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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429056	CLM	Billy F Wheeler	1971-12-03	—	7874572500	7819 Willow Ct, Austin, TX, 78713	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29238	PRV	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 661, Sacramento, CA, 95887	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29285	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-29284	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-28728	PRV	Alexis Singh	2007-12-05	—	8995932629	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100464	ENR	Ralph B Little	1941-02-04	UHC-15915-54	8487806162	3843 Elm St, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421478	CLM	Ahmed Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429988	CLM	Raymond Wood	1988-01-25	UHC-06749-57	—	2432 Camelback Rd # 413, Miami, FL, 33143	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137198	ENR	Christian A Mejia	1997-12-24	UHC-16395-85	—	2684 Ridge Rd, Miami, FL, 33110	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-27341	PRV	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409379	CLM	Cynthia Morgan	1985-01-11	—	—	1084 Canyon Rd # 260, Charlotte, NC, 28271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-128755	ENR	Lauren I Herny	1963-04-11	UHC-79485-14	7333805644	5723 Park Pl, Glendale, AZ, 85325	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55445	TPA	Jnaice Hanson	1966-12-14	—	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408210	CLM	Janet Aguilar	2006-05-27	UHC-14912-04	6043631534	8578 Ridge Rd, San Antonio, TX, 78203	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412462	CLM	Samuel Wong	1947-11-23	UHC-13804-81	—	3726 Hillcrest Rd Apt 14, Fresno, CA, 93740	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24985	PRV	John Contreras	1945-12-13	—	4568026616	3814 Union St, Tucson, AZ, 85718	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50635	TPA	Sandra P Alvarez	1948-03-21	—	7796752852	3403 Ridge Rd # 203, Tampa, FL, 33622	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405764	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	7336488244	4978 Valley View Dr, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-25094	PRV	Hanah Lucas	1986-12-09	UHC-54951-70	7145655361	9358 Mountain View Dr, Plano, TX, 75067	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111532	ENR	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122449	ENR	Thomas H Chen	2004-08-09	UHC-89520-20	2769787965	5392 Jefferson Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120965	ENR	Diane Lewis	1952-01-14	UHC-42576-07	—	7809 Broadway, Dallas, TX	0.50	Two-digit birth year Address re-cased City re-cased ZIP missing+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57710	TPA	Charlotte Duncan	1989-11-08	—	—	9268 Valley View Dr, Columbus, OH, 43264	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409328	CLM	Jose Campbell	1993-11-18	UHC-25523-06	6243263156	8087 Market St, Tempe, AZ, 85238	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119577	ENR	Joshua V Wallace	1990-03-27	UHC-69314-99	8149865870	2783 Oak St, Jacksonville, FL, 32215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113569	ENR	Teresa V Jensen	1969-05-24	UHC-06673-31	—	7399 Forest Ave, Los Angeles, CA, 90057	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
TPA-51496	TPA	Abigail McDoald	1969-07-26	—	—	2735 Washington St # 570, Fresno, CA, 93710	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-413783	CLM	Donald Ray	1956-10-23	UHC-01772-80	5739124756	3621 Lake View Rd Apt 3, Orlando, FL, 32800	0.50	Name re-cased Two-digit birth year Unit split from street Email lower-cased+3 more
PRV-24526	PRV	Zachary Jacobs	1964-10-07	UHC-67727-99	4046392478	5070 Jefferson Ave, Las Vegas, NV, 89157	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413849	CLM	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ, 85745	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122923	ENR	Carl Tran	1959-06-10	UHC-23306-38	5643550612	9834 Desert Sky Blvd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422373	CLM	Jessica Q Sanchez	1948-10-19	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57654	TPA	Judy Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 8, San Antonio, TX, 78239	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419888	CLM	Brian Walsh	1969-11-11	UHC-92358-31	8335883813	83 Lincoln Way, Houston, TX, 77096	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116899	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116898	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-428694	CLM	Lucia Rios	1939-04-02	—	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-109220	ENR	Sofia Kim	2007-02-04	UHC-90210-54	5972403708	8467 Elm St, Gilbert, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58853	TPA	Laura P Perry	1980-02-09	—	9038203639	5380 Ocean Ave, Gilbert, AZ, 85289	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55585	TPA	Abigail Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133465	ENR	Mark Hernandez	2000-11-13	UHC-59408-49	9227518837	6600 Elm St, Gilbert, AZ, 85256	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-110449	ENR	Joyce Sanders	1954-07-12	UHC-76833-52	9186999314	1135 Harbor Blvd Apt 16, San Antonio, TX, 78272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-137156	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave Apt 7, Plano, TX, 75011	0.50	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+3 more

6,661 rows, page 22 of 134Previous Next