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
CLM-431333	CLM	Rebecca Stewart	1941-09-21	UHC-12215-27	5966087482	378 Willow Ct, Plano, TX, 75059	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105254	ENR	Ashley Hayes	1993-03-18	UHC-32375-64	4067729967	3942 Highland Ave, Plano, TX, 75009	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-430051	CLM	Gary Chapman	1981-02-12	—	—	8674 Lake View Rd, San Diego, CA, 92145	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-126407	ENR	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St, San Antonio, TX, 78268	0.48	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-123769	ENR	Rachel Murray	—	UHC-86163-90	6178472809	1127 River Rd, Tampa, FL, 33628	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-29104	PRV	Julia Chavvez	1958-02-19	UHC-90166-60	6835403604	6840 Willow Ct, Atlanta, GA, 30300	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114251	ENR	Frank Q Gomez	1940-12-15	UHC-57895-27	5378475354	2750 Mesa Dr, Austin, TX, 78787	0.48	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
TPA-50617	TPA	Jack U Hunt	1974-11-04	—	—	8639 Main St, Miami, FL, 33144	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-127422	ENR	Scott Hall	2003-02-18	UHC-57013-81	7217117160	2441 Maple Ave # 466, Jacksonville, FL, 32208	0.48	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
PRV-21909	PRV	Luis Reed	1944-04-24	UHC-97310-50	2423077489	3980 Meadow Ln, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-130920	ENR	Samuel R Clark	1942-06-03	UHC-46047-49	—	7145 Valley View Dr, Eden Prairie, MN, 55372	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-409279	CLM	Jason Franklin	2003-03-23	UHC-91114-24	8025247804	9488 Forest Ave, Tucson, AZ, 85788	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111147	ENR	Raymond Peterson	1961-03-06	UHC-76146-60	3609456095	2005 Hillcrest Rd, Tampa, FL, 33668	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104376	ENR	Dylan A Day	1968-03-05	UHC-69809-48	4364032927	522 Indian School Rd # 828, Denver, CO, 80214	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128570	ENR	Wei Lawrence	1949-01-10	UHC-49718-56	7589640200	4975 Central Ave # 604, Gilbert, AZ, 85201	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-110462	ENR	Cynthia I Lucas	1964-12-23	UHC-72108-02	4202361988	64 Indian School Rd, Minneapolis, MN, 55436	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-21880	PRV	Jean Davis	1979-12-02	—	7123828977	4831 Highland Ave # 411, Nashville, TN, 37203	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405375	CLM	Sara M Ray	1970-06-23	—	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118369	ENR	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA, 92124	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26003	PRV	Keith I Gordon	1965-09-11	—	3936293122	9536 Lake View Rd Apt 38, Dallas, TX, 75240	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142426	ENR	George T Miller	1950-12-18	UHC-23025-90	2897008779	2078 Grand Ave, Columbus, OH, 43286	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107845	ENR	Victoria Luna	1947-05-10	UHC-75189-78	—	7581 Willow Ct, Mesa, AZ, 85298	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-56767	TPA	Helen Castillo	1915-10-10	—	—	4757 Highland Ave, Los Angeles, CA, 90010	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-124395	ENR	Russell C Murphy	—	UHC-65080-58	7742284369	3490 Hillcrest Rd, Las Vegas, NV, 89141	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-140491	ENR	Kimberly F Wang	1988-01-05	UHC-99271-57	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136931	ENR	Ana N Cook	—	UHC-77205-44	5818258142	8193 Ridge Rd, Tempe, AZ, 85251	0.48	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
PRV-21785	PRV	Luis Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106581	ENR	Andrew Woods	2001-06-02	UHC-24692-84	7913240164	4197 Union St, Eden Prairie, MN, 55336	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408132	CLM	Andrea Coleman	1998-03-17	UHC-21993-89	5059686150	7471 Washington St, Tempe, AZ, 85232	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107280	ENR	Judith P Rilay	1985-11-28	UHC-59294-39	8332537016	2484 Valley View Dr, Columbus, OH, 43247	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-414041	CLM	Daviid Hernandez	1987-06-28	UHC-79977-02	6913086821	1326 Washington St, Denver, CO, 80226	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20070	PRV	Henry Brown	1998-08-21	UHC-21741-37	7043968916	3158 Indian School Rd # 376, Miami, FL, 33178	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-58495	TPA	Alice Gordon	1961-02-17	—	—	9363 Lincoln Way, Seattle, WA, 98122	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100963	ENR	Albert Harrison	1944-03-24	UHC-16381-51	5139965012	5207 Valley View Dr, Scottsdale, AZ, 85231	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28273	PRV	Alexander Patel	1985-09-23	—	4435563349	5375 Sunset Blvd Apt 40, Plano, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-138788	ENR	Ethan Simmoons	1985-09-21	UHC-89876-67	7505270934	9378 Church St, Gilbert, AZ, 85295	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114297	ENR	Wei X Rios	1953-05-08	UHC-03294-76	—	9157 Bayshore Dr, Chandler, AZ, 85248	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-421012	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58572	TPA	Kelly Hernandez	1968-02-05	—	3644454295	5878 Lake View Rd, Atlanta, GA, 30356	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400383	CLM	Ethan Burton	1962-07-06	UHC-46365-98	7365372560	1411 Desert Sky Blvd, Phoenix, AZ, 85065	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101239	ENR	Brandon Gonzeles	1966-05-07	UHC-09464-72	7926031562	1764 Ocean Ave, Plano, TX, 75060	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108171	ENR	Jerry V Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104628	ENR	Marilyn Z Elliott	2008-05-15	UHC-08946-09	2128783719	1704 Union St, Atlanta, GA, 30342	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100887	ENR	Paul Z Jimenez	1977-10-17	UHC-80721-02	7525558763	1194 Pine Dr Apt 28, Tempe, AZ, 85257	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137559	ENR	Valentina Scott	1983-10-26	UHC-56762-01	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118232	ENR	Nicholas Jacobs	1982-08-08	UHC-67353-83	—	9067 Meadow Ln Apt 7, Nashville, TN, 37265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-411752	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411751	CLM	Emily Thompson	1964-02-27	UHC-60492-22	8583560260	7291 Mesa Dr Apt 35, Charlotte, NC, 28216	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-115491	ENR	Albert N Guzman	1968-01-08	UHC-34549-49	4009229853	2821 Highland Ave, Glendale, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more

39,996 rows, page 33 of 800Previous Next