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

Provider network, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22123	PRV	David H Weaver	1967-12-12	UHC-28824-31	5152145224	6824 Elm St Apt 32, Orlando, FL, 32867	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20185	PRV	Nicholas Lawson	1958-01-19	UHC-16478-62	5518029643	1395 Hillcrest Rd # 258, Atlanta, GA, 30321	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25955	PRV	Laura H Cooper	2007-11-04	—	3596564023	1831 Willow Ct Apt 19, San Diego, CA, 92106	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26727	PRV	Larry Watson	1945-10-10	UHC-02736-74	8574941531	6529 Baseline Rd Apt 18, Orlando, FL, 32815	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21377	PRV	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 442, Denver, CO, 80294	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27228	PRV	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr Apt 27, Austin, TX, 78768	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-25984	PRV	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln # 938, Tempe, AZ, 85287	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-29295	PRV	Denise Walker	1960-07-11	—	3915528076	4844 Palm Dr # 237, Nashville, TN, 37274	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21309	PRV	Amber F White	1962-01-21	—	8209117647	2131 Sunset Blvd # 710, Miami, FL, 33105	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28543	PRV	Jonathan Mendoza	1997-01-20	—	6033249527	5911 Meadow Ln # 921, Dallas, TX, 75203	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
PRV-20719	PRV	Alexis Nguyen	1960-09-04	—	4247615077	9279 Forest Ave # 208, Houston, TX, 77040	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27358	PRV	Mrak O Johnson	1989-09-14	—	8887023078	3957 Willow Ct # 625, Scottsdale, AZ, 85265	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20093	PRV	Jessica Meyer	2009-11-21	UHC-28846-42	7746369717	1685 Indian School Rd # 692, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-20920	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr Apt 33, Denver, CO, 80256	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24685	PRV	Sara Little	1981-10-12	UHC-34139-98	7209361742	5850 Jefferson Ave # 409, Plano, TX, 75086	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21129	PRV	Noah Ross	2000-02-10	—	5739479009	7804 Maple Ave Apt 32, Los Angeles, CA, 90050	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28332	PRV	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr Apt 38, Seattle, WA, 98103	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-28628	PRV	Raymond Day	1984-07-02	—	8372569229	227 Elm St Apt 37, Tucson, AZ, 85757	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21350	PRV	Albert Murphy	1953-11-18	UHC-70792-68	9256811998	3133 Lincoln Way Apt 27, Miami, FL, 33132	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26062	PRV	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd # 876, Orlando, FL, 32826	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24947	PRV	Albert Stephens	1949-04-17	—	2676682075	2513 Lake View Rd # 406, Seattle, WA, 98163	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25766	PRV	Evelyn Vargas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave # 952, Plano, TX, 75085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28943	PRV	Nancy Carpenter	1980-06-07	—	6596643853	7629 Ocean Ave # 426, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20085	PRV	Christine Salazar	1973-11-05	—	9447804785	7127 Sunset Blvd # 559, Plano, TX, 75020	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27516	PRV	Joseph Bradley	2005-11-16	—	6877226409	7644 Park Pl Apt 15, Charlotte, NC, 28237	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28986	PRV	Rachel Wagner	1981-04-09	—	4245238136	8428 Indian School Rd # 972, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22840	PRV	Hannah Riley	1964-12-11	—	8008131959	2847 Sage Ct Apt 7, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20188	PRV	Brian Cole	—	—	8247148547	8635 Market St Apt 13, Miami, FL, 33182	0.62	Name re-cased Date of birth missing Phone reformatted Unit split from street+3 more
PRV-23826	PRV	Sarah McCoy	1955-12-01	UHC-25246-54	3554600160	7068 Pine Dr Apt 32, Phoenix, AZ, 85057	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21799	PRV	Stephen D Simpson	1999-12-10	UHC-28570-29	8766063654	4833 Willow Ct Apt 40, Sacramento, CA, 95891	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-25731	PRV	Cheryl Brown	2005-07-19	—	—	872 Willow Ct Apt 37, Las Vegas, NV, 89105	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25829	PRV	Sarah Nelson	1981-10-23	—	—	2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street City re-cased Email lower-cased+2 more
PRV-22533	PRV	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd # 195, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23891	PRV	Ethan Cook	2003-03-18	UHC-76119-12	6497947571	9366 Mesa Dr # 982, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20731	PRV	Austin C Holmes	1976-02-25	—	3899321696	2810 Spring St # 349, San Diego, CA, 92123	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27647	PRV	Amnada Johnson	1946-07-03	UHC-06364-64	8624656105	3153 Mountain View Dr Apt 39, Los Angeles, CA, 90094	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23619	PRV	Brandon Ward	1985-08-15	UHC-12510-99	3788017184	2264 Sage Ct Apt 11, Charlotte, NC, 28230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23201	PRV	Lauren Z Schmidt	1973-01-17	—	3603419548	4410 Lincoln Way # 409, Houston, TX, 77025	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-25098	PRV	Jack Campbell	1968-03-16	—	3043260715	1440 Grand Ave # 603, Las Vegas, NV, 89133	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-27134	PRV	Sandra Harrison	1957-10-15	—	4985179661	9330 Lincoln Way Apt 19, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-28137	PRV	Christine Valdez	1969-03-12	UHC-20572-11	8573991733	8031 Union St # 872, Houston, TX, 77012	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-27128	PRV	Carol Vargas	1951-03-18	—	—	3390 Washington St # 749, Jacksonville, FL, 32204	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28919	PRV	Raymond Peters	1972-08-03	—	9416962019	2221 Lake View Rd Apt 31, Austin, TX, 78732	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-29572	PRV	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 25, Minneapolis, MN, 55440	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-28738	PRV	Lauren Sullivan	1938-07-08	UHC-65196-52	8249268872	6489 Oak St # 854, Seattle, WA, 98189	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

699 rows, page 8 of 14Previous Next