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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
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
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
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
CLM-403597	CLM	Isabella Griffin	1958-12-20	—	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-138200	ENR	Kelly J Soto	—	UHC-56412-43	—	619 Church St, Scottsdale, AZ, 85263	0.36	Date of birth reformatted Date of birth unreadable Member ID reformatted SSN last four extracted+4 more
ENR-132371	ENR	Carlos N Valdez	1996-12-25	UHC-75378-72	4723048020	6795 Willow Ct, Phoenix, AZ, 85036	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-411009	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407410	CLM	Cynthia Nguyan	1972-07-05	—	—	4251 Desert Sky Blvd Apt 34, Seattle, WA, 98116	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
CLM-419253	CLM	Andrea F King	1960-01-13	—	—	2238 Sage Ct, San Antonio, TX, 78213	0.36	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-55466	TPA	Bruce Webb	1941-04-24	—	9616854947	8500 Elm St Apt 16, Tampa, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-411593	CLM	Kimberly Webb	2001-10-11	UHC-74710-86	7238962839	1437 Grand Ave, Nashville, TN, 37292	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25485	PRV	Jacqueline Mason	—	UHC-70522-46	8082142473	5140 Cedar Ln, Minneapolis, MN, 55456	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-102214	ENR	Bryan X Wang	1947-05-24	UHC-66628-01	—	2094 Church St, Tucson, AZ, 85726	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-416659	CLM	Laura Snyder	1995-09-09	UHC-48867-39	2632201636	1028 Canyon Rd Apt 5, Seattle, WA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113249	ENR	Jun Weaver	1992-07-20	UHC-88815-03	6064524587	3587 Mesa Dr, Glendale, AZ, 85358	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406284	CLM	Scott U Castro	—	—	—	7913 Desert Sky Blvd, Eden Prairie, MN, 55300	0.36	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-120761	ENR	Jerry Brooks	2006-11-13	UHC-31314-44	9304291308	9445 Market St, Glendale, AZ	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-56829	TPA	Eric Martinez	—	—	—	5589 Forest Ave # 237, Fresno, CA	0.36	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-121773	ENR	Omra Castro	1938-12-18	UHC-52606-73	5429067973	6204 Forest Ave Apt 22, Gilbert, AZ, 85286	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-21045	PRV	Keiith I Vazquez	—	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.36	Middle initial moved out of first name Name re-cased Date of birth missing Street suffix standardised+4 more
TPA-61150	TPA	Amy Fisher	1975-05-19	—	—	653 Washington St, Chandler, AZ, 85259	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-124439	ENR	Sean Y Adams	1968-12-24	—	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
CLM-405372	CLM	Jennifer Berry	1935-05-01	—	—	6932 Ocean Ave Apt 9, Chandler, AZ, 85295	0.36	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-405534	CLM	Riley Judith	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-61783	TPA	Benjamin CJunk	1969-07-01	—	4645659812	8814 Park Pl, Nashville, TN	0.36	Street suffix standardised Address re-cased State code upper-cased ZIP missing+4 more
CLM-429049	CLM	—Junk	1997-07-05	—	9878415044	9217 Church St, Tampa, FL	0.36	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
TPA-63990	TPA	Jason Bailey	1938-02-16	—	—	3807 Sage Ct, Seattle, WA, 98116	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-54526	TPA	Carolyn Rivera	1984-02-17	UHC-07452-06	—	932 Church St Apt 22, Denver, CO	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-115030	ENR	Mark E Torres	1941-01-18	UHC-18639-62	—	1977 Grand Ave, Dallas, TX	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-112318	ENR	Ann Wilson	—	UHC-79631-53	—	8805 Forest Ave, Austin, TX, 78775	0.36	Date of birth missing Street suffix standardised Address re-cased City re-cased+4 more
CLM-410363	CLM	Mason Chen	—	—	—	9569 Canyon Rd, San Antonio, TX, 78240	0.36	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+4 more
TPA-55462	TPA	Omar Reyes	1965-10-23	—	3578340685	4469 Harbor Blvd Apt 20, Charlotte, NC, 28275	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416615	CLM	Noah Turner	1949-03-28	—	9412898050	441 Palm Dr Apt 37, Chandler, AZ, 85287	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-423163	CLM	Carolyn Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St Apt 21, Charlotte, NC	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139282	ENR	Dorothy U Luna	1981-11-21	UHC-96492-82	9006863623	8546 Baseline Rd Apt 6, Nashville, TN, 37275	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
PRV-20455	PRV	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd # 923, Nashville, TN	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24085	PRV	Philip Sims	—	UHC-24004-33	6634090106	2558 Baseline Rd, Atlanta, GA, 30348	0.36	Name split from “Last, First”Date of birth missing Phone reformatted SSN last four extracted+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more

71,257 rows, page 9 of 1,426Previous Next