891-94	6254404110	249 Oak St, Columbus, OH, 43202	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-141039	ENR	William C Oliver	1951-01-11	UHC-98569-65	2492906803	9799 Pine Dr, Tampa, FL, 33624	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123618	ENR	Lauren Munoz	1989-07-19	UHC-64060-30	—	8553 Maple Ave, Dallas, TX, 75224	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-142296	ENR	Paul Alvarado	1972-12-07	UHC-77051-61	2809594623	1241 Church St, Tucson, AZ, 85754	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117963	ENR	Frank Austin	1964-07-03	UHC-35904-15	6456536564	93 Oak St, Austin, TX, 78751	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118988	ENR	Mei B Bradley	—	UHC-98883-33	—	3322 Palm Dr, Denver, CO, 80277	0.76	Name re-cased Date of birth missing City re-cased State code upper-cased+2 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
ENR-114758	ENR	Kevin Mills	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115474	ENR	Tyler V Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St, Gilbert, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124728	ENR	Donald H Burton	1973-02-10	UHC-51875-33	—	8911 Sunset Blvd, Houston, TX, 77089	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120081	ENR	Betty Walsh	1988-09-04	UHC-06757-59	9128288778	3850 Maple Ave, Sacramento, CA, 95804	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138034	ENR	Nathan D Santiago	1943-12-11	UHC-27681-55	6238932190	2615 Lake View Rd, Tucson, AZ, 85779	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124383	ENR	Andrea I Riley	1985-08-11	UHC-52926-64	—	8513 Canyon Rd, Columbus, OH, 43263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-112624	ENR	Mary Z Gibson	1980-06-11	UHC-16299-45	2223200158	1461 Canyon Rd, Scottsdale, AZ, 85212	0.76	Name re-cased Member ID reformatted City re-cased State code upper-cased+2 more
ENR-108782	ENR	Katherine M Jimenez	1997-01-27	UHC-63280-35	6118693960	3414 Market St, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133775	ENR	Christina E Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ, 85235	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-140966	ENR	Keith K Le	1976-05-14	UHC-57274-78	9249067795	7714 Sunset Blvd, San Antonio, TX, 78288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138378	ENR	Alexander X Reed	1972-07-06	UHC-93940-21	2034337615	5002 Palm Dr, Nashville, TN, 37222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

1,918 rows, page 19 of 39Previous Next