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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23357	PRV	Adam P Alvarado	1941-02-23	UHC-25176-33	—	1044 Main St, Los Angeles, CA	0.34	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
ENR-130072	ENR	Paul E Freeman	1956-09-05	UHC-91815-17	—	4516 Elm St Apt 37, Jacksonville, FL	0.34	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-412814	CLM	Brian Burke	1995-01-24	UHC-07880-32	—	6480 Valley View Dr # 134, Austin, TX	0.34	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-106277	ENR	Zachary G Martin	1995-08-22	UHC-34627-10	2603394512	8900 River Rd # 376, Minneapolis, MN	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-104744	ENR	Christian Perez	—	UHC-47113-40	7507598645	9660 Grand Ave Apt 2, Tempe, AZ	0.34	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-100783	ENR	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave Apt 12, Gilbert, AZ	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127964	ENR	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave Apt 29, Denver, CO, 80266	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-108131	ENR	Sandra T Lucas	2007-12-14	UHC-39711-12	5374051445	5385 River Rd, Denver, CO	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-103977	ENR	Kathleen O Gibson	—	UHC-89929-38	3352473029	4256 Washington St Apt 2, Seattle, WA, 98147	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-116316	ENR	Wei Payne	1990-05-02	UHC-85194-30	7702144456	5580 Valley View Dr Apt 30, Charlotte, NC, 28257	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-428025	CLM	Deborah Carlson	1957-11-22	UHC-44867-77	4109048126	3493 Mountain View Dr Apt 14, Sacramento, CA, 95894	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104438	ENR	Brian S Flores	1958-06-18	UHC-90942-53	5573422779	9152 Lincoln Way, Las Vegas, NV, 89162	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23268	PRV	Lucia Hoffman	1971-06-26	UHC-24037-58	8163171375	2795 Sage Ct # 798, Los Angeles, CA, 90011	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-102958	ENR	Frak Lewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ, 85341	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-131478	ENR	Priya Ortiz	1954-04-27	UHC-63640-79	—	855 Indian School Rd # 353, Jacksonville, FL, 32287	0.34	Name re-cased Member ID reformatted SSN last four extracted Unit split from street+5 more
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-418159	CLM	Valentina Olson	1955-12-12	—	4943939026	5864 Highland Ave, Houston, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
ENR-103404	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
PRV-20881	PRV	Ralph Shaw	1955-09-18	—	—	6408 Central Ave, San Antonio, TX	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-60788	TPA	Christine Hnut	1990-01-18	UHC-64394-43	—	81 Palm Dr, Houston, TX, 77053	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-58585	TPA	Willie Garcia	1939-05-09	—	—	2073 Church St, Sacramento, CA	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 more
ENR-129129	ENR	Yuki W Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave # 285, Phoenix, AZ, 85056	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128914	ENR	Catherine Crawford	1990-12-09	UHC-24984-88	7369491011	8709 Harbor Blvd Apt 4, Dallas, TX, 75230	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124717	ENR	Christine Hall	1987-04-19	UHC-46067-89	—	3008 Market St, Seattle, WA, 98125	0.36	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123663	ENR	Scott E Scott	—	UHC-61124-09	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.36	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
CLM-409953	CLM	Aaron Hicks	1974-03-26	UHC-68928-73	—	6607 Desert Sky Blvd, Eden Prairie, MN, 55313	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-428178	CLM	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct # 445, Atlanta, GA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126361	ENR	Tricia Dixon	1980-05-05	UHC-19955-99	8944666462	4078 Elm St, Charlotte, NC, 28210	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420781	CLM	Shirley Brooks	2008-01-09	UHC-97696-13	—	9548 Washington St, Atlanta, GA, 30396	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-27684	PRV	Jean Campbell	1944-11-22	—	7872370494	3206 Sage Ct, Dallas, TX, 75214	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133430	ENR	Emily F White	1942-09-14	UHC-52127-72	—	208 Apache Blvd, Tempe, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-26553	PRV	Heather Morris	1949-06-10	UHC-15441-17	—	1309 Willow Ct, Austin, TX, 78751	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-111706	ENR	Samantha Henderson	2008-04-15	UHC-92747-18	—	5466 Oak St, Nashville, TN	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-427612	CLM	Banks Keith	1985-08-09	—	7187738586	6227 Park Pl, Charlotte, NC, 28200	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56460	TPA	Albert Brooks	1974-06-08	—	5042098908	883 Ocean Ave # 815, San Antonio, TX, 78221	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103979	ENR	Jean U Stone	1977-03-22	—	—	2544 Market St, Seattle, WA, 98195	0.36	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125645	ENR	Kimberly Simmons	1997-02-12	UHC-05418-33	—	5330 Park Pl, Miami, FL, 33186	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-62189	TPA	Christian Kennedy	1989-04-16	—	3328882491	7388 Canyon Rd, San Diego, CA	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111504	ENR	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136304	ENR	Barb Z Barnes	2006-09-12	UHC-95085-67	4883656405	9453 Park Pl, Austin, TX, 78780	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432787	CLM	Deborah N Rose	1955-02-05	—	—	9124 Baseline Rd, San Diego, CA, 92136	0.36	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-113028	ENR	Gabriel Stephens	—	UHC-20708-93	9687068534	767 Ridge Rd # 547, Austin, TX, 78712	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
PRV-24335	PRV	Eugene Fowler	1938-11-03	—	7253341434	5011 Desert Sky Blvd # 617, Phoenix, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123260	ENR	Benjamin V Collins	—	UHC-08588-29	8878730572	100 Central Ave, Charlotte, NC	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419499	CLM	Mason I Bowman	1979-05-22	—	—	5011 Spring St, Fresno, CA	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more

55,824 rows, page 12 of 1,117Previous Next