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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101542	ENR	Fatima Davis	1997-04-15	UHC-77945-54	9334228741	35 Cedar Ln, Chandler, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-114016	ENR	Melissa Y Turner	1969-05-07	UHC-27635-81	7193376210	1906 Jefferson Ave, Seattle, WA, 98147	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124786	ENR	Dot J Hughes	1980-03-27	UHC-92550-82	7649083664	7079 Main St, Atlanta, GA, 30332	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119279	ENR	Danielle Q Rios	1981-12-04	UHC-80470-70	8149148888	943 Oak St, Los Angeles, CA, 90076	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113391	ENR	Christine Morales	2007-01-19	UHC-18121-75	—	9879 Lincoln Way, Fresno, CA, 93702	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-105556	ENR	Ann Lewis	1948-08-14	UHC-60179-60	3322258479	6901 Palm Dr, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105555	ENR	Ann Lewis	1948-08-14	UHC-60179-60	3322258479	6901 Palm Dr, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134626	ENR	Sophia Greene	1999-10-04	UHC-49435-56	4365680637	6045 Highland Ave, Glendale, AZ, 85315	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105702	ENR	Brenda Y Walsh	1988-04-20	UHC-09527-12	5647345428	8975 Cedar Ln, Sacramento, CA, 95805	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-111490	ENR	Judith U Roberts	2008-06-03	UHC-23840-12	6588340136	3639 Elm St, Jacksonville, FL, 32205	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118956	ENR	Julie W Ellis	1997-11-19	UHC-11000-88	8825647612	444 Baseline Rd, Charlotte, NC, 28247	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-135717	ENR	Russell V King	1964-12-11	UHC-80971-11	7872580235	9139 Willow Ct, Fresno, CA, 93734	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127415	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA, 30356	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110342	ENR	Keith P West	2003-12-22	UHC-45978-28	3428078814	7579 Camelback Rd Apt 23, Orlando, FL, 32860	0.66	Name re-cased Member ID reformatted Unit split from street Gender normalised+1 more
ENR-120749	ENR	Ahmed G Lee	2000-04-26	UHC-13172-99	7472577129	1909 Ocean Ave, Houston, TX, 77082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113216	ENR	Scott T Castillo	1945-07-07	UHC-06779-38	3985523872	7586 Valley View Dr, Sacramento, CA, 95814	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115521	ENR	Billy U Adams	1990-11-21	UHC-27707-78	8613826438	1666 Park Pl, Phoenix, AZ, 85013	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120986	ENR	Lucia Q Hawkins	2008-01-14	UHC-18251-37	4345373950	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124463	ENR	Daniel N Hicks	1940-01-23	UHC-51325-01	5734849808	5325 Highland Ave, Tampa, FL, 33672	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101810	ENR	Joyce M Oliver	1983-05-10	UHC-53916-48	—	1062 Indian School Rd, Gilbert, AZ, 85292	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106693	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106694	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-127176	ENR	Maria Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111921	ENR	Maria Kim	1995-11-26	UHC-78972-88	5455342079	6098 Baseline Rd, Atlanta, GA, 30302	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129495	ENR	Deborah X Bradley	1947-05-26	UHC-01314-76	6507087722	6099 Bayshore Dr, Charlotte, NC, 28273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112304	ENR	Jesse Martinez	1995-06-06	UHC-96971-36	7814438649	5938 Canyon Rd, Dallas, TX, 75224	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-109660	ENR	Jeremy Nichols	1978-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-127325	ENR	Sandra Patel	1950-01-10	UHC-84344-21	7888946895	5464 Canyon Rd, Miami, FL, 33101	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128404	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128405	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-118191	ENR	George Lawrence	1956-11-06	UHC-41452-62	9584131180	4220 Ridge Rd, Jacksonville, FL, 32274	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-117097	ENR	Natalie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave Apt 30, Sacramento, CA, 95892	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-134490	ENR	Philip Freeman	1952-09-19	UHC-56132-61	9676220530	8036 Camelback Rd, Columbus, OH, 43224	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129019	ENR	Pamela Sullivan	1963-04-28	UHC-72817-47	7663120309	5284 Harbor Blvd, Miami, FL, 33144	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-127378	ENR	Emily Jones	1983-03-02	UHC-01142-45	6574925047	9687 Valley View Dr, Orlando, FL, 32808	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-100244	ENR	Ruth Q Ferguson	1945-10-09	UHC-17845-36	8744497748	9177 Jefferson Ave, Mesa, AZ, 85248	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118045	ENR	Sara T Cruz	1946-01-02	UHC-66353-35	6872878295	2076 Elm St, Scottsdale, AZ, 85274	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137337	ENR	Janet R Ramos	1989-02-07	UHC-35937-59	3083798189	736 Palm Dr, Fresno, CA, 93773	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108273	ENR	Nancy C Carlson	1981-08-13	UHC-15272-02	4286571119	6960 Maple Ave, Plano, TX, 75052	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125285	ENR	Kenneth I Williamson	2005-08-17	UHC-77095-09	9776702146	2871 Lake View Rd, Seattle, WA, 98135	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-129985	ENR	Frences H Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127153	ENR	Ana X Haart	1994-10-23	UHC-58138-74	6716122649	3106 Valley View Dr, Fresno, CA, 93726	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111926	ENR	Anthony Wang	1991-07-23	UHC-64043-02	9486846751	5874 Hillcrest Rd, San Antonio, TX, 78224	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127061	ENR	George M Schultz	1989-01-12	UHC-31612-96	4769797367	9044 Elm St, Austin, TX, 78762	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139393	ENR	Billy Q Medina	1980-05-23	UHC-03106-77	—	2742 Church St, Jacksonville, FL, 32293	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-129476	ENR	Wei I Andrews	2004-04-18	UHC-27116-09	6853277645	739 Lake View Rd, Miami, FL, 33172	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-127475	ENR	Randy J Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ, 85291	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-120646	ENR	Brandon P Mason	1939-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133574	ENR	Ryan Barnes	1957-09-02	UHC-62073-15	8573790866	4816 Desert Sky Blvd, Gilbert, AZ, 85248	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112508	ENR	Omar W Carter	2002-04-05	UHC-20223-76	—	1110 Baseline Rd, Houston, TX, 77090	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

7,326 rows, page 89 of 147Previous Next