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
PRV-23720	PRV	Justin Lawrence	1945-06-12	UHC-56970-09	—	1593 Spring St, Miami, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424766	CLM	Camila Washington	—	UHC-17485-33	—	456 Market St, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
TPA-50284	TPA	Sarah Howell	1966-05-27	—	2373550725	320 Main St, Austin, TX	0.48	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
CLM-429014	CLM	Charlotte Perry	1983-12-12	UHC-56932-15	—	6577 Spring St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414495	CLM	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116515	ENR	Ronald L Sanders	1984-07-24	UHC-95380-54	2254638035	4342 Church St # 667, Minneapolis, MN, 55407	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-123234	ENR	Jones Brian	1959-10-24	UHC-05308-73	2994734601	2328 Pine Dr, San Antonio, TX, 78267	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125851	ENR	Nicole D Carlson	1941-10-20	UHC-64211-07	3498869262	8802 Pine Dr, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409486	CLM	Margaret Stone	1979-11-12	—	5038517790	5524 Pine Dr, Plano, TX	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-422796	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-53582	TPA	Kathryn Cook	1991-07-01	—	3009147958	2631 Park Pl Apt 22, Plano, TX	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22742	PRV	Danielle Anderson	—	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420562	CLM	Priya L Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21100	PRV	Sofia Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln, Las Vegas, NV, 89149	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-430459	CLM	Ben Ferguson	1947-02-20	—	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141526	ENR	Sharon I Ferguson	1959-06-22	UHC-64402-07	8356886134	4479 Ocean Ave, Columbus, OH, 43204	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28879	PRV	Sofia Y Bowman	1964-11-20	UHC-32544-49	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59961	TPA	Noah Sanchez	1989-10-24	—	6324798982	8247 Ridge Rd, Los Angeles, CA, 90056	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-50478	TPA	Hiroshi Hernandez	1961-11-21	—	—	1528 Central Ave, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125501	ENR	Marilyn Ray	1980-11-13	UHC-54757-66	9055771398	6694 Sage Ct, Charlotte, NC, 28294	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-405287	CLM	Patrick V Armstrong	1982-03-02	UHC-19406-81	5604641786	2334 Jefferson Ave Apt 15, Nashville, TN, 37231	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115786	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct Apt 17, San Antonio, TX, 78265	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63458	TPA	Diane Le	1952-09-26	—	—	4863 River Rd, Gilbert, AZ, 85227	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27065	PRV	Aisha Gilbert	1971-08-08	—	5039566880	8619 Elm St Apt 13, Houston, TX, 77047	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more
PRV-20566	PRV	Katherine Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55871	TPA	Paul Patel	1942-11-22	—	6717233707	8622 Bayshore Dr, Tucson, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137803	ENR	Jonathan Z Ramirez	1962-03-14	UHC-25636-58	2168636861	995 Spring St, Columbus, OH, 43276	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136665	ENR	Nancy James	1956-09-17	UHC-08079-42	3142689346	8005 River Rd, Orlando, FL, 32828	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405963	CLM	Shirley Hall	1944-03-18	UHC-69762-72	2545612853	3326 Baseline Rd, Charlotte, NC, 28283	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427996	CLM	Raymond Reed	1997-07-04	UHC-01048-26	—	8798 Lincoln Way, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-115506	ENR	Teresa Knight	1969-10-26	—	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414518	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-55033	TPA	Jennifer Le	1970-11-26	—	—	5766 Park Pl, Orlando, FL	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128703	ENR	Ryan Burke	2000-08-12	UHC-76409-12	3333786791	6464 Camelback Rd, San Diego, CA, 92169	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405627	CLM	Edward T Franklin	1972-08-05	UHC-16332-56	9312879564	2087 Hillcrest Rd, Scottsdale, AZ, 85224	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138091	ENR	Isabella A Walsh	2006-04-16	UHC-62689-44	3472483522	656 Cedar Ln, Seattle, WA, 98178	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414980	CLM	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-50134	TPA	Charles Palmer	1994-02-11	—	2783139745	6887 Valley View Dr, Columbus, OH, 43259	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107327	ENR	Wayne Payne	1944-02-02	UHC-86755-25	2794497156	8680 Elm St, Seattle, WA, 98118	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111234	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416913	CLM	Raymond Stewart	2008-08-23	UHC-81012-14	—	7962 Hillcrest Rd, Tampa, FL, 33618	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413939	CLM	Albert Marshall	1991-07-04	—	2196705939	8011 Maple Ave Apt 6, Plano, TX, 75058	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413221	CLM	Janice Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125587	ENR	Donna Luna	1994-02-02	—	9639893508	4405 Willow Ct Apt 19, Eden Prairie, MN, 55333	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-56246	TPA	Stephen Q Evans	1941-07-16	—	5667832046	539 Indian School Rd, Houston, TX, 77016	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
TPA-63621	TPA	Ethan Gilbert	1974-06-16	—	4593999877	5664 Washington St, Houston, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60385	TPA	Aaron Rojas	1938-03-27	—	—	7749 Mesa Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

71,257 rows, page 42 of 1,426Previous Next