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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135986	ENR	Madison Castro	1947-09-03	UHC-09358-13	7763270107	5733 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123638	ENR	Ana Phillips	1959-04-19	UHC-41264-27	—	6304 Meadow Ln, Tampa, FL, 33640	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-143017	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123278	ENR	Helen Bailey	1953-03-28	UHC-99440-30	7126574593	6658 Maple Ave, Seattle, WA, 98172	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100955	ENR	Bryan V Weber	1987-10-19	UHC-91647-58	9662626528	3394 Lake View Rd, Minneapolis, MN, 55414	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-111985	ENR	Randy Washington	1956-04-20	UHC-04077-40	—	7571 Camelback Rd, Chandler, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-118518	ENR	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-138880	ENR	Amber O Banks	1975-11-16	UHC-25427-90	5278166212	2815 Lincoln Way Apt 1, Fresno, CA, 93792	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-130113	ENR	John Vasquez	1977-10-25	UHC-12628-50	6315223474	5225 Lincoln Way # 350, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135933	ENR	Tler N Green	1993-10-21	UHC-43870-84	5073496946	5256 Elm St, Jacksonville, FL, 32212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133395	ENR	Scott Estrada	1963-11-20	UHC-21355-47	2368403536	2065 Bayshore Dr # 739, Austin, TX, 78770	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135926	ENR	Nicholas B Park	—	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-126634	ENR	Adam Sandoval	1964-05-11	UHC-12411-34	5434941597	6129 Bayshore Dr, Mesa, AZ, 85250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129953	ENR	Sam G Garza	1948-03-03	UHC-66841-45	5828604931	2856 Bayshore Dr Apt 24, Eden Prairie, MN, 55388	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107085	ENR	Alice Guerrero	2003-09-24	UHC-20918-53	3996352738	5629 Hillcrest Rd, Chandler, AZ, 85260	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123341	ENR	Debra Anderson	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-129169	ENR	Russell Black	1975-06-03	UHC-14028-95	—	1205 Baseline Rd, Minneapolis, MN, 55491	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-136625	ENR	Christina X Fields	1958-04-19	—	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-135975	ENR	Maark A Larson	1952-10-22	UHC-49198-72	6077574688	2813 Indian School Rd, Tempe, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-110779	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135820	ENR	Harold I Harrera	1958-11-09	UHC-89206-91	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139246	ENR	Walter M Flores	1947-07-06	UHC-24155-05	4568713691	9510 Grand Ave, Los Angeles, CA, 90056	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
ENR-121828	ENR	Rachel X Soto	1973-05-28	UHC-29420-03	—	198 Central Ave, Tampa, FL, 33680	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136048	ENR	Logan Ortiz	—	UHC-98629-39	7818450255	2251 Grand Ave, Las Vegas, NV, 89141	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-143035	ENR	Ashley Coleman	1964-01-04	UHC-58844-78	3284782900	6227 Maple Ave, Las Vegas, NV, 89150	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123675	ENR	Ana Gant	1979-06-23	UHC-25155-17	—	9741 Oak St, Minneapolis, MN, 55447	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-139916	ENR	Sareh U Clark	1968-08-03	UHC-90160-58	—	5050 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-141011	ENR	James Ford	1994-03-01	UHC-07741-13	—	7749 Church St # 435, Fresno, CA, 93724	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130293	ENR	Bobbby Adams	1972-01-12	—	2082504797	8522 Spring St, Plano, TX, 75070	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113196	ENR	Keith S Garcia	1994-09-05	UHC-31785-44	—	2681 Bayshore Dr, Plano, TX, 75032	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131925	ENR	Andrea Braynt	1955-03-03	UHC-85336-01	4953335604	2442 Church St, Las Vegas, NV, 89118	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-136004	ENR	Priya Bowman	1985-06-27	UHC-20261-11	—	8188 Willow Ct, Nashville, TN, 37260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107478	ENR	Charles F Riley	1950-02-27	UHC-23342-34	4462657685	1938 Mesa Dr, Phoenix, AZ, 85014	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117809	ENR	Jacqueline Espinoza	1991-11-25	UHC-52185-69	3828214879	5551 River Rd, Miami, FL, 33153	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-116964	ENR	Virginia V Bennett	1991-06-27	UHC-72898-74	2683854487	493 Union St, Fresno, CA, 93730	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-111641	ENR	Harold I Sanchez	1953-01-19	UHC-46228-49	5868891581	1273 Ridge Rd, San Diego, CA, 92139	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108580	ENR	Ashley Owens	1946-12-05	UHC-03541-20	4588047603	8783 Broadway, Houston, TX, 77059	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-131990	ENR	Richard Guzman	2003-11-26	UHC-19581-78	—	8451 Park Pl, Mesa, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113607	ENR	Harold G Collins	1967-01-25	—	—	6463 Ridge Rd, Gilbert, AZ, 85206	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113306	ENR	Emily Nguyen	2005-12-28	UHC-56018-98	—	2586 Indian School Rd, Sacramento, CA, 95836	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123561	ENR	Priya Burton	1985-09-24	UHC-30034-12	7799663579	722 Elm St, Tempe, AZ, 85267	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122736	ENR	Richard N Yang	—	UHC-13935-20	—	5832 Jefferson Ave, Fresno, CA, 93795	0.66	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-134836	ENR	Brenda Jenkyns	1960-05-16	UHC-89807-62	4024710535	9453 Union St, Tempe, AZ, 85249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104104	ENR	Dyln Morris	1947-09-14	UHC-10956-50	—	3933 Camelback Rd, Seattle, WA, 98154	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135339	ENR	Susan Snyder	1968-08-26	UHC-37162-19	3066313551	6602 River Rd, Dallas, TX, 75238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114467	ENR	Denie R Harper	1985-08-11	UHC-73184-07	4319335024	1619 Camelback Rd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-102486	ENR	Turner Joe	1946-12-06	UHC-81055-45	9855402817	5768 Valley View Dr, Denver, CO, 80238	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-118380	ENR	Joan A Alvarado	1946-07-21	UHC-00087-63	8823688818	8314 Forest Ave, Miami, FL, 33182	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

16,916 rows, page 119 of 339Previous Next