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
PRV-25185	PRV	Mark Larson	—	UHC-26773-88	4224014953	7442 Indian School Rd, Scottsdale, AZ, 85223	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-142194	ENR	Jeffrey B Hill	1960-04-04	UHC-46715-47	5809044336	6875 Park Pl, Tucson, AZ, 85772	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126895	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126896	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-422895	CLM	Austin L Contreras	1946-03-21	—	3652239138	1920 Pine Dr, Miami, FL	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-413111	CLM	Carol Fowler	1995-04-09	UHC-12538-47	—	7684 Lincoln Way, Sacramento, CA, 95821	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121559	ENR	Tyler Bryant	1947-01-04	UHC-47734-38	9184828298	4557 Union St, Chandler, AZ, 85260	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-140389	ENR	Daniel T Dixon	1952-01-09	UHC-45004-55	3182960689	589 Sage Ct, Fresno, CA, 93779	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140390	ENR	Daniel T Dixon	1952-01-09	UHC-45004-55	3182960689	589 Sage Ct, Fresno, CA, 93779	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106833	ENR	Anna Y Henry	1994-09-07	UHC-94202-84	3565924567	7054 Forest Ave Apt 31, Phoenix, AZ, 85039	0.66	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-121553	ENR	Doris Martinez	1942-07-07	UHC-12388-79	3893513963	4617 Sunset Blvd, Glendale, AZ, 85314	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137206	ENR	Helen Y Gordon	1948-02-03	UHC-94111-71	9214940815	7857 Mesa Dr, Austin, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-51040	TPA	Elizabeth Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-118882	ENR	Mari Wilson	1948-08-13	UHC-98703-14	8273865617	7962 Cedar Ln, Denver, CO, 80222	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132541	ENR	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	5146 Jefferson Ave, Miami, FL, 33166	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121141	ENR	Jeffrey K Cooper	1969-05-25	UHC-64534-54	—	4452 Elm St, San Antonio, TX, 78210	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52637	TPA	Mari Daniels	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA, 93783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56382	TPA	Walter Murphy	1962-03-01	UHC-07820-82	—	3903 Palm Dr, Glendale, AZ, 85315	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51891	TPA	Raymond H Hanson	1990-05-20	—	7143911775	3321 Grand Ave, Atlanta, GA, 30388	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-126100	ENR	Nicholas Bowman	1993-08-02	UHC-35066-30	2658917861	8094 Main St, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-141776	ENR	Carlos O Payne	1954-12-22	UHC-37293-70	2235059051	6927 Camelback Rd, Tucson, AZ, 85772	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-124009	ENR	Julia Bennett	2001-05-11	UHC-58409-64	2264244663	9853 Union St, Tempe, AZ, 85241	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128913	ENR	Sandra Murray	1980-07-06	UHC-89474-88	5844666546	6907 Meadow Ln, Plano, TX, 75094	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407903	CLM	Danielle A Murphy	2000-11-26	UHC-76083-23	—	6064 Grand Ave, Tampa, FL, 33605	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58135	TPA	Tricia P Bennett	1940-07-21	—	—	8570 Valley View Dr, San Diego, CA, 92131	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405910	CLM	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-400555	CLM	Frances R Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-120211	ENR	Sara Y Carter	1968-05-03	UHC-10224-44	2378449565	8769 Cedar Ln, Gilbert, AZ, 85200	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20578	PRV	Hill Joyce	1955-12-15	—	4304080892	4645 Park Pl, Scottsdale, AZ, 85281	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-139154	ENR	Danny P Richards	1988-08-23	UHC-49911-56	5132450933	6157 Grand Ave, Austin, TX, 78705	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-423019	CLM	Bradley Carlson	1951-06-21	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21591	PRV	Valentina B Dnucan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-400035	CLM	Martha Stone	—	UHC-83497-59	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-417230	CLM	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429194	CLM	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412448	CLM	Kevin Lewis	1972-06-28	—	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-102751	ENR	Rachel Espinoza	1955-09-10	UHC-13174-25	3506031190	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-62820	TPA	Denise Tran	1994-09-08	—	—	7545 Spring St, San Antonio, TX, 78264	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-422462	CLM	Scott Thomas	1979-06-10	—	—	3750 Bayshore Dr, Chandler, AZ, 85239	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54366	TPA	Stephen McCoy	1976-03-10	—	—	8878 Market St, Scottsdale, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133942	ENR	Theresa F Tran	1965-08-15	UHC-69344-51	5444519250	3452 Camelback Rd, Tampa, FL, 33678	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103513	ENR	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-128286	ENR	Zachary Snyder	1960-12-15	UHC-27124-93	4596535306	6294 Ocean Ave, Sacramento, CA, 95875	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137638	ENR	Zachary Young	1960-06-23	UHC-34768-50	3274328626	2670 Apache Blvd, Fresno, CA, 93767	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113496	ENR	Danielle Jenkins	1949-07-28	UHC-41018-56	5528471477	3093 Lake View Rd, Plano, TX, 75078	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-111782	ENR	Jennifer K Oliver	1972-09-17	UHC-58266-53	7122091092	8588 Union St, Orlando, FL, 32874	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62343	TPA	Nick M Garcia	1964-11-11	—	—	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135111	ENR	Karn Y Herrera	1997-06-10	UHC-95414-09	2147897640	6511 Church St, Plano, TX, 75009	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-410581	CLM	Ronald Dominguez	1989-05-26	UHC-96584-75	—	4274 Desert Sky Blvd, San Antonio, TX, 78200	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 222 of 337Previous Next