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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111326	ENR	Joshua Gordon	1983-11-03	UHC-19807-30	5787622808	7170 Willow Ct, Sacramento, CA	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428215	CLM	Rebecca Hamilton	1954-02-23	UHC-26416-03	2155193615	2665 Indian School Rd # 301, Plano, TX, 75019	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-125283	ENR	Melissa Shew	1946-10-22	UHC-60357-99	3534831194	4310 Valley View Dr # 392, Tampa, FL, 33684	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-136924	ENR	Keevin Z Stevens	1953-01-05	UHC-86764-72	6217767714	7911 Baseline Rd, Glendale, AZ, 85373	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29388	PRV	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106545	ENR	Sam Miller	1940-11-09	UHC-50684-94	3718044039	5308 Grand Ave # 408, Tucson, AZ, 85778	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100084	ENR	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St Apt 29, Columbus, OH, 43276	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28155	PRV	Donna Ramos	1995-10-06	UHC-64152-85	7827236431	7499 Baseline Rd, Tempe, AZ, 85278	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51517	TPA	David Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-140464	ENR	Cynthia Z Sullivan	1999-07-27	UHC-08546-06	8348382068	4119 Cedar Ln # 893, Scottsdale, AZ, 85218	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-105504	ENR	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127073	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-126235	ENR	Albert E Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118559	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61806	TPA	Amy Aguilar	1975-09-13	UHC-37978-20	3767589728	6164 Sage Ct, Columbus, OH, 43208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100853	ENR	Jeremy S Wilson	1983-10-25	UHC-59488-37	6244094160	4960 Grand Ave, Miami, FL, 33138	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-123913	ENR	Diane Barnes	1956-12-03	UHC-78693-64	5219240164	3474 River Rd, Denver, CO, 80282	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132037	ENR	Virginia Harper	1971-08-20	UHC-28583-58	7436664876	9462 Valley View Dr # 997, Glendale, AZ, 85387	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-408779	CLM	Bryan S Smith	2003-10-02	UHC-11693-40	—	8664 Ridge Rd, Nashville, TN, 37207	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-55168	TPA	Denise Ros	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd, Columbus, OH, 43223	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115344	ENR	Marttha J Ramirez	1997-05-05	UHC-27227-35	—	9690 Valley View Dr, Los Angeles, CA, 90091	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-123360	ENR	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL, 33658	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29167	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29166	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-424501	CLM	Nicholas Burns	1982-06-07	UHC-59582-06	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-116339	ENR	Robetr G Perkins	1968-08-21	UHC-94691-18	7489469741	782 Grand Ave, Houston, TX, 77076	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127464	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave Apt 15, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426497	CLM	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave, Atlanta, GA, 30388	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-401431	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112584	ENR	Daniel E Lynch	2001-05-17	UHC-59668-42	3225507904	2820 Valley View Dr, Mesa, AZ, 85224	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116149	ENR	Logan P Soto	1944-04-23	UHC-78783-45	7958357007	7453 Maple Ave, Jacksonville, FL, 32295	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-128274	ENR	Andrew R Reynolds	1942-10-24	UHC-72683-78	6032066749	4784 Willow Ct, Phoenix, AZ, 85072	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123104	ENR	Walter J Salazar	1984-12-04	UHC-43435-44	7329258370	150 Desert Sky Blvd Apt 11, Tampa, FL, 33665	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-110082	ENR	Valentina A Price	2004-04-24	UHC-82856-79	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-408213	CLM	Billy Olson	1974-06-21	UHC-87272-66	7064463924	2435 Main St, San Diego, CA, 92126	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-51897	TPA	Pamela Contreras	1990-04-02	UHC-42414-79	—	8748 Elm St Apt 24, Las Vegas, NV, 89196	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-107972	ENR	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416593	CLM	John Larson	1979-08-14	UHC-27245-80	—	6872 Palm Dr, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102453	ENR	Michelle R Cox	2008-06-19	UHC-75069-53	2485170904	2167 Sunset Blvd, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114510	ENR	Robert Q Collins	1952-01-11	UHC-33675-90	9125616549	626 Spring St, Sacramento, CA, 95859	0.60	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422983	CLM	Omar Schultz	1966-11-10	UHC-58276-63	7174056945	6554 Park Pl, Austin, TX, 78727	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409831	CLM	Mei A Tuurner	1965-10-04	UHC-09846-26	7789672297	7497 Spring St Apt 22, Tempe, AZ, 85225	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-102660	ENR	Donna R Richards	1951-12-10	UHC-51434-18	9207248790	8054 Grand Ave, Columbus, OH	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431475	CLM	Emily F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135042	ENR	Patricia Hicks	1984-05-19	UHC-34406-02	2825286484	7193 Main St, Chandler, AZ, 85285	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

7,723 rows, page 25 of 155Previous Next