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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404632	CLM	Victoria Howell	1975-03-19	UHC-24098-48	—	6828 Spring St, Las Vegas, NV, 89112	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128493	ENR	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58208	TPA	Ethan Davis	1973-12-20	—	—	6281 River Rd, Eden Prairie, MN, 55344	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20714	PRV	Karen Little	1959-03-03	—	7352192983	7996 Willow Ct, Orlando, FL, 32830	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136255	ENR	Timothy U Santos	2005-12-23	UHC-32230-18	7512669804	6889 Palm Dr, Los Angeles, CA, 90009	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-410582	CLM	Walter S Griffin	1960-02-26	—	—	6093 Hillcrest Rd, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62011	TPA	Jacob Patterson	1994-09-20	UHC-78868-43	4379098406	3426 Maple Ave, Dallas, TX, 75278	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418244	CLM	Kayla C Reiid	1950-11-06	UHC-05355-87	9527451399	1181 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59009	TPA	Christina Armstrong	1977-06-05	—	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54691	TPA	Ashley Ford	2001-12-13	—	5383125194	7109 Forest Ave, Sacramento, CA, 95846	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431039	CLM	Ortega N Madison	2006-08-14	—	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-415187	CLM	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd, Eden Prairie, MN, 55345	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28483	PRV	Alice Parker	1952-11-01	—	9078456046	6250 Camelback Rd, Dallas, TX, 75234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52790	TPA	Albert Owens	1942-03-01	—	—	367 Central Ave, Charlotte, NC, 28236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128905	ENR	Sharon V Vega	1970-01-16	UHC-51699-03	6665859164	7508 Church St, Chandler, AZ, 85271	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109176	ENR	Olivia Z Guzman	1982-01-01	UHC-53622-56	—	5757 Ocean Ave, Phoenix, AZ, 85080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423633	CLM	Ryan Hill	1997-08-08	UHC-00515-59	—	196 Highland Ave, Tucson, AZ, 85760	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-23051	PRV	Stephen Singh	1957-03-12	—	6419956674	3712 Grand Ave, Atlanta, GA, 30350	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22101	PRV	Alice N Spencer	1967-03-01	UHC-71190-27	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121988	ENR	Pteer Mason	2000-12-09	UHC-17389-55	3383097882	2355 Washington St, Scottsdale, AZ, 85242	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142116	ENR	Arthur K Wilson	1981-12-17	UHC-74349-97	3037862072	8847 Ridge Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53209	TPA	Bryan Bradley	1941-10-26	—	8736636682	8041 Park Pl, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429317	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429316	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-408214	CLM	Jean Z Ford	1987-02-01	—	—	4871 Pine Dr, San Antonio, TX, 78246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139354	ENR	Dylan D Warren	1952-05-22	UHC-65940-02	2614287832	2857 Main St, San Diego, CA, 92134	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141441	ENR	George Jordan	2007-12-15	UHC-51226-22	7383266349	9029 Mountain View Dr, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405311	CLM	Logan Williams	1942-05-11	UHC-25542-30	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-27710	PRV	Timothy Stevens	2003-10-25	UHC-96853-72	8963075838	6676 River Rd, Miami, FL, 33103	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129912	ENR	Joan R Crawford	1994-01-18	UHC-75659-83	9672380863	5274 Harbor Blvd, Sacramento, CA, 95863	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26378	PRV	Deb Arnold	1957-02-20	—	6174488317	4570 Willow Ct, Mesa, AZ, 85228	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23940	PRV	David Shaw	1953-04-17	—	5983859369	8652 Main St, Miami, FL, 33165	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427554	CLM	Anthony C Oliver	1962-09-24	UHC-51791-98	—	611 Lincoln Way, Sacramento, CA, 95833	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417236	CLM	Douglas Rivera	1976-07-10	UHC-47071-90	5579884573	4178 Cedar Ln, Columbus, OH, 43240	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134924	ENR	Wayne Y Williamms	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53101	TPA	Danielle Pierce	1956-11-16	—	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25388	PRV	Maria P Allen	1981-07-03	UHC-99806-87	—	5825 Mountain View Dr, Austin, TX, 78742	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105937	ENR	Charles U Jones	1950-06-21	UHC-98664-57	—	1193 Ocean Ave, Mesa, AZ, 85209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54956	TPA	Donna James	2006-06-08	UHC-73198-99	—	6962 Mesa Dr, Miami, FL, 33154	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124560	ENR	Janice B Morris	1978-11-05	UHC-64462-90	2807620499	9728 River Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 135 of 337Previous Next