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
PRV-21430	PRV	Zachary Ortega	1947-11-11	UHC-23727-64	—	7811 Washington St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129542	ENR	Bobby L Payne	1988-08-17	UHC-54861-76	2315860318	7432 Palm Dr, Columbus, OH, 43248	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430361	CLM	Mariana Garrett	2003-11-15	—	—	6949 Sunset Blvd Apt 4, Mesa, AZ, 85258	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
CLM-420883	CLM	Paul Bennett	1970-06-17	UHC-74898-50	9694094238	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-416750	CLM	Jordan Fisher	1949-10-12	UHC-55830-11	—	7641 Mesa Dr, Denver, CO	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121856	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411977	CLM	Frank Castillo	2005-01-02	—	—	3298 Jefferson Ave, Miami, FL, 33129	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425348	CLM	Dot Patterson	—	—	—	3384 Cedar Ln, Nashville, TN, 37266	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-410789	CLM	Deborah McDonald	1956-04-26	—	—	361 Palm Dr, Orlando, FL, 32897	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-423665	CLM	Janice A Banks	1964-06-22	—	—	7977 Elm St, Orlando, FL, 32847	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62448	TPA	Dylan King	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62805	TPA	Pamela Gibsson	1956-08-17	UHC-70252-36	—	5051 Willow Ct, Phoenix, AZ, 85076	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126405	ENR	Kayla I Cole	1978-01-06	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.52	Two-digit birth year Phone reformatted State name converted to code Gender normalised+2 more
ENR-130627	ENR	Carolyn Y Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431174	CLM	Virginia Fernandez	1973-06-03	UHC-33328-14	8542792861	—	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-123393	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr Apt 13, Orlando, FL, 32877	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431450	CLM	Anna Weaver	1965-12-26	—	—	400 Forest Ave, Scottsdale, AZ, 85221	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106510	ENR	Ann Ryan	2002-08-24	UHC-62398-09	8399494266	423 Oak St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417167	CLM	Matthew Williamson	1955-12-05	—	—	4340 Harbor Blvd, Houston, TX, 77052	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-134053	ENR	Lawrence A Aguilar	2007-10-12	UHC-50675-34	6642726698	1029 Lake View Rd, Fresno, CA, 93764	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408569	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.52	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-126963	ENR	Abby U Peters	2003-10-20	UHC-38914-38	—	8838 Elm St, Atlanta, GA	0.52	Two-digit birth year State code upper-cased ZIP missing Gender normalised+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-100468	ENR	Philip N Le	1980-02-05	UHC-73994-31	4016238117	6056 Union St, San Diego, CA, 92112	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22159	PRV	Christina Meyer	1958-09-22	UHC-53968-37	7853766672	9661 Maple Ave, Sacramento, CA, 95861	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-58173	TPA	Susan Wang	2008-01-18	—	—	4062 Central Ave # 224, Orlando, FL, 32847	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419717	CLM	Amber Bradlye	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-131843	ENR	Joshua V Perry	1990-06-24	UHC-65921-80	8565703786	7612 Valley View Dr, Jacksonville, FL	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417947	CLM	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	9629 Cedar Ln, Gilbert, AZ, 85264	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125542	ENR	Dris Silva	1994-06-24	UHC-22212-52	4028399417	5123 Main St, Mesa, AZ, 85280	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126734	ENR	Diana M Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-140323	ENR	Alice T Chapman	1984-10-10	UHC-31500-76	—	101 Palm Dr, Tucson, AZ, 85751	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113997	ENR	Sandra K Wallace	1967-04-23	UHC-09961-74	—	204 Sage Ct, Los Angeles, CA, 90009	0.52	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-109564	ENR	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St # 375, Jacksonville, FL	0.52	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-407965	CLM	Charlotte I Welch	1957-01-17	UHC-68577-02	4046750921	2334 Lake View Rd, Houston, TX, 77011	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136514	ENR	Mei Watkins	2004-04-13	UHC-66207-15	3914853162	7539 Elm St, San Diego, CA, 92183	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61598	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108559	ENR	Adam Q Lynch	1978-04-18	UHC-18611-10	4259527370	9340 Maple Ave Apt 37, Fresno, CA, 93732	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400082	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-106534	ENR	Kimberly J Willis	1954-04-24	UHC-79191-29	2274340284	5805 Park Pl, San Diego, CA, 92106	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-126024	ENR	Ethan W Kelley	2005-07-03	UHC-61301-42	2883581409	180 Meadow Ln, Seattle, WA, 98110	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425106	CLM	Martha Dixon	2007-02-09	UHC-86777-89	—	8595 Desert Sky Blvd, Houston, TX, 77074	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108958	ENR	Laura Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63938	TPA	Larry Wong	2001-10-02	—	—	5452 Ridge Rd, Orlando, FL, 32886	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134750	ENR	Samantha X Reynolds	1955-08-26	UHC-48745-56	2627015654	9042 Canyon Rd, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

16,828 rows, page 78 of 337Previous Next