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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417751	CLM	Heather S Pierce	1966-05-21	—	—	3017 Ocean Ave, Minneapolis, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-105026	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd # 157, Mesa, AZ	0.68	Name re-cased Unit split from street ZIP missing Whitespace trimmed
TPA-58215	TPA	Deborah Simpson	1939-04-23	—	—	5622 Forest Ave, Nashville, TN	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-101599	ENR	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
CLM-410630	CLM	Sandra Murphy	1964-09-11	UHC-12223-14	—	6365 Highland Ave, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-108302	ENR	Mason Wagner	1962-08-16	UHC-02115-55	9143182055	1593 Church St, San Antonio, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
PRV-20758	PRV	Ruth Vargas	2001-04-09	—	8469270847	7794 Union St, Glendale, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120746	ENR	Mark L Valdez	1963-01-27	UHC-15559-11	7848814410	8847 Mesa Dr, Nashville, TN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-420911	CLM	Chrisopher L Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-111755	ENR	Ashley P Rose	2001-04-26	UHC-32122-34	8412284316	1476 Highland Ave, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-57876	TPA	Joan Kennedy	1999-02-03	—	—	1032 Highland Ave, Minneapolis, MN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-114525	ENR	Betty Cawford	2007-09-01	UHC-84431-58	3619209883	6746 Baseline Rd, Sacramento, CA	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
TPA-53896	TPA	Kathryn S Bailey	1952-03-04	—	—	4062 Baseline Rd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-64048	TPA	Julie Evans	1978-10-16	—	—	847 Sage Ct, Tucson, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416803	CLM	Gloria Taylor	1976-08-26	UHC-31049-53	—	5571 Union St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-109152	ENR	Mason Z Estrada	1981-02-13	UHC-38100-59	9649497306	1609 Sunset Blvd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
CLM-419606	CLM	Amy Flores	1947-08-22	—	—	8713 Willow Ct, Houston, TX	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410674	CLM	Amanda Hunt	—	UHC-44646-26	—	88 Broadway, Jacksonville, FL	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
CLM-421382	CLM	Becky F Murray	2002-09-21	UHC-42228-14	5055545687	6746 Lake View Rd, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-109137	ENR	Christain Walker	1970-03-18	UHC-39095-79	—	2675 Pine Dr, Tampa, FL	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
CLM-407848	CLM	Amanda Peters	1967-11-03	UHC-92760-81	—	2524 Spring St, Minneapolis, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-431615	CLM	Daniel Holmes	1953-11-18	UHC-72010-71	—	4543 Indian School Rd, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-132706	ENR	Austin Bennett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-130452	ENR	Jacob S Adams	1954-04-07	UHC-83935-46	4555888821	2129 Desert Sky Blvd, Eden Prairie, MN	0.68	Name re-cased Two-digit birth year City re-cased ZIP missing
ENR-109766	ENR	Jordan E Parker	1983-05-25	UHC-39090-46	—	3636 Pine Dr, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-108723	ENR	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-61565	TPA	Jacob Mitchell	2005-05-03	—	—	3700 Hillcrest Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-432789	CLM	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-406750	CLM	Jerry O Greene	1998-10-19	UHC-64557-68	—	8041 Highland Ave, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-405823	CLM	Carolyn Luna	1947-05-20	UHC-73667-01	—	3808 Forest Ave, Chandler, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-401478	CLM	Mei Wells	1984-12-27	UHC-20975-64	—	7414 Forest Ave, Columbus, OH	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-121237	ENR	Heather W Parker	1963-10-05	UHC-09095-27	4892619691	4494 Market St, Minneapolis, MN	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-101449	ENR	Camila G Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-112850	ENR	Jeremy J Owens	1977-12-27	UHC-07795-75	2595077133	1683 Washington St, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
TPA-62230	TPA	Benjamin Mejia	1944-06-10	—	—	2779 Cedar Ln, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-61387	TPA	Donald Santiago	2003-08-02	—	5392213150	4272 Harbor Blvd, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
TPA-53796	TPA	Ketherine Williamson	1999-08-27	—	—	6785 Sunset Blvd, Tucson, AZ	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-416517	CLM	Christian Ferguson	1949-08-19	—	—	7562 Indian School Rd, Fresno, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-26784	PRV	Saniago Gibson	2001-04-19	UHC-15032-49	—	9582 Willow Ct, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-115634	ENR	Justin Q Miller	1980-01-22	UHC-90323-11	—	7254 Harbor Blvd, Houston, TX	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-134598	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-130623	ENR	Wei B Morales	1981-02-10	UHC-24706-71	7476126705	849 Ridge Rd, Tampa, FL	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-130388	ENR	Jacqueline L Wheeler	1959-05-23	UHC-44187-32	8948131183	8137 Bayshore Dr, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-411324	CLM	Anthony Hall	1961-08-28	UHC-14093-94	2853727787	6150 Ridge Rd, San Diego, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
PRV-26141	PRV	Elijah Gutierrez	1966-05-09	—	—	8582 Washington St, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-133968	ENR	Dylan G Guerrero	2001-10-15	UHC-12056-01	5589772044	6757 Hillcrest Rd, Orlando, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-127624	ENR	Margaret D Yang	1974-11-07	UHC-97427-60	3024015286	5878 Indian School Rd, Los Angeles, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-411335	CLM	Carol Lewis	1949-07-22	UHC-11461-87	—	2415 Lincoln Way, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-424762	CLM	Shirley Munoz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-108759	ENR	Wayne Elliott	1944-06-02	UHC-18984-86	—	2609 Central Ave, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased

7,146 rows, page 110 of 143Previous Next