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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133624	ENR	Ahmed Z Watkins	1943-02-12	UHC-52231-59	—	439 Apache Blvd, San Antonio, TX, 78285	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-107544	ENR	Lauren O Sullivan	1953-10-04	UHC-28607-57	5157108317	6149 Highland Ave, Plano, TX, 75037	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112475	ENR	Ann P Kim	1978-10-24	UHC-50303-06	7603876636	6686 Main St, Las Vegas, NV, 89183	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118039	ENR	Jack Q Greene	1940-07-18	UHC-46172-29	7664118050	7982 Mesa Dr, Eden Prairie, MN, 55370	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-102357	ENR	Sara E Ortega	1954-09-16	UHC-33453-03	6259326223	8418 Lake View Rd, Scottsdale, AZ, 85269	0.78	Member ID reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-126841	ENR	Jason Espinoza	1959-09-06	UHC-11220-61	7525778242	7266 Grand Ave, Tempe, AZ, 85281	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117040	ENR	Kathleen L Morgan	1960-02-04	UHC-81508-93	4873209652	2706 Elm St, Denver, CO, 80284	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-113796	ENR	Evelyn West	1995-12-24	UHC-84463-14	6024952159	1337 Forest Ave, Tempe, AZ, 85288	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-107333	ENR	Jose G Hart	1943-12-08	UHC-57324-20	—	5370 Pine Dr, Glendale, AZ, 85336	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-142258	ENR	Seen H Thompson	2006-05-03	UHC-89280-09	8857317749	445 River Rd, Dallas, TX, 75275	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142598	ENR	Jacqueline X Rios	1976-01-14	UHC-81442-38	—	8403 Church St, Minneapolis, MN, 55441	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-124008	ENR	Timothy Castillo	1953-12-13	UHC-54549-14	—	3418 Baseline Rd, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-106129	ENR	Gregory Johnson	1981-05-06	UHC-38059-86	8932662268	2227 River Rd, Fresno, CA, 93707	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104458	ENR	Hannah J Marquez	1995-04-08	UHC-08190-39	4044465148	5603 Hillcrest Rd, Dallas, TX, 75237	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-130850	ENR	Megan Larson	1966-04-12	UHC-30590-11	7733039563	1637 Camelback Rd, Miami, FL, 33186	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106340	ENR	Chuck Peterson	1957-12-27	UHC-60674-13	—	6660 Palm Dr, San Diego, CA, 92196	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-125814	ENR	Valentina Santiago	1992-10-02	UHC-48471-74	6613568837	5323 Broadway, Las Vegas, NV, 89175	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-126112	ENR	Charles J Gonzales	1962-05-06	UHC-90158-77	4012157510	4875 Desert Sky Blvd, Houston, TX, 77008	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139620	ENR	Maria D Williams	1981-03-22	UHC-03452-96	9642466627	3689 River Rd, Denver, CO, 80224	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-101284	ENR	Jacob Payne	1946-02-01	UHC-43690-68	3074571808	1129 Main St, Glendale, AZ, 85363	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132144	ENR	Alexis W Adams	1988-08-08	UHC-10690-41	6264962384	5331 Forest Ave, Fresno, CA, 93764	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-117212	ENR	Wei Chapman	1956-11-25	UHC-75427-53	2663349024	606 Spring St, Tampa, FL, 33619	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108090	ENR	Luis Nguyen	1977-04-15	UHC-08438-95	6373036431	7453 Market St, Orlando, FL, 32833	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122421	ENR	Walter Bailey	1956-08-10	UHC-39646-96	6969679769	9810 Market St, Houston, TX, 77009	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103049	ENR	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd Apt 38, Sacramento, CA, 95831	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-125238	ENR	Barbara Cox	1943-10-17	UHC-16760-21	5146184549	5491 Grand Ave, Orlando, FL, 32868	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130883	ENR	Charlotte Z Young	1976-03-20	UHC-24622-73	3125552763	8699 Hillcrest Rd, Tempe, AZ, 85221	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132842	ENR	Carlos Jordan	2006-09-02	UHC-81783-75	2763499443	86 Oak St, Sacramento, CA, 95886	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-103135	ENR	Christine J Harvey	1965-07-11	UHC-44943-14	3226586639	8556 Sage Ct, Plano, TX, 75036	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100184	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-119628	ENR	Shiirley Hamilton	1975-01-21	UHC-16649-30	2144207111	6312 Palm Dr, Dallas, TX, 75295	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-110156	ENR	Barbara B Chavez	1978-04-14	UHC-56236-41	—	2740 Central Ave, Chandler, AZ, 85296	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130720	ENR	David U Montgomery	1974-08-16	UHC-29410-17	3627671324	8892 Highland Ave, Fresno, CA, 93737	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-101318	ENR	Sharon Mejia	1995-04-14	UHC-94173-82	3199293736	3892 Camelback Rd, Fresno, CA, 93767	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108413	ENR	Alexander Z Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-108414	ENR	Alexander Z Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-105838	ENR	Sandra A Washington	1954-02-22	UHC-11593-76	3895385402	9381 Canyon Rd, Minneapolis, MN, 55486	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119518	ENR	Raymond C Chen	1983-06-10	UHC-81169-12	4628434943	992 Main St, Jacksonville, FL, 32215	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-112978	ENR	Amber Li	1943-02-26	UHC-49748-88	6547928037	2607 Apache Blvd, Eden Prairie, MN, 55397	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141755	ENR	Jess Henderson	1995-05-23	UHC-99457-20	6377970541	8470 Hillcrest Rd, Tempe, AZ, 85296	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-142360	ENR	Betty D Weaer	1973-03-16	UHC-86220-35	7342565787	968 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-134681	ENR	Helen Young	1982-09-15	UHC-35197-82	9293338448	1568 Mountain View Dr, Mesa, AZ, 85291	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118517	ENR	Nancy E Richardson	1989-05-28	UHC-36357-39	6637138851	7539 Canyon Rd # 216, San Antonio, TX, 78216	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-107894	ENR	Diego J Baker	1956-09-07	UHC-80866-65	5439984934	8180 Elm St, Atlanta, GA, 30317	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129028	ENR	Jack Little	1989-06-17	UHC-33298-06	6295780607	7673 Pine Dr, Las Vegas, NV, 89187	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112280	ENR	Lauren Z Fox	1994-11-10	UHC-60152-94	9654283186	7262 Sage Ct, Denver, CO, 80220	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-101285	ENR	Moreno David	1968-02-28	UHC-71942-05	9412640391	8613 Baseline Rd, Chandler, AZ, 85274	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103370	ENR	Gloria F Washington	1944-06-22	UHC-94993-03	5388173999	3544 Washington St, Miami, FL, 33114	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112938	ENR	Hiroshi F Rice	1947-09-04	UHC-52639-41	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129581	ENR	Rebeca Ward	1961-01-12	UHC-94236-72	—	8919 Lake View Rd, Chandler, AZ, 85218	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 123 of 169Previous Next