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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114135	ENR	Charles P Jensen	1970-06-01	UHC-37460-17	—	9793 Palm Dr, San Diego, CA, 92106	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-139939	ENR	Jecqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108283	ENR	Ashley Warren	—	UHC-81081-61	2014962915	8015 Willow Ct, Austin, TX, 78773	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114779	ENR	Maria Perkins	1979-04-14	UHC-07913-66	8338908253	4106 Park Pl, Scottsdale, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110407	ENR	Dennis Hart	1994-12-15	UHC-52556-86	4162975677	4934 Jefferson Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117199	ENR	Jason B Wang	1942-07-04	UHC-43783-35	5354319408	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-123624	ENR	Wayne Q Silva	2005-02-18	UHC-07518-90	2374504670	3386 Union St, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-115571	ENR	Doris Q Garza	1984-03-09	UHC-21021-96	9645202486	6498 Market St, Tempe, AZ, 85264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116538	ENR	Joe Ford	1978-09-19	UHC-43516-61	9687738680	1902 Highland Ave, Chandler, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104965	ENR	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129202	ENR	Richard N Castillo	1980-07-01	UHC-32013-85	2463512371	6073 Apache Blvd, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116757	ENR	Sean Matthews	2008-04-28	UHC-14473-06	6868180716	7946 Central Ave, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127928	ENR	Russell Wells	1999-09-14	UHC-34128-76	—	4983 Sunset Blvd # 682, Mesa, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123193	ENR	Mark Ford	1956-12-04	UHC-08859-62	8387637311	2379 Lake View Rd, Eden Prairie, MN, 55352	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138336	ENR	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103183	ENR	Lori Espinoza	1982-04-21	UHC-08121-65	4584061184	6105 River Rd, Chandler, AZ, 85238	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101639	ENR	Jack Thompson	1987-03-09	UHC-12606-35	6258159363	2302 Baseline Rd Apt 6, Tampa, FL, 33641	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110214	ENR	Jennifer Jensen	1977-10-17	UHC-58585-41	—	987 Grand Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111019	ENR	Judith Santiago	1985-07-22	UHC-03959-48	5373987030	5280 Indian School Rd, Dallas, TX, 75247	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121116	ENR	Raymond Thomas	1966-03-27	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-103075	ENR	Jonathan F Cunningham	1971-01-22	UHC-44375-44	6833334528	1755 Lake View Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108460	ENR	Heather O Estrada	1964-12-10	UHC-14837-83	9808767200	7177 River Rd, Tucson, AZ, 85755	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100608	ENR	Donald P Johnston	2002-06-09	UHC-00235-32	7185071064	2788 Meadow Ln, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115387	ENR	Linda Y Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131316	ENR	Sandra U Reed	1985-04-05	UHC-49852-21	4217610275	4807 Central Ave Apt 37, Columbus, OH, 43264	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-113777	ENR	Isabella Ramirez	2003-06-23	UHC-93692-17	—	3355 Elm St, Minneapolis, MN, 55479	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119775	ENR	Russell J Delgado	1992-08-23	UHC-92143-65	—	403 Apache Blvd, Tucson, AZ, 85766	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122991	ENR	Diana Morales	1957-12-27	UHC-23661-33	6607107124	7398 Washington St, Los Angeles, CA, 90084	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-122970	ENR	Brenda D Robinson	1998-11-13	UHC-74822-49	9472560429	4873 Mesa Dr, Houston, TX, 77092	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125342	ENR	Abigail Z Dunn	2003-03-04	UHC-61964-15	4093958781	2360 Central Ave, Gilbert, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109702	ENR	Peter J Riley	1989-11-21	UHC-68971-82	—	5137 Willow Ct, Phoenix, AZ, 85018	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102336	ENR	Edward W Ross	1958-02-20	UHC-19199-46	2218702828	784 Ocean Ave, Las Vegas, NV	0.64	Name re-cased Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-114597	ENR	Kayla Johnson	1994-04-25	UHC-35465-95	3018484514	5611 Maple Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115921	ENR	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave # 110, Columbus, OH, 43274	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103058	ENR	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111724	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	—	1179 Bayshore Dr # 129, Los Angeles, CA, 90058	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128157	ENR	Danielle Y Yang	1982-07-16	UHC-14336-24	4403069991	9457 Cedar Ln, Gilbert, AZ, 85256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130534	ENR	Cynthia Luna	1962-05-06	UHC-52161-93	9673933823	8928 Oak St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131781	ENR	Phillips Judith	2007-06-26	UHC-30001-07	9382963912	8396 Oak St, Dallas, TX, 75284	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139133	ENR	Alexys M Lewis	1957-09-08	UHC-96321-26	9232407930	6090 Oak St # 550, Orlando, FL, 32839	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121944	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-121945	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-101720	ENR	Tyler Estrada	1977-04-19	UHC-86807-20	—	5571 Central Ave, Gilbert, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-117258	ENR	Zachary Davis	1966-03-11	UHC-82082-90	7477106789	7348 Mountain View Dr, Los Angeles, CA, 90045	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107713	ENR	Randy I Hawkins	1963-06-06	UHC-99256-51	4508173685	8060 Central Ave Apt 30, Austin, TX, 78758	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more

8,934 rows, page 56 of 179Previous Next