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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64283	TPA	Jesse Daniels	1960-11-24	—	—	5751 Elm St # 500, Charlotte, NC, 28238	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-55517	TPA	Jon B Parker	1952-09-07	—	—	8769 Lincoln Way, Seattle, WA, 98174	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55942	TPA	William Fowler	1940-08-11	—	—	9182 Bayshore Dr, San Diego, CA, 92186	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62216	TPA	Roy Bunrs	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51613	TPA	Diego George	2000-06-14	—	—	4258 Sage Ct, Minneapolis, MN, 55424	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57151	TPA	Dylan Rogers	1953-07-20	—	8109434477	9893 Sunset Blvd, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
TPA-51669	TPA	Camila Walsh	1956-04-22	—	—	238 Market St, Miami, FL, 33187	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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-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-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-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-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-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-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
TPA-61748	TPA	Brittany M Gonzalez	2006-07-09	—	—	694 Cedar Ln, Austin, TX, 78745	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55465	TPA	Maria B Nunez	1952-09-06	—	—	2337 Palm Dr, Austin, TX, 78780	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51338	TPA	Hannah Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57678	TPA	Zachary Nelson	2000-07-12	UHC-64332-58	2539836843	4937 Mesa Dr, Orlando, FL, 32855	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59167	TPA	Evelyn Rios	1993-08-16	—	—	5133 Grand Ave, Tucson, AZ, 85754	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59166	TPA	Evelyn Rios	1993-08-16	—	—	5133 Grand Ave, Tucson, AZ, 85754	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63155	TPA	Heather Saalzar	1968-04-04	—	—	8565 Highland Ave, Denver, CO, 80256	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58342	TPA	Kayla Garrett	1993-01-02	—	—	3765 Desert Sky Blvd, Fresno, CA, 93773	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53882	TPA	Pamela Obrien	1944-02-20	—	—	3981 River Rd, Glendale, AZ, 85362	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55234	TPA	Ahmad D Hicks	1956-08-28	—	6405343050	6618 Lincoln Way Apt 37, Sacramento, CA, 95893	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-58590	TPA	Linda C Salazar	1972-07-21	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58851	TPA	Thomas Holmes	1997-12-19	—	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63051	TPA	Sofia Richards	1997-06-09	—	5318896083	7080 Market St, Tampa, FL, 33690	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56471	TPA	Mariana Luna	1951-12-20	—	9105622104	9580 Bayshore Dr, Minneapolis, MN, 55438	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-64281	TPA	Roy James	1967-08-14	—	—	8311 Main St, Tucson, AZ, 85778	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58690	TPA	Olivia Arnold	1940-05-23	—	8006046003	824 Forest Ave, Plano, TX, 75049	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63244	TPA	Timothy Gilbert	1968-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more

4,728 rows, page 53 of 95Previous Next