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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109572	ENR	Patrycia Sullivan	1960-08-06	UHC-32585-72	7888162357	7284 Grand Ave, Plano, TX, 75022	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101976	ENR	Jess Medina	2002-11-26	UHC-92187-07	7978568412	1120 Bayshore Dr Apt 25, Fresno, CA, 93717	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137107	ENR	Ana O Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123652	ENR	Roger Cook	1966-01-17	UHC-57892-34	8738272369	6721 Harbor Blvd, Eden Prairie, MN, 55348	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108537	ENR	Wayne P Oliver	1976-04-07	UHC-87651-90	7625235720	365 Church St, Sacramento, CA, 95831	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100513	ENR	Camila Jacobs	1976-08-24	UHC-42463-75	7473538814	850 Bayshore Dr, Tempe, AZ, 85286	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127574	ENR	David Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX, 78798	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101601	ENR	Christian Holmes	1958-11-23	UHC-16278-74	—	6194 Meadow Ln, Nashville, TN, 37295	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138998	ENR	Anna P Andrews	2006-02-03	UHC-46033-71	—	1423 Bayshore Dr, Chandler, AZ, 85211	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105074	ENR	Nancy Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111169	ENR	Joan A Johnston	2001-03-18	UHC-21549-44	6938562173	8718 Desert Sky Blvd, Miami, FL, 33104	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114193	ENR	Mason N Jenkins	1971-02-08	UHC-44213-31	4038643511	2754 Meadow Ln, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104598	ENR	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave Apt 35, Houston, TX, 77038	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-120713	ENR	Brian Wells	2001-07-16	UHC-78951-31	3433526611	7743 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-107266	ENR	Kenneth Gonzalz	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132529	ENR	Ceryl D Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124421	ENR	Russell Powell	1939-10-22	UHC-73379-98	—	8283 Willow Ct, Fresno, CA	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-129542	ENR	Bobby L Payne	1988-08-17	UHC-54861-76	2315860318	7432 Palm Dr, Columbus, OH, 43248	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140161	ENR	Eugene J Jacobs	1947-06-19	UHC-70574-62	4948507283	1650 Meadow Ln, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117401	ENR	Tomy Mendoza	2007-04-23	UHC-73410-84	8639936816	4060 Grand Ave, Eden Prairie, MN, 55393	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128007	ENR	Cynthia Baker	1938-09-16	UHC-45011-80	4547801181	5643 Park Pl, Phoenix, AZ, 85044	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120043	ENR	Santiago Padilla	1981-11-04	UHC-48047-31	—	6082 Grand Ave, San Diego, CA, 92147	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105911	ENR	Jesse Black	1982-07-10	UHC-62534-65	—	7388 Maple Ave, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125094	ENR	Ann O Fernandez	1995-04-14	UHC-94337-31	9848279037	8664 Lake View Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-134053	ENR	Lawrence A Aguilar	2007-10-12	UHC-50675-34	6642726698	1029 Lake View Rd, Fresno, CA, 93764	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-113999	ENR	Kenneth Hernandez	1978-11-12	UHC-86070-65	5308997445	4079 Valley View Dr, Glendale, AZ, 85387	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125597	ENR	Vincent Taylor	1947-07-13	UHC-79415-07	4439895387	8637 Grand Ave, Tucson, AZ, 85722	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-126734	ENR	Diana M Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128189	ENR	Helen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115231	ENR	Jrry B Day	1959-07-17	UHC-84674-73	2233270204	5139 Palm Dr, Miami, FL, 33156	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115232	ENR	Jrry B Day	1959-07-17	UHC-84674-73	2233270204	5139 Palm Dr, Miami, FL, 33156	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139984	ENR	Benjamin J Ferguson	1948-02-20	UHC-50436-75	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113319	ENR	Abigail F Reynolds	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-116265	ENR	Amy Pierce	—	UHC-70925-48	5446436868	3002 Main St, Denver, CO, 80207	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-106534	ENR	Kimberly J Willis	1954-04-24	UHC-79191-29	2274340284	5805 Park Pl, San Diego, CA, 92106	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-142808	ENR	Samantha U Martin	1986-12-18	UHC-06474-19	8277122983	9519 Jefferson Ave, Eden Prairie, MN, 55332	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120739	ENR	Alexis F Phillips	1958-08-10	UHC-25166-11	4934434378	3344 Ridge Rd Apt 2, Sacramento, CA, 95806	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-109274	ENR	Russell A Maria	1960-01-15	UHC-52329-60	3085001221	7975 Spring St, Atlanta, GA, 30340	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132827	ENR	Hiroshi L Webb	1978-05-02	UHC-42260-19	—	8151 Church St, Denver, CO, 80296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136122	ENR	Joe H Hicks	1963-10-13	UHC-33142-39	2715876951	3667 Meadow Ln Apt 22, Phoenix, AZ, 85003	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129368	ENR	Kyala Coleman	1950-08-25	UHC-25788-16	4684151321	9747 Main St, Scottsdale, AZ, 85213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118169	ENR	Maeo Berry	1954-09-13	UHC-37284-15	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123559	ENR	Tricia V Bradley	2000-08-04	UHC-03687-10	—	5690 Forest Ave Apt 34, Houston, TX, 77023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-114270	ENR	Katherine L Bell	1997-07-13	UHC-91757-89	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106684	ENR	Nathan Jacobs	1946-07-04	UHC-34860-04	9395049935	3405 Pine Dr # 130, Seattle, WA, 98114	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-107578	ENR	Jennifer I Vasquez	1954-06-14	UHC-71721-93	4419304062	8150 Sunset Blvd, Houston, TX, 77099	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134527	ENR	Patrick D Medina	1959-01-12	UHC-45150-48	6476791608	8955 Bayshore Dr, Seattle, WA, 98128	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more

4,309 rows, page 22 of 87Previous Next