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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56188	TPA	Elijah Taylor	1985-04-15	—	—	5130 Highland Ave # 213, Dallas, TX, 75270	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53295	TPA	Dennis Santos	1998-09-18	—	—	2748 Sage Ct # 382, Tucson, AZ, 85743	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-430215	CLM	Timothy Castillo	1982-04-22	UHC-63334-72	5699340485	6656 Hillcrest Rd # 707, Scottsdale, AZ, 85280	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-110127	ENR	Amy O Elliott	1950-07-18	UHC-43246-58	—	9846 Harbor Blvd Apt 28, Eden Prairie, MN, 55309	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61438	TPA	Randy Edwards	1976-04-07	—	—	1054 Washington St # 580, Miami, FL, 33128	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26883	PRV	Jack Parker	1957-11-06	UHC-19681-90	—	7658 Pine Dr Apt 4, Las Vegas, NV, 89117	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413156	CLM	Zachary Morales	1995-08-08	UHC-95210-09	—	9060 Washington St Apt 37, Tampa, FL, 33656	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106439	ENR	Heather G Welch	1982-03-20	UHC-90892-78	2334356652	7816 Main St # 550, San Diego, CA	0.66	Unit split from street City re-cased ZIP missing Email lower-cased+1 more
PRV-21481	PRV	Sophia M Wilson	1958-10-14	UHC-22018-02	9446933110	3631 Market St # 845, Nashville, TN, 37219	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+1 more
ENR-135578	ENR	Matthew P Sanchez	1975-05-13	UHC-20584-91	8387332068	1626 Park Pl Apt 23, Tempe, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-141078	ENR	Bryan Matthews	1968-09-15	UHC-03832-74	2997795244	5098 Lincoln Way Apt 39, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
ENR-108145	ENR	Alan V Sims	1991-08-01	UHC-89095-04	2044382142	2292 Market St Apt 8, Phoenix, AZ, 85019	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423193	CLM	Nicholas Jenkins	1935-07-18	UHC-11466-95	3635635383	6227 Spring St # 643, Tucson, AZ, 85788	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
ENR-103401	ENR	Tyleer Williamson	1950-05-10	UHC-91437-30	4544822416	4011 Spring St # 114, Tampa, FL, 33674	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130977	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-130978	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-102665	ENR	Wayne M Jimenez	1962-12-03	UHC-31574-79	7892088955	4736 Palm Dr Apt 17, Jacksonville, FL, 32275	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140394	ENR	Denny Gray	1960-02-19	UHC-06968-28	5933645495	1283 Sunset Blvd # 313, Miami, FL, 33163	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-431562	CLM	Beverly George	1939-04-15	—	—	9835 Palm Dr Apt 39, Plano, TX, 75088	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-418560	CLM	Stephen Cox	1997-04-01	UHC-91227-85	—	9136 Broadway # 863, San Antonio, TX, 78208	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
TPA-61594	TPA	Virginia Mejia	2006-02-17	—	2412314554	5994 Canyon Rd # 872, Fresno, CA, 93767	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130423	ENR	Katherine W Carpenter	1977-08-22	—	8552109894	6394 Oak St Apt 32, Austin, TX, 78760	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60519	TPA	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd Apt 23, Houston, TX, 77070	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-50021	TPA	Christian Ruiz	1940-09-26	—	—	1131 Union St Apt 26, Columbus, OH, 43273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140024	ENR	Rachel Vazquez	1959-07-10	UHC-01241-06	5308976175	5823 Cedar Ln Apt 4, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-408433	CLM	Ryan Diaz	1991-04-01	—	3212105174	1621 Willow Ct # 290, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54909	TPA	Alan Hoffman	1983-06-23	UHC-11329-12	—	3527 Bayshore Dr Apt 5, Fresno, CA, 93778	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142432	ENR	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St # 439, Nashville, TN, 37275	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-139286	ENR	Jesse J Jones	1967-07-15	UHC-26577-70	3633634581	9066 Union St Apt 31, Tampa, FL, 33627	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423980	CLM	Jerry Dominguez	1959-04-24	—	—	8695 Indian School Rd # 260, Austin, TX, 78784	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138880	ENR	Amber O Banks	1975-11-16	UHC-25427-90	5278166212	2815 Lincoln Way Apt 1, Fresno, CA, 93792	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-130113	ENR	John Vasquez	1977-10-25	UHC-12628-50	6315223474	5225 Lincoln Way # 350, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421033	CLM	Bradley Lane	1938-01-06	UHC-88564-99	—	9269 Valley View Dr # 707, Sacramento, CA, 95818	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403979	CLM	Timothy Arnold	1957-04-13	—	7719871622	7089 Mesa Dr Apt 37, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-138600	ENR	Wei M Ellis	1949-05-20	UHC-35158-42	—	2051 Central Ave # 810, San Diego, CA, 92180	0.66	Name re-cased Phone missing area code Unit split from street Email lower-cased+1 more
ENR-133395	ENR	Scott Estrada	1963-11-20	UHC-21355-47	2368403536	2065 Bayshore Dr # 739, Austin, TX, 78770	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420692	CLM	Juan F Gonzales	1984-09-23	UHC-95700-66	—	6894 Ocean Ave Apt 10, San Diego, CA, 92174	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129953	ENR	Sam G Garza	1948-03-03	UHC-66841-45	5828604931	2856 Bayshore Dr Apt 24, Eden Prairie, MN, 55388	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425800	CLM	Scott Ward	2005-02-15	—	—	6132 Mesa Dr # 570, Sacramento, CA, 95877	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54326	TPA	Ben Castillo	1995-12-09	—	8696111398	5381 Jefferson Ave # 581, Austin, TX, 78709	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142365	ENR	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct Apt 26, Sacramento, CA, 95858	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54764	TPA	Laura Ortiz	2008-12-16	—	—	6655 Grand Ave # 574, Nashville, TN, 37219	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431860	CLM	Randy Z Ross	1940-01-07	—	3174487162	728 Spring St Apt 28, Orlando, FL, 32893	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404442	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr Apt 31, Miami, FL, 33159	0.66	Unit split from street State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-414932	CLM	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 456, Eden Prairie, MN, 55375	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more

6,994 rows, page 97 of 140Previous Next