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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23232	PRV	Virginia A Lynch	2002-12-21	UHC-46988-53	5415557444	8501 Valley View Dr, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407419	CLM	Rachel O Mnoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132828	ENR	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way # 696, Sacramento, CA, 95872	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-130831	ENR	Mary L Reed	1962-05-05	UHC-27530-28	2619382756	1552 Jefferson Ave Apt 28, San Diego, CA, 92185	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103847	ENR	Kimberly A Butler	1938-02-21	UHC-78911-70	5695767545	8151 Mesa Dr Apt 15, Seattle, WA, 98180	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-131212	ENR	Samantha Y Delgado	1956-05-27	UHC-63618-43	5457180927	2868 Apache Blvd, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-119280	ENR	Brittany N Harveey	1969-03-05	UHC-61789-32	4628849703	862 Willow Ct, Tempe, AZ	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-430138	CLM	Ronald Butler	—	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-58311	TPA	Jake Mdina	1968-08-23	—	6954615616	8514 Park Pl, Tempe, AZ, 85243	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133819	ENR	Michelle Brooks	2000-08-08	UHC-54189-80	2373108361	3193 Bayshore Dr Apt 27, Tempe, AZ, 85225	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-126742	ENR	Mason P Foster	1975-03-14	UHC-91690-75	4662759937	3701 Harbor Blvd # 266, Nashville, TN	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-104898	ENR	Mason Kelley	1984-11-26	UHC-62790-81	6316006027	7795 Harbor Blvd, Austin, TX, 78768	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-121954	ENR	Elijah J Torres	1968-03-21	UHC-90396-64	9883370211	7315 Church St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-50222	TPA	Isabella Harrison	1987-09-12	—	9333412719	4153 Ridge Rd, Sacramento, CA, 95883	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101153	ENR	Timothy Kelly	1989-07-01	UHC-36460-96	4893100129	2193 Mountain View Dr, Seattle, WA	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-57313	TPA	Butler Dylan	1971-06-18	—	2456384148	5807 Church St, Houston, TX, 77095	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-424073	CLM	Justin Williams	1980-03-09	UHC-22721-48	9532641547	6948 Mesa Dr, Plano, TX, 75006	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-120228	ENR	Sofia Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-111999	ENR	Omar Carter	1940-09-08	UHC-59754-70	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64299	TPA	Michelle Z Alvarez	2007-03-11	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120956	ENR	Judith Lucas	—	UHC-82017-35	4284050195	5675 Bayshore Dr # 815, Orlando, FL, 32894	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-102408	ENR	Cynthia I Wagner	1967-01-07	UHC-51467-91	3445432646	5775 Park Pl, Orlando, FL	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-116284	ENR	Lauren Ford	1955-06-13	UHC-21692-03	8807802695	51 Union St, Minneapolis, MN, 55402	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-127875	ENR	Mike Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-405836	CLM	Vincent N Diaz	1982-11-18	—	—	8142 Oak St # 687, Fresno, CA, 93735	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-117210	ENR	Kenneth S Perkins	2003-07-24	UHC-16787-95	3046370785	4677 Valley View Dr, Scottsdale, AZ, 85266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-116715	ENR	Cheryl Carr	1953-08-27	—	2346211532	1857 Valley View Dr, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-420137	CLM	Alexander Patterson	1965-06-14	—	—	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-420464	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	5078 Canyon Rd Apt 38, Minneapolis, MN, 55432	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-115512	ENR	Arjun Davis	1957-09-09	UHC-79014-99	5769585063	6398 Union St, Denver, CO, 80281	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-137533	ENR	Diego Ford	—	UHC-42855-52	7705262408	3131 Apache Blvd, Tempe, AZ, 85271	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
CLM-412436	CLM	Bobby Wetson	1997-02-10	UHC-36535-02	—	9708 Palm Dr, Tampa, FL, 33656	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406828	CLM	Vincent Hudson	1943-07-18	UHC-97933-52	3625237674	8952 Market St # 836, Fresno, CA, 93702	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-60760	TPA	Bruce Smith	1994-02-20	—	9353156705	959 Baseline Rd, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130169	ENR	Janice Welch	1945-03-17	UHC-30440-03	8869319768	4837 Union St # 134, Houston, TX	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-25727	PRV	Maria J Oliver	1982-04-02	UHC-92965-78	9488159669	8314 Willow Ct # 843, Miami, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126072	ENR	Ahmed W Perez	2004-09-18	UHC-29273-05	9522031486	3808 Elm St Apt 33, Scottsdale, AZ, 85286	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-23446	PRV	Janet Sullivan	1964-11-13	—	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131978	ENR	Rachel C Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133326	ENR	Ralph K Medina	1953-12-04	UHC-86664-23	6277254859	7492 Palm Dr, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121990	ENR	Santiago Patterson	1960-06-28	UHC-88650-70	5913420133	9129 Ocean Ave, Tampa, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63769	TPA	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-410961	CLM	Scott Henderson	1958-01-24	UHC-32283-14	—	3879 Ridge Rd, Charlotte, NC, 28203	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
CLM-430113	CLM	William Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd # 876, Glendale, AZ, 85372	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-58560	TPA	Jefrfey Wells	—	—	5047408272	6803 Apache Blvd, San Antonio, TX, 78272	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
TPA-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
ENR-123297	ENR	George K Fernandez	1972-09-21	UHC-36073-65	5194603935	7541 Park Pl, Columbus, OH, 43244	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-115394	ENR	Catherine P Collins	1952-01-23	UHC-00056-21	2254902786	8370 Sunset Blvd, Minneapolis, MN, 55490	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more

39,996 rows, page 17 of 800Previous Next