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-140329	ENR	Natalie Mendez	2004-09-09	UHC-08282-03	7342635192	2534 Mesa Dr, Eden Prairie, MN, 55326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104346	ENR	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113798	ENR	Mariana Porter	1999-10-22	UHC-32514-31	2315598610	8211 Grand Ave, Chandler, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111604	ENR	Anna O Bell	1938-04-12	UHC-14422-58	9192137331	957 Baseline Rd, Dallas, TX, 75259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-133568	ENR	Kyle Hill	1959-01-21	UHC-55502-40	9154286656	927 Desert Sky Blvd, Austin, TX, 78708	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-128895	ENR	Cook Judith	1998-11-25	UHC-69843-96	3862873035	6012 Park Pl, Jacksonville, FL, 32259	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137965	ENR	Sofia W Ellis	1986-11-24	UHC-04054-91	—	2636 Church St, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121151	ENR	Dbeorah Butler	1972-01-07	UHC-03429-27	8004221829	6650 Indian School Rd, Dallas, TX, 75239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132692	ENR	Brandon V Clark	1990-07-05	UHC-04040-15	8233905754	2821 Apache Blvd, Plano, TX, 75002	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108044	ENR	Kyle Ward	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114183	ENR	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.62	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-113831	ENR	Nicole C Richardson	1973-09-03	—	9455786281	9679 Indian School Rd, Plano, TX, 75084	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100351	ENR	Henry T Brown	1998-08-21	UHC-21741-37	—	3158 Indian School Rd, Miami, FL, 33178	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-121774	ENR	Price Deborah	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126340	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 267, Orlando, FL, 32834	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-122705	ENR	Elizabeth U Diaz	2001-04-19	UHC-43655-21	2632256735	4787 Oak St, Tampa, FL, 33671	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109040	ENR	Kathleen Marquez	1979-01-06	UHC-34484-54	—	7249 Main St, Mesa, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-117018	ENR	Johnny G Harper	2004-01-19	UHC-79932-51	3905895117	7402 Ocean Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116386	ENR	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109406	ENR	Brandon O Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124609	ENR	Carol X Walker	1946-02-09	UHC-06553-34	9462489514	8826 Canyon Rd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104984	ENR	Joesph Z Simmons	1942-01-14	UHC-82187-94	9504454872	6762 Valley View Dr, Charlotte, NC, 28248	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104366	ENR	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd, Houston, TX, 77055	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110384	ENR	Noah Edwards	1972-07-04	UHC-12310-14	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-120877	ENR	Christopher O Freeman	1977-06-08	UHC-34571-07	3706933421	8397 Oak St, Chandler, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134618	ENR	Hulmes U Arthur	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114244	ENR	Jacqueline F Florres	1938-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120219	ENR	Natalie X Hughes	1940-07-03	UHC-87123-66	6842252901	4686 Sage Ct, Chandler, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136897	ENR	Virginia Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA, 98194	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135435	ENR	Edward Y Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-110747	ENR	Amy Freeman	1944-10-01	—	4677603920	2009 Elm St, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120733	ENR	Aisha F Gordon	1975-06-12	UHC-01782-66	5228365004	1950 Canyon Rd, Chandler, AZ, 85283	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-142257	ENR	Logan M Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115945	ENR	Austin Menoza	1981-06-10	UHC-84847-46	7504889876	7071 Indian School Rd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-107760	ENR	Valentina Owens	1978-09-17	UHC-20864-67	5964934896	3667 Desert Sky Blvd, Mesa, AZ, 85291	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100469	ENR	Angela A Wheeler	1952-05-13	UHC-42376-23	9164665774	8966 Elm St, Phoenix, AZ, 85097	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132980	ENR	Teresa Allen	1973-07-23	UHC-50538-21	2094960000	2116 Park Pl, Dallas, TX, 75253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101073	ENR	Emliy U Perkins	2001-10-04	UHC-00203-22	5904764785	1327 Cedar Ln, Fresno, CA, 93715	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135185	ENR	Rebecca Castillo	1951-09-27	UHC-84696-29	3837443559	5565 Grand Ave, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107310	ENR	Christine T Ward	1999-12-10	UHC-46328-06	4475706677	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-111461	ENR	Lori S Butler	1981-02-20	UHC-75436-96	4306655702	405 Indian School Rd, Nashville, TN, 37270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103324	ENR	Patricia E Graham	1970-10-08	UHC-52002-05	—	948 Indian School Rd, Tampa, FL, 33656	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-105206	ENR	Virginia G Cook	2007-06-17	UHC-55267-90	3443404000	9174 Forest Ave, Plano, TX, 75020	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-138689	ENR	Raymond Duncan	1953-03-16	UHC-08532-14	9489798479	7105 Park Pl, Orlando, FL, 32833	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140447	ENR	Linda D Carpenter	1940-10-18	UHC-03197-05	2405136107	9397 Grand Ave, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

3,951 rows, page 38 of 80Previous Next