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

All sources, 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
CLM-415110	CLM	Drois Ramirez	1991-07-19	UHC-73871-54	—	9148 Lincoln Way, Minneapolis, MN, 55402	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+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
CLM-430936	CLM	Kenneth Garrett	1999-04-11	—	—	4405 Willow Ct, Chandler, AZ, 85277	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407493	CLM	Mateo Pierce	1985-05-01	UHC-17328-37	—	7217 Lincoln Way, Los Angeles, CA, 90012	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415702	CLM	Austin Kennedy	1996-05-24	—	—	919 Ocean Ave, Seattle, WA, 98175	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51808	TPA	Sharon B Santos	1990-01-28	—	—	6404 Bayshore Dr, Denver, CO, 80272	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-29186	PRV	Alan Nichols	1975-03-06	UHC-14705-81	5605844566	7434 Cedar Ln, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+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
TPA-63880	TPA	Susan Welch	1983-01-10	—	—	6930 Cedar Ln, Minneapolis, MN, 55464	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+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
CLM-425622	CLM	Edward Alvarado	1960-06-18	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431711	CLM	Diane Y Fuller	1957-04-08	UHC-00407-07	—	5890 Apache Blvd, Houston, TX, 77064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51081	TPA	Larry Powell	1947-08-03	—	—	1524 Sage Ct, Columbus, OH, 43236	0.66	Date of birth reformatted Street suffix standardised Address 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
CLM-406302	CLM	Joyce Palmer	1980-11-24	UHC-68741-60	—	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-406498	CLM	Cynthia N Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.66	Phone reformatted Street suffix standardised Address 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
CLM-430784	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+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
CLM-415831	CLM	Sara Little	1981-10-12	UHC-34139-98	—	5850 Jefferson Ave, Plano, TX, 75086	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426705	CLM	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd Apt 34, Chandler, AZ, 85209	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+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
TPA-53211	TPA	Sara Mitchell	2007-05-01	—	—	9648 Oak St, Tampa, FL, 33636	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-419022	CLM	Katherine Aguilar	1951-01-07	—	—	3243 Grand Ave, Las Vegas, NV, 89104	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+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
CLM-401341	CLM	Catherine Ellis	1939-12-19	—	—	3991 Park Pl Apt 38, Chandler, AZ, 85202	0.66	Name re-cased Unit split from street State code upper-cased Gender normalised+1 more
TPA-58930	TPA	Sandra Kelley	1960-02-27	—	3683386402	6943 Lincoln Way, Tucson, AZ, 85705	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411954	CLM	Ruth Howard	1974-05-10	—	—	8178 Willow Ct, Nashville, TN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+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
TPA-53388	TPA	Alice EJunk	1950-07-12	—	8735422059	6473 Central Ave, Los Angeles, CA, 90044	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+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
CLM-430604	CLM	Elizabeth Lane	1984-04-14	—	3724998421	8892 Apache Blvd # 967, Minneapolis, MN, 55483	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+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
CLM-407744	CLM	Rebecca Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.66	Phone reformatted Street suffix standardised Address 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
PRV-25692	PRV	Berry Keith	2006-04-02	—	—	810 Valley View Dr, Mesa, AZ, 85262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425123	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	3033327011	7120 Washington St, Tucson, AZ, 85751	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 189 of 337Previous Next