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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142774	ENR	Artthur X Howell	1960-09-28	UHC-88241-33	—	2865 Indian School Rd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-431680	CLM	Amber Walker	1987-09-21	UHC-16667-35	—	6375 River Rd, Miami, FL, 33158	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24255	PRV	Ethan Ramirez	1970-07-10	—	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20212	PRV	Charlotte Bryannt	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-117822	ENR	Keith T Banks	1959-07-01	UHC-64031-66	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60537	TPA	Gerald Foster	1993-02-26	—	5349208325	8689 Jefferson Ave, Tucson, AZ, 85762	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21496	PRV	Elijah X Flores	—	—	5144282516	7879 Market St, Los Angeles, CA, 90040	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420626	CLM	Mark Estrada	1989-09-12	UHC-34804-58	—	3650 Apache Blvd, Eden Prairie, MN, 55394	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-116553	ENR	Jeremy J Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA, 95869	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-112201	ENR	Daniel T Pena	1978-06-28	UHC-03725-43	2566990956	9596 Meadow Ln, Los Angeles, CA, 90035	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25801	PRV	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28614	PRV	Sandra T Howell	1940-08-19	—	5708035365	1797 Meadow Ln, Mesa, AZ, 85266	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100176	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61063	TPA	Beverly Allen	1963-01-04	UHC-37163-07	7705232843	2944 Willow Ct, Jacksonville, FL, 32247	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422830	CLM	Timothy Carpenter	1970-04-07	—	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57950	TPA	MitchellJunk	1971-03-02	—	—	9358 Jefferson Ave Apt 37, Denver, CO, 80204	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135931	ENR	Priya Collins	1942-04-01	UHC-11691-57	9786028568	6339 Baseline Rd Apt 24, Mesa, AZ, 85246	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58325	TPA	Mdaison Vazquez	1994-10-09	—	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61262	TPA	Jeffrey V Soto	2006-08-10	—	3134055672	4743 Desert Sky Blvd, Fresno, CA, 93734	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59983	TPA	Roger Ortega	1939-04-19	UHC-44775-27	—	9312 Market St # 328, Jacksonville, FL, 32210	0.48	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-106247	ENR	Rebecca E Mitchell	1966-11-10	UHC-40679-64	9823155216	2829 Central Ave # 788, Phoenix, AZ, 85045	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-63623	TPA	Linda Duncan	1962-10-21	—	—	838 Grand Ave # 845, Las Vegas, NV, 89126	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-52333	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-432628	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430551	CLM	Alexander J Lawrence	1974-03-07	—	—	4292 Grand Ave, Jacksonville, FL, 32279	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-405435	CLM	Byan Stevens	1944-01-04	UHC-77346-26	2625639406	6962 Maple Ave, Phoenix, AZ, 85037	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-107997	ENR	George R Fernandez	1959-03-23	UHC-61162-85	8189960415	5931 Union St, Columbus, OH, 43208	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425945	CLM	Diego W Turner	1988-02-28	UHC-92924-96	—	8225 Union St, Tampa, FL, 33644	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113178	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-430643	CLM	Lucia T Butler	1985-05-14	UHC-50319-68	—	5723 Desert Sky Blvd, Gilbert, AZ, 85247	0.48	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129130	ENR	Jason I Schultz	1981-02-03	UHC-97273-73	3863732283	7823 Canyon Rd # 555, Mesa, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127852	ENR	Virginia N Ray	1956-07-22	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100053	ENR	Maria W McCoy	1980-10-08	UHC-49836-32	8744916428	9418 Forest Ave Apt 32, Orlando, FL, 32835	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-61208	TPA	Jeremy C Cruz	1964-04-15	—	5404480026	9297 Mountain View Dr, Tempe, AZ, 85299	0.48	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-122886	ENR	Jessica Mendez	—	—	9433476409	4733 Mountain View Dr, Miami, FL, 33137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-138812	ENR	Dylan Yang	1966-08-02	UHC-03495-85	2436589421	5592 Lake View Rd Apt 21, Tucson, AZ, 85758	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108991	ENR	Ferguson Jonatahn	1945-06-13	UHC-93124-89	8737158504	8474 River Rd, San Diego, CA, 92190	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-120574	ENR	DJunk	1999-09-26	UHC-97761-78	5245278049	8845 Mesa Dr # 672, Jacksonville, FL, 32221	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-141129	ENR	Michelle A Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-409487	CLM	Priya K Weber	1977-01-08	UHC-74953-20	—	7071 Forest Ave, Glendale, AZ, 85398	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
PRV-25679	PRV	Wayne Lopez	1988-09-08	—	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416363	CLM	Omar Meidna	1955-05-19	UHC-37490-97	—	3433 Meadow Ln, Orlando, FL, 32854	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-421800	CLM	—Junk	1967-12-18	UHC-60213-77	7359902102	1681 River Rd # 342, Scottsdale, AZ, 85221	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-124457	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd, Nashville, TN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104833	ENR	Diego K George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN, 55424	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more

55,824 rows, page 63 of 1,117Previous Next