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 “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-140438	ENR	Carol A Jordan	—	UHC-04959-09	2436162008	4129 Lincoln Way # 700, Eden Prairie, MN, 55358	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126342	ENR	Julie Parker	1957-11-17	UHC-17844-10	8668998377	5167 Main St, Nashville, TN	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55345	TPA	Carl Cole	1962-09-09	—	—	7658 Oak St, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-120882	ENR	Samanha Crawford	2006-05-16	UHC-50412-88	5273036319	5510 Highland Ave, Tampa, FL, 33685	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115044	ENR	Angela M Spencer	1957-03-27	UHC-26327-07	5559695081	3030 Indian School Rd, Columbus, OH, 43200	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126145	ENR	Bryan S Ramirez	1996-01-11	UHC-62667-46	2718844585	9889 Indian School Rd, Plano, TX, 75009	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117607	ENR	Abigail O Walker	1944-08-21	UHC-24452-04	8683317783	9062 Ridge Rd Apt 36, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61476	TPA	Aisha Wilson	1964-02-01	—	—	2473 Bayshore Dr, Nashville, TN, 37229	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103963	ENR	Juan A Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120010	ENR	Dennis G Carter	1993-05-11	UHC-04709-16	5205396307	749 Mountain View Dr, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134155	ENR	Adam R Vasquez	1973-04-07	UHC-36719-47	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432468	CLM	Donald Simpson	1976-07-23	—	5643816326	2920 Central Ave, Denver, CO, 80253	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411146	CLM	Maria Nichols	1984-12-26	UHC-63435-65	9379006222	1856 Willow Ct Apt 35, Minneapolis, MN, 55464	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-136959	ENR	Samuel Warren	2003-06-02	UHC-67401-51	—	4561 Pine Dr, Mesa, AZ, 85246	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140496	ENR	Omar A Price	1998-12-10	UHC-59884-84	3368421517	2765 Spring St, Scottsdale, AZ	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-25904	PRV	Christopher Bishop	1981-09-28	—	7563258032	9509 Forest Ave, Houston, TX, 77078	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-125460	ENR	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407096	CLM	Joe Young	2002-03-24	UHC-30717-32	—	4851 Mountain View Dr, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117422	ENR	Tony G Aguilar	1989-11-06	UHC-75197-95	—	7798 Mountain View Dr, Tempe, AZ, 85288	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-114313	ENR	WJunk	1984-06-12	UHC-76015-46	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-21956	PRV	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO, 80239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421331	CLM	Jean Davis	1963-10-01	—	—	4532 Cedar Ln, Dallas, TX, 75254	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
ENR-130782	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH	0.50	Name re-cased City re-cased State name converted to code ZIP missing+3 more
TPA-58159	TPA	Charlotte Elliott	1996-01-01	—	—	7422 Market St, Glendale, AZ, 85322	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140074	ENR	Philip Z Stephens	1940-02-17	UHC-52177-38	5218261425	145 Cedar Ln, Dallas, TX, 75271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422131	CLM	Samuel Martinez	1993-04-08	UHC-56424-34	—	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-20878	PRV	Drew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426707	CLM	Gregory Palmer	1975-11-04	—	—	7816 Apache Blvd # 727, Chandler, AZ, 85209	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-113302	ENR	Debra M Bradley	1971-01-11	UHC-29050-73	7545261287	1134 Maple Ave, Scottsdale, AZ, 85254	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121042	ENR	Diane A Hunter	1964-01-01	UHC-50127-49	8983774826	8372 Lake View Rd Apt 30, Plano, TX, 75012	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403478	CLM	Sharon Byod	1957-07-20	UHC-93216-37	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-25758	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115774	ENR	Hiroshi Lawrece	1943-01-16	UHC-54967-01	2835169672	7093 Grand Ave, Scottsdale, AZ, 85275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-62060	TPA	Richard Harrison	1988-06-17	—	—	3120 Main St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-64000	TPA	Larry N Hamilton	1963-11-20	—	—	890 Apache Blvd, Gilbert, AZ, 85264	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-52862	TPA	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120507	ENR	Theresa G Gordon	1944-01-11	UHC-51004-21	—	5855 Grand Ave, Chandler, AZ, 85295	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123439	ENR	Jim J Santiago	1946-12-26	UHC-83965-28	8983719168	1506 Mountain View Dr, Glendale, AZ, 85361	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
PRV-23713	PRV	Debra Duncan	1989-01-03	UHC-10860-41	5903888217	2197 Washington St, Tempe, AZ, 85277	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124799	ENR	Cheryl U Hudson	—	UHC-35698-66	6883864303	3694 Market St, Miami, FL, 33164	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419251	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	2238 Sage Ct # 246, San Antonio, TX, 78213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23356	PRV	Mason B Murphy	1956-11-11	UHC-40374-19	2118799022	3805 Pine Dr Apt 28, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419010	CLM	Jack Mills	1971-05-18	UHC-22367-74	—	9097 Pine Dr, Dallas, TX, 75276	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

17,850 rows, page 28 of 357Previous Next