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 “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-141016	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	—	5441 Ocean Ave, Gilbert, AZ, 85279	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141822	ENR	Marilyn Henderson	1982-05-24	UHC-96699-72	5264755262	3603 Camelback Rd, Houston, TX, 77070	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-64088	TPA	Brenda Wallace	2007-02-21	—	3346189246	1270 Park Pl, Orlando, FL, 32880	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128948	ENR	Tyler Barnes	1966-03-01	UHC-63428-80	7433776119	2446 Apache Blvd, Jacksonville, FL, 32219	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122905	ENR	Lawrence Russell	1981-02-16	UHC-68841-12	6623194772	7206 Valley View Dr, Miami, FL, 33112	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411741	CLM	Priya Tucker	1981-02-07	—	3497194168	619 Ocean Ave, Jacksonville, FL, 32248	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27422	PRV	Gary West	1950-10-18	—	4963977857	9832 Grand Ave, Fresno, CA, 93796	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61383	TPA	Jonathan Reed	2006-09-05	—	6419179846	1453 Valley View Dr, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115806	ENR	Jose W Campbell	1980-01-09	UHC-70117-04	6684951635	5850 Union St, Jacksonville, FL, 32269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61944	TPA	Beverly Andrews	1967-12-18	—	5166347246	2649 Canyon Rd, Nashville, TN, 37299	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-110648	ENR	Pamela Phillips	1971-11-10	UHC-63688-70	4526539125	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-101454	ENR	Frank R Wallace	1999-09-15	UHC-74375-66	2852010316	37 Washington St, Tucson, AZ, 85782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409670	CLM	Jessica Grant	2004-10-17	—	3776847927	1043 Cedar Ln, Gilbert, AZ, 85241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22597	PRV	Ethan Ramos	2005-04-01	—	4943074464	7771 Spring St, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421732	CLM	Susan X Mason	1954-06-27	—	7349766908	685 Cedar Ln, Miami, FL, 33124	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100559	ENR	Christine W Bennett	1990-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420584	CLM	Gregory Hudson	1968-08-14	—	—	7983 Hillcrest Rd, Plano, TX, 75060	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412732	CLM	Amber Kennedy	1969-02-27	UHC-00983-53	6622072429	1169 Apache Blvd, Los Angeles, CA, 90098	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106289	ENR	Stephen X Padilla	1944-08-13	UHC-17049-24	4922003897	5987 River Rd, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114213	ENR	Charlotte Ortiz	1948-07-13	UHC-29882-85	6192499968	4844 Lincoln Way, Las Vegas, NV, 89181	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120578	ENR	Beverly Hunter	1996-11-15	UHC-61579-57	7736722371	121 Desert Sky Blvd, Plano, TX, 75041	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123209	ENR	Natalie Valdez	1989-01-02	UHC-77746-76	9659602449	6787 Ridge Rd, Denver, CO, 80278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124427	ENR	Evelyn W Stone	1979-09-21	UHC-65548-15	3256552557	7348 Sage Ct, Tempe, AZ, 85222	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109516	ENR	Richard Q Santos	1947-06-15	UHC-94580-92	6904955430	7248 Main St, Mesa, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120412	ENR	Rebecca U Hart	1962-03-15	UHC-48738-18	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118297	ENR	Stephanie Holmes	1987-09-26	UHC-67717-30	5467464510	3877 Harbor Blvd, Scottsdale, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
ENR-138615	ENR	Mason Taylor	2001-07-19	UHC-83381-43	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
ENR-131209	ENR	Nicole King	1969-03-10	UHC-75840-72	8848891767	6954 Pine Dr, Phoenix, AZ, 85091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27052	PRV	Evelyn U Contreras	1977-01-11	—	8072724415	8517 Sunset Blvd, Jacksonville, FL, 32240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122767	ENR	Christina D Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd, Houston, TX, 77052	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424269	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112008	ENR	Maeo Armstrong	1979-02-15	UHC-54870-93	8868558811	1841 Bayshore Dr, Los Angeles, CA, 90069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425265	CLM	Wayne Y Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL, 33698	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-51381	TPA	Janet Jenkins	1976-05-08	—	9794867603	5208 Main St, Phoenix, AZ, 85004	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24382	PRV	Henry Stevens	1970-10-26	UHC-50709-36	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52330	TPA	Christine Hicks	1996-10-24	—	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142460	ENR	Deborah N Chapman	1938-10-27	UHC-03542-11	2535724174	6636 Canyon Rd, Houston, TX, 77028	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27132	PRV	Petter O Wells	1946-05-19	—	3055104175	2917 Mesa Dr, Miami, FL, 33128	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420992	CLM	Doris Gilbert	1945-07-11	—	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-418958	CLM	Nicole Carr	1961-06-14	UHC-85502-91	4023802792	7331 Pine Dr, Phoenix, AZ, 85053	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63402	TPA	Mriana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102597	ENR	Kelly Ray	1956-10-25	UHC-29979-94	8962091304	7409 Hillcrest Rd, Fresno, CA, 93743	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132820	ENR	Alice L Morrison	1965-01-13	UHC-39317-97	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118434	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

8,263 rows, page 57 of 166Previous Next