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

Third-party administrator, 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
TPA-61934	TPA	Christopher E Perkins	1990-02-26	—	—	1551 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57631	TPA	Danielle Joran	1973-12-20	—	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59424	TPA	—Junk	1965-06-27	—	8943771501	9031 Jefferson Ave, Austin, TX	0.64	Phone reformatted City re-cased ZIP missing Whitespace trimmed+2 more
TPA-50681	TPA	Jesse T Jordan	1968-10-10	—	7753391645	9252 Indian School Rd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51192	TPA	Wei Ferguson	1953-09-09	—	7694226581	1093 Valley View Dr, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56632	TPA	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53536	TPA	Beverly L Rios	1945-10-15	—	8228619627	5655 Park Pl, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57588	TPA	Russell Q Lucas	1973-06-11	UHC-16937-14	—	8307 Indian School Rd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-59246	TPA	Judith Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55317	TPA	Elizabeth Munoz	1946-03-11	UHC-50406-95	—	4796 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50241	TPA	Matt Lawson	1995-05-15	—	—	4892 Pine Dr, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-53967	TPA	Randy Washington	1956-04-20	—	2258325116	7571 Camelback Rd, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+2 more
TPA-52290	TPA	Charlotte Snyder	1952-11-17	—	4349272705	4879 Maple Ave, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61716	TPA	Ralph G Estrada	1976-01-02	UHC-70370-72	9007198209	4738 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54897	TPA	Jose Morrison	1962-08-14	—	—	3629 Park Pl, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61548	TPA	Russell M Schultz	—	—	5392815153	1372 Forest Ave, Plano, TX	0.64	Date of birth missing Phone reformatted ZIP missing Email lower-cased+2 more
TPA-51895	TPA	Kathleen Cruz	1967-10-10	—	—	9570 Church St, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53062	TPA	Sarah Warren	1958-09-27	—	—	9367 Church St, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55061	TPA	Joe Adams	2008-05-04	—	5666361327	2370 Canyon Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58695	TPA	Peter Weber	2001-08-01	—	5395480458	7181 Canyon Rd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59361	TPA	James Gardner	1963-10-04	—	—	2078 Sunset Blvd, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-50281	TPA	Harold McDonald	2006-09-18	—	—	1397 Bayshore Dr, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59984	TPA	John Morales	1966-02-26	—	9897843826	7673 Camelback Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52652	TPA	Victoria Luna	1947-05-10	—	—	7581 Willow Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56965	TPA	Betty Hart	1993-04-17	—	9158180225	4852 Union St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60542	TPA	Tyler Edwards	1988-03-04	—	8425081422	8005 Church St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56384	TPA	David Simmons	1959-08-06	—	—	1491 Lake View Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63462	TPA	Jordan Kelley	1953-06-05	—	—	4822 Pine Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60910	TPA	Mariana U Murray	1947-11-27	—	2753357369	4122 Elm St, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63454	TPA	Stephan Herrera	1951-05-18	—	—	1373 Park Pl, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55401	TPA	Julia Espinoza	1970-06-04	UHC-84983-20	—	6137 Desert Sky Blvd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63833	TPA	Carolyn Andrews	1981-11-16	—	7995177710	5721 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62358	TPA	Abigail Rios	1979-05-26	—	—	5815 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60490	TPA	Ralph M Fisher	1989-03-18	UHC-77097-62	—	5993 Bayshore Dr, Las Vegas, NV	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60489	TPA	Ralph M Fisher	1989-03-18	UHC-77097-62	—	5993 Bayshore Dr, Las Vegas, NV	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57470	TPA	Billy R Santiago	1950-04-14	—	3887877027	9301 Maple Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53279	TPA	Tyler Fernandez	1978-08-14	—	6672376826	4638 Mountain View Dr, Los Angeles, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-64304	TPA	Mateo Moreno	2002-03-02	—	5123038263	1447 Ridge Rd, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59363	TPA	Helen Guerrero	1991-08-23	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63998	TPA	Harold Alvarado	1974-10-05	—	4247622889	2637 Church St, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51850	TPA	Maria Estrada	1977-08-07	—	—	4025 Grand Ave, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58602	TPA	Gabriel Perkins	1945-04-18	—	—	1327 Valley View Dr # 658, Scottsdale, AZ	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
TPA-55079	TPA	Barbara Brooks	1954-11-18	—	6684268957	7623 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55606	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60814	TPA	Theresa K Knight	1975-05-06	—	—	7122 Mountain View Dr, Tampa, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-51175	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51176	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

1,012 rows, page 11 of 21Previous Next