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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25833	PRV	Marcus G Phillips	1947-07-07	UHC-71760-25	5468921111	1165 Indian School Rd, Denver, CO, 80293	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28531	PRV	Margart Stewart	1978-04-20	—	6209068342	3045 Willow Ct, Phoenix, AZ, 85088	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23618	PRV	Adam Gibson	1991-01-08	—	9115456638	7686 Sunset Blvd, Sacramento, CA, 95867	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-21135	PRV	Brenda Dominguez	1938-09-27	—	9774373997	2854 Maple Ave, Miami, FL, 33120	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25890	PRV	Adam Hughes	1974-04-05	—	7572253575	4667 Sunset Blvd, Sacramento, CA, 95821	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28913	PRV	Nicholas Oliver	1967-01-18	—	3179898853	7570 Lake View Rd, Houston, TX, 77050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21511	PRV	Ryan Warren	1981-09-17	—	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25994	PRV	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-29422	PRV	Julie N Knight	1989-05-17	—	7629966026	9298 Lake View Rd, Tucson, AZ, 85745	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27782	PRV	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25151	PRV	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way # 196, Miami, FL, 33112	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-25913	PRV	Omar Bell	—	—	7913942176	—	0.78	Date of birth missing Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-22415	PRV	Sufia Smith	1978-12-13	—	8097645285	7046 Market St, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20250	PRV	Camila Tran	1973-11-02	—	8637311081	5949 Park Pl, Mesa, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28906	PRV	Daniel J Robertson	1966-08-04	—	3075974977	2584 Sunset Blvd, Chandler, AZ, 85259	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23024	PRV	Sean Z Bishop	1972-02-13	—	3277683915	1837 Grand Ave, Los Angeles, CA, 90082	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-20725	PRV	Mei G Torres	1955-05-20	—	2147934215	6149 Central Ave, Austin, TX, 78736	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20860	PRV	Noah M Morales	1958-04-26	UHC-68816-49	3374582516	8322 Maple Ave, San Antonio, TX, 78212	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20767	PRV	Roy Payne	1987-01-20	UHC-52043-76	2617780795	5791 Baseline Rd, Columbus, OH, 43228	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24615	PRV	Theresa Payne	1978-09-05	—	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28819	PRV	Frank Yang	1954-06-13	UHC-01242-71	6147452696	4140 Jefferson Ave, Nashville, TN, 37272	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26716	PRV	Bobby R Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave, Tempe, AZ, 85220	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28184	PRV	Wei Johnson	1980-11-23	UHC-52953-76	8263425733	9776 Forest Ave, Sacramento, CA, 95855	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22812	PRV	Donna Coleman	1942-10-15	UHC-56324-15	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20244	PRV	Linda A Bishop	1974-01-25	—	3506569452	2829 Pine Dr, Tampa, FL, 33684	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23041	PRV	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25997	PRV	Nancy George	1979-06-04	UHC-95306-31	4115147965	436 Bayshore Dr, San Antonio, TX, 78234	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22635	PRV	Jean W Carr	1969-06-27	—	9024075205	901 Central Ave, Los Angeles, CA, 90095	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20317	PRV	Jaun Thompson	1963-12-24	—	6842047158	660 Willow Ct, Phoenix, AZ, 85031	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22904	PRV	Lisa Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21895	PRV	Helen Webb	1971-02-27	—	2317395609	8349 Broadway # 599, Los Angeles, CA, 90035	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-22753	PRV	Olivia Campbell	1986-10-04	—	6424320170	5315 Indian School Rd, Glendale, AZ, 85319	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25451	PRV	Jerry I Patel	1984-07-01	UHC-16622-15	5747010969	3705 Washington St, Miami, FL, 33171	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21816	PRV	Jessica Mendez	1958-11-24	UHC-94335-21	2742227518	1455 Meadow Ln, Phoenix, AZ, 85016	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24164	PRV	Ronad Valdez	1995-11-13	—	6709085317	1195 Jefferson Ave, Nashville, TN, 37231	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22332	PRV	Evelyn Herrera	1973-06-03	—	7365475531	2696 Baseline Rd, Tampa, FL, 33643	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22956	PRV	Kyle Dominguez	1954-02-12	UHC-43293-68	7332068412	2026 Elm St, Minneapolis, MN, 55438	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28274	PRV	Alexander Patel	1985-09-23	—	4435563349	5375 Sunset Blvd, Plano, TX, 75026	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25671	PRV	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	9517 Lincoln Way, Sacramento, CA, 95858	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21949	PRV	Randy Lawrence	1981-01-02	—	9258489130	8287 Highland Ave Apt 37, Glendale, AZ, 85316	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24766	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24765	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28422	PRV	Adam P Hicks	1979-05-03	UHC-61952-26	4716532928	5348 Mountain View Dr, Denver, CO, 80282	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20617	PRV	Oliver Charlotte	1995-04-07	UHC-71629-03	2892416501	951 Jefferson Ave, Sacramento, CA, 95887	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20275	PRV	Wayne Diaz	1974-08-03	—	8103819715	7786 Highland Ave, Minneapolis, MN, 55484	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25045	PRV	Cheryl Thomas	1997-04-20	UHC-96463-73	7528030642	8372 Cedar Ln, Eden Prairie, MN, 55387	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26971	PRV	Olivia Q Wang	1971-01-19	UHC-18220-29	5708720991	5888 Lincoln Way, Gilbert, AZ, 85259	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-23378	PRV	Emily Hanson	1987-06-12	—	8566311779	3323 Hillcrest Rd, Las Vegas, NV, 89132	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-20819	PRV	Diego A Valdez	1962-04-06	—	5768453658	—	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
PRV-22678	PRV	Jean T Shaw	1940-04-23	—	5872686825	6276 Elm St, Atlanta, GA, 30308	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 79 of 119Previous Next