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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20733	PRV	Julia Ortega	—	—	3623824545	9413 Jefferson Ave, Denver, CO, 80281	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-21247	PRV	Tereas N George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21555	PRV	Arjun Bradley	1959-04-16	—	7419573764	8435 Bayshore Dr, Gilbert, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-26096	PRV	Carl Rivera	1980-12-03	UHC-16910-17	3902427961	5451 Grand Ave Apt 3, Eden Prairie, MN	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-20694	PRV	Hioshi Lawrence	2005-09-10	—	9075599530	8338 Cedar Ln # 163, Tucson, AZ, 85797	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22859	PRV	PriyaJunk	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29029	PRV	Brenda H Gordon	1965-06-14	—	4793238832	6342 Harbor Blvd # 846, Jacksonville, FL, 32227	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24218	PRV	Logan Knight	1947-11-19	—	—	2515 Oak St, Miami, FL	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20841	PRV	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27937	PRV	Teresa Porter	1948-04-03	—	2783976616	9635 Maple Ave, Eden Prairie, MN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-26764	PRV	Charlotte Hanson	1963-05-10	—	7994257241	2618 Ridge Rd, Denver, CO, 80272	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25397	PRV	Terry A Medina	1965-02-08	—	—	9633 Sage Ct, Eden Prairie, MN, 55316	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-27234	PRV	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr Apt 22, Columbus, OH, 43265	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20746	PRV	Diana Bennett	1964-09-14	UHC-02217-16	6489880225	7866 Sunset Blvd, Minneapolis, MN, 55487	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24853	PRV	Joshua M Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN, 37254	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21642	PRV	Carol Gonzalez	1955-10-09	UHC-52139-69	—	6918 Desert Sky Blvd # 784, Minneapolis, MN	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-25707	PRV	Gloria Q Ross	1983-08-24	UHC-95778-74	4184247281	4616 Forest Ave, Minneapolis, MN, 55498	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26495	PRV	Brian Coleman	1948-01-28	—	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25158	PRV	Jose Q Austin	1965-08-18	—	7028708983	7293 Camelback Rd, Plano, TX, 75065	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22493	PRV	Mateo C Fuller	1997-07-09	UHC-83792-60	4945434855	8580 Indian School Rd, Tampa, FL, 33645	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22843	PRV	Charlotte Salazar	1975-09-06	—	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-22922	PRV	Sharon Ellis	1982-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-28457	PRV	Michael T Contreras	1974-09-07	UHC-41501-29	4229208685	5364 Pine Dr, Houston, TX, 77058	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23720	PRV	Justin Lawrence	1945-06-12	UHC-56970-09	—	1593 Spring St, Miami, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22742	PRV	Danielle Anderson	—	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21100	PRV	Sofia Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln, Las Vegas, NV, 89149	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20566	PRV	Katherine Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21243	PRV	Marilyn Wyllis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20802	PRV	Alan Brown	2004-01-08	UHC-69982-03	—	740 Central Ave Apt 13, Phoenix, AZ, 85077	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-25996	PRV	Melissa I Gibson	1965-07-09	—	2982110885	9252 Mesa Dr, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24354	PRV	George M Bell	—	—	—	3580 Spring St, Seattle, WA, 98150	0.48	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
PRV-27681	PRV	Lauren Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24892	PRV	Alan Scott	1949-04-18	—	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26886	PRV	Madisn D Kelly	1952-05-25	—	4278003659	5238 Sage Ct, Nashville, TN, 37275	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-21875	PRV	Tyler Dean	2004-08-17	—	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24255	PRV	Ethan Ramirez	1970-07-10	—	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20212	PRV	Charlotte Bryannt	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21496	PRV	Elijah X Flores	—	—	5144282516	7879 Market St, Los Angeles, CA, 90040	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25801	PRV	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28614	PRV	Sandra T Howell	1940-08-19	—	5708035365	1797 Meadow Ln, Mesa, AZ, 85266	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25679	PRV	Wayne Lopez	1988-09-08	—	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-22628	PRV	Mei Johnston	1938-01-05	—	5093151717	3813 Sunset Blvd, Charlotte, NC, 28243	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23054	PRV	Kenneth V Sanders	—	UHC-49739-30	—	5503 Jefferson Ave, Nashville, TN, 37274	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
PRV-23044	PRV	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN, 37244	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more

5,467 rows, page 5 of 110Previous Next