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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117554	ENR	Jesse R Richards	1969-03-05	UHC-63467-74	7083178157	1959 Lincoln Way, Las Vegas, NV, 89135	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-112728	ENR	Roy N Hall	1952-10-16	—	9535140397	6334 Apache Blvd, San Antonio, TX, 78254	0.82	City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-128978	ENR	Eric Q Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.82	Name re-cased Date of birth reformatted ZIP+4 trimmed
ENR-133686	ENR	Douglas Stewart	2006-06-14	UHC-18830-70	5327393624	7629 Church St, Glendale, AZ, 85353	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
ENR-110360	ENR	Yuki Rojjas	1960-01-25	UHC-45614-98	2382544713	3162 Grand Ave, Seattle, WA, 98181	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-142343	ENR	Linda Moore	1987-03-21	UHC-02600-33	2973162996	4891 Lincoln Way, San Antonio, TX, 78230	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-135191	ENR	Kathryn Payne	1988-12-19	UHC-12324-03	8638248181	7108 Canyon Rd, Mesa, AZ, 85289	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-100859	ENR	Yuki E Berry	1953-01-02	UHC-79256-52	9734468767	5752 Lincoln Way, Atlanta, GA, 30354	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-134043	ENR	Zachary W Hunt	1990-01-21	UHC-68795-03	—	9239 Canyon Rd, Scottsdale, AZ, 85295	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116778	ENR	Martha F Tucker	1998-10-08	UHC-90948-60	4518689398	4872 Lincoln Way, Tempe, AZ, 85236	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
ENR-134063	ENR	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA, 95850	0.82	Name re-cased City re-cased ZIP+4 trimmed
ENR-134015	ENR	Alexander N Wang	1963-06-06	UHC-08915-92	6676364968	692 Broadway, Minneapolis, MN, 55443	0.82	Date of birth reformatted Address re-cased ZIP+4 trimmed
ENR-121834	ENR	Arjun U Delgado	1953-05-24	UHC-24175-20	—	913 Sage Ct, Tempe, AZ, 85221	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104495	ENR	Elizabeth Coleman	1978-04-09	UHC-37703-99	6366706369	9256 Indian School Rd, Columbus, OH, 43247	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-142381	ENR	Amanda Bennett	1946-06-10	UHC-24206-61	5557163494	5321 Spring St, Tampa, FL, 33637	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-110551	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.82	Name re-cased Date of birth reformatted ZIP+4 trimmed
ENR-132562	ENR	Bobby Carroll	1953-10-03	UHC-95688-41	8107436657	5749 Mountain View Dr, Charlotte, NC, 28293	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
ENR-127186	ENR	Stephanie X Washington	1945-01-03	UHC-46595-95	7472558896	1804 Mountain View Dr, Dallas, TX, 75230	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
ENR-123218	ENR	Bobby Q Campbell	1954-09-06	UHC-12188-14	6952744565	2686 Church St, Phoenix, AZ, 85054	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-123988	ENR	Philip S Yang	1994-04-25	UHC-24363-97	3124131040	6658 Desert Sky Blvd, Fresno, CA, 93729	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-112632	ENR	Adam Z Turner	1959-06-10	UHC-00556-15	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
ENR-137063	ENR	Linda Arnold	2006-09-02	UHC-08033-27	3327740177	6989 Forest Ave, Charlotte, NC, 28267	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-136153	ENR	Frank M Reyes	1963-12-24	UHC-33925-20	9825761764	7611 Washington St, San Diego, CA, 92132	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-117174	ENR	Patrick L Berry	1983-06-21	UHC-67543-54	4735088061	3072 Forest Ave, Charlotte, NC, 28291	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-139998	ENR	Stephen U Herrera	1949-05-18	UHC-99274-57	9304105875	1373 Park Pl, Minneapolis, MN, 55449	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
ENR-137750	ENR	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ, 85724	0.82	City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-107892	ENR	Deborah Vasquez	1956-12-13	UHC-04821-42	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-102740	ENR	Angela L Arnold	1949-09-19	UHC-29880-50	5394607199	5614 Hillcrest Rd, Sacramento, CA, 95867	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-122988	ENR	Kenneth L Mason	1962-08-27	UHC-03925-28	2707546714	8342 Washington St, Charlotte, NC, 28233	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-123918	ENR	Jacob G Little	1952-04-05	UHC-83659-74	3375392416	6539 Broadway, Phoenix, AZ, 85098	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-132265	ENR	Frances D Jackson	1961-02-19	UHC-00713-56	2867510402	809 Apache Blvd, Minneapolis, MN, 55415	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-115220	ENR	Maria Z Franklin	1938-01-28	UHC-82679-55	6834625035	6020 River Rd, Denver, CO, 80242	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-139556	ENR	Yuki Yang	1977-09-21	UHC-26988-86	3709198884	7745 Broadway, San Diego, CA, 92191	0.82	Name re-cased ZIP+4 trimmed Email lower-cased
ENR-113018	ENR	Ruth Owens	1988-01-27	UHC-38282-21	2465225709	8039 Washington St, Houston, TX, 77015	0.82	Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-104434	ENR	Keith A Lawrence	1973-01-22	UHC-56811-34	3404705848	7530 Maple Ave, Denver, CO, 80247	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-110298	ENR	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-103372	ENR	Kayla Hart	1966-12-18	UHC-59228-60	6172362994	61 Washington St, Tempe, AZ, 85220	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-132454	ENR	Lwarence U Ramirez	1971-02-09	UHC-73167-84	7125755715	863 Bayshore Dr, Los Angeles, CA, 90061	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-132897	ENR	Theresa D Taylor	1982-04-11	UHC-55739-27	5392222883	2310 Mesa Dr, Los Angeles, CA, 90081	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-140524	ENR	Mateo L Grant	1969-10-22	UHC-05095-06	7323803755	2240 Hillcrest Rd, Fresno, CA, 93736	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-110014	ENR	Kavin H Webb	1955-11-24	UHC-94348-70	3485577485	9305 Grand Ave, Atlanta, GA, 30375	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-119079	ENR	Wei S Guzman	1969-04-22	UHC-71359-21	7645336737	518 Broadway, Nashville, TN, 37298	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-114421	ENR	Albert Harvey	1986-10-10	UHC-60031-24	5119210332	9873 Lincoln Way, Minneapolis, MN, 55489	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-141169	ENR	Lauren Grant	1976-09-10	UHC-93736-59	4268842621	4203 Grand Ave, Denver, CO, 80290	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-129116	ENR	Kelly Q Richardson	1961-03-09	UHC-55203-07	4085635948	348 Mesa Dr, Chandler, AZ, 85214	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-135699	ENR	Raymond B Rivera	1973-10-24	—	5637961847	7816 Camelback Rd, Atlanta, GA, 30334	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103704	ENR	Luis Payne	1986-12-14	UHC-63005-41	7828538699	8681 Park Pl, Fresno, CA, 93788	0.82	City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-102749	ENR	Mary Hansen	1961-11-20	UHC-80131-43	9885051853	263 Lincoln Way, Orlando, FL, 32884	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-136657	ENR	Eric Bryant	1987-04-07	UHC-41677-25	4453379516	3004 Lake View Rd, Tucson, AZ, 85756	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-126506	ENR	Doris Sipson	1953-05-01	UHC-07621-28	7234308765	8477 Lake View Rd, Tucson, AZ, 85768	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

3,951 rows, page 77 of 80Previous Next