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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119355	ENR	Albert T Wood	1980-04-04	UHC-68956-13	—	6319 Bayshore Dr, Charlotte, NC, 28273	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-141864	ENR	Carl Campbell	1967-03-26	UHC-64261-86	—	8324 Sage Ct Apt 37, Eden Prairie, MN, 55324	0.78	Name re-cased Unit split from street City re-cased Email lower-cased+1 more
ENR-133881	ENR	Philip K Harper	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-129242	ENR	Frank A Payne	1995-07-16	UHC-69731-21	7224111339	1501 Washington St, Glendale, AZ, 85300	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105547	ENR	Sharon G Chavez	1977-10-25	UHC-20817-40	6086919491	2611 Elm St, Austin, TX, 78797	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140526	ENR	Melissa Gardner	1985-09-04	UHC-50355-56	2136210689	9792 Broadway, Jacksonville, FL, 32207	0.78	Phone reformatted Address re-cased City re-cased Email lower-cased+1 more
ENR-131647	ENR	Jack D Hart	2020-11-04	UHC-64143-01	4954677671	3096 Lake View Rd # 457, Tempe, AZ, 85271	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-135510	ENR	Jean T Davis	1947-11-14	UHC-21027-35	6489249295	5123 Forest Ave, Sacramento, CA, 95804	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125128	ENR	Carl Hall	1961-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-136766	ENR	Steven Clark	1962-05-22	UHC-26298-95	5014009902	8358 Ocean Ave, San Diego, CA, 92154	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-129976	ENR	Diego N Tucker	1968-05-21	UHC-64726-05	3113511105	6327 Elm St, Jacksonville, FL, 32278	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127233	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.78	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-131678	ENR	Jesse F Gray	1985-11-06	UHC-20658-44	7952941498	1014 Desert Sky Blvd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-134992	ENR	Lisa V Stevens	1996-02-06	UHC-86214-26	4006625324	3580 Park Pl, San Antonio, TX, 78238	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-115445	ENR	Douglas Myers	1992-10-23	UHC-33115-73	4589266244	3412 Desert Sky Blvd, Eden Prairie, MN, 55329	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114772	ENR	Camila Turner	1990-05-01	UHC-89373-58	—	9865 Mesa Dr, Charlotte, NC, 28218	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-129172	ENR	Ruth W Fodr	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd, Tempe, AZ, 85217	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106465	ENR	Donald McCoy	1985-02-12	UHC-68419-52	9489571520	2011 Mountain View Dr, Dallas, TX, 75211	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-140060	ENR	Susan Howard	1959-04-10	UHC-93141-52	6837205185	7368 Willow Ct, Las Vegas, NV, 89122	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131896	ENR	Catherine U Bowman	1993-08-01	UHC-34034-90	6525253943	2325 Lake View Rd, Columbus, OH, 43299	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-140715	ENR	Judy D Olliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-104482	ENR	Abigail McDonald	1969-07-26	UHC-91015-76	6839247856	2735 Washington St, Fresno, CA, 93710	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132220	ENR	Angela Schmidt	1954-10-27	UHC-44104-53	5445080270	7539 Canyon Rd, Tempe, AZ, 85245	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
ENR-133583	ENR	Christian X Meyer	1978-02-01	UHC-44347-43	6459699520	5646 Mesa Dr, Dallas, TX, 75260	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-127339	ENR	Aaron Y Pierce	1942-09-19	UHC-91720-52	3482852030	7423 Park Pl, Houston, TX, 77063	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107074	ENR	Bradley L Carroll	1942-03-11	UHC-47541-85	7326664957	8070 Meadow Ln, Minneapolis, MN, 55408	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-137512	ENR	Tyler P Gray	1939-10-16	UHC-05293-42	4506661806	1504 Bayshore Dr, Jacksonville, FL, 32216	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-136964	ENR	Dylan A Greene	1964-02-10	UHC-06932-65	7795968878	8214 Mesa Dr, Gilbert, AZ, 85269	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-134910	ENR	Arthur Q Garza	1970-01-05	UHC-33132-46	5168439025	6357 Valley View Dr, Minneapolis, MN, 55470	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135866	ENR	Payne F Jason	2008-04-07	UHC-06505-06	3139320297	4105 Lincoln Way, Atlanta, GA, 30307	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108802	ENR	Ruth Mason	1990-01-14	UHC-21344-69	7558012230	2577 Maple Ave, Eden Prairie, MN, 55381	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103422	ENR	Donna G Miller	1941-06-21	UHC-99412-18	6442434685	9238 Sage Ct, Columbus, OH, 43235	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-125998	ENR	Joan K Fowler	2002-09-11	UHC-25204-87	9043215257	196 Cedar Ln, San Antonio, TX, 78273	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-142932	ENR	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	6840 Ocean Ave, San Diego, CA, 92153	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-120051	ENR	Betty Romero	1970-01-02	UHC-86415-53	—	5730 Union St, Tucson, AZ, 85777	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-101626	ENR	Alan Weaver	1966-12-01	UHC-32801-16	9323756546	80 Jefferson Ave, Denver, CO, 80278	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-133991	ENR	Gregory Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103798	ENR	Benjamin Y Castillo	2007-09-15	UHC-77839-75	8553087264	3785 Main St, Phoenix, AZ, 85071	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-130127	ENR	Janice Hicks	—	UHC-93257-53	7684970923	7475 Lake View Rd, Fresno, CA, 93766	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
ENR-100384	ENR	Danielle Hansen	2003-02-28	UHC-51848-76	2928595414	829 Central Ave, Los Angeles, CA, 90070	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137756	ENR	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142448	ENR	Walter Alvarez	1993-06-09	UHC-53497-10	4168647768	3234 Grand Ave, Glendale, AZ, 85323	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105676	ENR	Marcus Porter	2006-01-28	UHC-50158-19	—	5998 Mountain View Dr, Houston, TX, 77036	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-134824	ENR	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	9185 Sunset Blvd, Tempe, AZ, 85279	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120801	ENR	Joyce Rios	1961-09-28	UHC-52941-48	2059050296	1857 Sage Ct, Las Vegas, NV, 89104	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142949	ENR	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-137323	ENR	Lisa Y Rios	1979-12-05	UHC-40257-27	9315308307	9497 Harbor Blvd, Seattle, WA, 98134	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107132	ENR	Sophia Nunez	1963-05-12	UHC-17485-17	4773925452	9531 Cedar Ln, Austin, TX, 78766	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-140363	ENR	Peter Moore	1978-06-23	UHC-00091-46	7289624843	1324 Desert Sky Blvd, Atlanta, GA, 30323	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118255	ENR	Gerald Hudson	1963-12-25	UHC-90982-29	7373030013	721 Forest Ave, Tucson, AZ, 85734	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more

8,423 rows, page 121 of 169Previous Next