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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124020	ENR	Vinccent Henderson	1962-06-21	UHC-29621-21	8365092297	4468 Ocean Ave, Houston, TX, 77084	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111704	ENR	Ashley R Tucker	1971-10-22	UHC-02406-38	7717957678	3190 Sunset Blvd, Chandler, AZ, 85295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121309	ENR	Lucia Ortiz	1995-10-09	UHC-96991-92	7549886991	1590 Lake View Rd, San Diego, CA, 92160	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101064	ENR	Grace D Rodriguez	1994-03-14	UHC-74123-45	7595967642	4481 Sage Ct Apt 10, San Antonio, TX, 78217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133872	ENR	Adam Wilson	1938-07-21	UHC-40383-09	—	6489 Mountain View Dr, Tempe, AZ, 85266	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121172	ENR	Noah R Pena	1966-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136810	ENR	Lucia Aguilar	2004-07-14	UHC-68965-28	9639222813	6353 Market St, Sacramento, CA, 95897	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105145	ENR	Megan Gonzalez	2005-02-25	UHC-00597-47	4763227799	1165 Hillcrest Rd, Denver, CO, 80289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100382	ENR	Cynthia Reid	1987-11-14	UHC-56937-09	5884430620	7385 Church St, Orlando, FL, 32888	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128532	ENR	Harold P Morales	1949-11-28	UHC-68587-26	4747050032	7282 Lake View Rd, Miami, FL, 33159	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121848	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	8110 Ridge Rd, San Antonio, TX, 78273	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116252	ENR	Lawrence Carr	1964-03-12	UHC-86881-25	4006469932	5892 River Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135152	ENR	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St Apt 29, Austin, TX, 78751	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122969	ENR	Anna M Powell	1946-10-25	UHC-86202-91	3936651404	5670 Canyon Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124004	ENR	Thmas Jacobs	1961-11-02	UHC-97013-20	8247339637	7633 Grand Ave, Eden Prairie, MN, 55383	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104072	ENR	Alexander L Nuunez	1985-09-18	UHC-39766-39	9615184929	6480 Cedar Ln, Nashville, TN, 37259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101660	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134635	ENR	Edward Z Griffin	1985-04-14	UHC-15790-05	6348187977	756 Apache Blvd, Plano, TX, 75081	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141911	ENR	Salazar Brenda	1989-06-02	UHC-15544-04	5575157216	3821 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139151	ENR	Linda M Stone	1951-09-26	UHC-41370-90	7636395325	896 Grand Ave, Fresno, CA, 93753	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104731	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122587	ENR	Kayla J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St, Phoenix, AZ, 85041	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137436	ENR	Arthur Gibson	2008-09-21	UHC-76416-17	9282343055	3077 Elm St, Jacksonville, FL, 32258	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133217	ENR	Nathan Daniels	1989-12-19	UHC-66938-10	5436652455	7743 Spring St, Glendale, AZ, 85345	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-127206	ENR	Aisha C Gonzales	1980-03-15	UHC-51297-81	8682990074	3446 Main St, San Diego, CA, 92179	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118926	ENR	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142106	ENR	Terry Q Duncan	1972-11-17	UHC-55410-43	8857135600	8349 Sunset Blvd, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133551	ENR	Nancy I Welch	1954-03-08	UHC-74613-35	6589867965	5971 Union St, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-123864	ENR	Alan Dean	1992-09-12	UHC-33697-11	2444852040	5224 Camelback Rd, Fresno, CA, 93707	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-134511	ENR	Megan K Owens	1953-09-22	UHC-11804-67	—	8704 Sunset Blvd, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113246	ENR	Sean P Warren	1961-04-01	UHC-92857-60	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103591	ENR	Amanda Burton	1974-06-26	UHC-03306-23	8609514650	9383 Camelback Rd # 591, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124010	ENR	Jennifer Graham	2003-07-20	UHC-05669-84	—	4353 Meadow Ln, Tucson, AZ, 85746	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126015	ENR	Alan Coopar	2001-10-17	UHC-35629-61	9555001573	8530 Canyon Rd, Las Vegas, NV, 89175	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131196	ENR	Anna H Wong	1955-01-13	UHC-35977-69	6014153615	3418 Indian School Rd, Las Vegas, NV, 89196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-143031	ENR	Patrick Carpenter	1944-07-07	UHC-58366-34	2456011294	8951 Willow Ct, Nashville, TN, 37241	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137416	ENR	Julia O Ortega	1949-04-12	UHC-48319-96	—	2489 Camelback Rd # 902, Orlando, FL, 32874	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-111552	ENR	Wille F Wood	1978-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-136718	ENR	Debra Franklin	1981-09-06	—	—	1835 Baseline Rd, Jacksonville, FL, 32238	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114919	ENR	Sharon R Hill	2000-12-09	UHC-83800-64	9092736722	2193 Ocean Ave, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124031	ENR	Walter R Stewaart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134251	ENR	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	2683 Mesa Dr, Seattle, WA, 98161	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107466	ENR	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA, 93754	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-104056	ENR	Dean V Andea	1940-08-19	UHC-86587-78	8759958211	8518 Spring St, Sacramento, CA, 95863	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101964	ENR	Amanda Lee	1944-07-18	UHC-59152-39	9527612362	114 Mesa Dr, Atlanta, GA, 30338	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133059	ENR	Theresa I Jordan	2003-10-04	UHC-42470-04	—	9194 Ocean Ave, Mesa, AZ, 85257	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-142589	ENR	Michael X Ramirez	2007-02-19	UHC-59993-39	—	7881 Maple Ave, Dallas, TX, 75205	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118900	ENR	Arnold R Arjun	1960-06-05	UHC-91721-44	5123767257	9660 Broadway, Orlando, FL, 32858	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-139710	ENR	Matthew Kelley	1956-04-10	UHC-28663-60	9389310093	7256 River Rd, Tempe, AZ, 85280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 189 of 532Previous Next