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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60689	TPA	Shirley Fernandez	1976-10-21	—	—	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63033	TPA	Ruth Nguyen	1959-06-20	UHC-10388-58	—	7673 Spring St, Charlotte, NC, 28243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59021	TPA	Denise Ramos	1960-12-10	—	—	899 Forest Ave, Denver, CO, 80256	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-61439	TPA	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62840	TPA	Thomas Cruz	1998-03-20	—	—	5054 Main St, Phoenix, AZ, 85085	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55371	TPA	Stephanie Ruiz	1999-01-26	—	4306685495	1752 Main St, Eden Prairie, MN, 55329	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50275	TPA	Rlph Ortega	1952-12-18	—	—	2079 Meadow Ln, Mesa, AZ, 85253	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52417	TPA	Sandra E Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53005	TPA	Arjun Martinez	1971-11-27	—	8075108929	1250 Union St, Scottsdale, AZ, 85272	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63713	TPA	Jeremy Dominguez	1972-02-12	—	9689135832	8548 Hillcrest Rd, Mesa, AZ, 85287	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63800	TPA	Steven Jones	1946-11-19	UHC-22977-86	—	6102 Jefferson Ave, Chandler, AZ, 85283	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58380	TPA	Joan Sanders	1956-07-08	—	8119415317	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55994	TPA	Anna Andrrews	1989-02-22	—	—	5660 Meadow Ln, Gilbert, AZ, 85235	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-61910	TPA	Joan Sanders	2008-11-07	—	8307096442	3502 Forest Ave, Chandler, AZ, 85239	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52619	TPA	Ahmed Soto	2008-08-06	—	—	4075 Park Pl, Charlotte, NC, 28294	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51698	TPA	Ashley Thompson	1961-04-11	—	8898004941	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-50429	TPA	Gerald Hart	1955-01-01	—	—	6037 Valley View Dr, San Antonio, TX, 78256	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55009	TPA	Christina Guzman	1999-07-27	—	—	3359 Cedar Ln, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63740	TPA	Julia M Roberts	1944-04-19	—	—	5684 Mesa Dr, San Antonio, TX, 78207	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59595	TPA	Martha Morgan	1992-06-22	—	—	9387 Elm St, Denver, CO, 80249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56249	TPA	Angela Espinoza	2005-12-14	—	—	764 Cedar Ln, Gilbert, AZ, 85219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58086	TPA	James N Jacobs	1938-03-16	—	—	3229 Park Pl, Seattle, WA, 98131	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55105	TPA	Klely Wattson	1987-01-01	—	8166214642	8772 Desert Sky Blvd # 732, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-55106	TPA	Klely Wattson	1987-01-01	—	8166214642	8772 Desert Sky Blvd # 732, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-60319	TPA	Maria X Coleman	1984-05-06	—	—	2369 Broadway, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
TPA-53275	TPA	Christian Reynolds	1969-04-15	—	—	836 Bayshore Dr, Plano, TX, 75001	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64177	TPA	Patricia Watson	1939-08-16	—	6788158135	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54781	TPA	Jordan Burke	1989-12-25	—	—	6875 Meadow Ln, Miami, FL, 33177	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52335	TPA	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62781	TPA	Dylan George	1994-10-24	—	—	5000 Bayshore Dr, Tampa, FL, 33663	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59667	TPA	Scott Bell	1976-09-05	UHC-21307-72	9677402548	5175 Union St, Columbus, OH, 43267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56653	TPA	Gloria Wagner	1996-10-14	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
TPA-55459	TPA	Munoz Brandon	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-62786	TPA	Hannah Valdez	1969-03-27	—	—	4569 Baseline Rd, Glendale, AZ, 85357	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56099	TPA	Jan Welch	1959-01-05	—	—	4917 Park Pl, San Antonio, TX, 78227	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54360	TPA	Tyler Sullivan	1992-07-06	—	9603215648	1500 Meadow Ln # 377, Miami, FL, 33115	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-57616	TPA	Nancy Hughes	1997-02-05	—	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58771	TPA	Elijah Adams	1968-01-13	—	—	4148 Highland Ave, Denver, CO, 80274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62243	TPA	Cynthia Wells	1967-12-28	—	—	6936 Camelback Rd, San Diego, CA, 92168	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52186	TPA	Emily Washington	1996-10-21	—	8666337447	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59139	TPA	Brandon Johnston	1979-09-16	—	—	9503 Lake View Rd, Seattle, WA, 98108	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60700	TPA	Charlie Murray	1952-10-15	—	6703295030	8544 Apache Blvd, Nashville, TN, 37208	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50808	TPA	Theresa Olson	1955-11-04	—	—	9320 Main St, Glendale, AZ, 85354	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55471	TPA	Harold Smith	1965-12-25	—	—	6838 Camelback Rd, Denver, CO, 80214	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62308	TPA	Joyce Nunez	1991-01-18	—	—	6894 Desert Sky Blvd, Seattle, WA, 98141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56664	TPA	Jeremy Long	2005-07-23	—	—	2147 Market St, Miami, FL, 33138	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58557	TPA	Christine X Duncan	2004-09-21	—	4579378079	5366 Canyon Rd, Minneapolis, MN, 55465	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51418	TPA	Brandon Pierce	1995-12-09	—	—	1835 Spring St, Charlotte, NC, 28289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64220	TPA	Grace Gilbert	2005-04-17	UHC-23695-84	4377449257	821 Cedar Ln, Denver, CO, 80242	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
TPA-60196	TPA	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more

14,135 rows, page 143 of 283Previous Next