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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53339	TPA	Edward Jones	1980-01-23	—	—	2430 Canyon Rd, Gilbert, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-61203	TPA	Roger V Warren	1962-09-09	—	2674836157	6569 Mountain View Dr, Nashville, TN, 37282	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54527	TPA	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58682	TPA	Christine Morgan	2007-09-01	—	—	469 Pine Dr, Austin, TX, 78759	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-54558	TPA	Sophia U Jeknins	1964-12-06	—	9223981116	1597 Bayshore Dr, Miami, FL, 33141	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52561	TPA	Doris Robertson	1951-03-03	—	—	1581 Canyon Rd, Houston, TX, 77097	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52870	TPA	Yuki Santiago	1941-04-09	—	—	6081 Sage Ct, San Antonio, TX, 78291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-61800	TPA	Emma Rios	2004-03-22	UHC-29326-42	—	124 Ridge Rd, San Diego, CA, 92177	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-54393	TPA	Soophia Richardson	1946-07-02	—	7203237001	2328 Church St, Plano, TX, 75004	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-56671	TPA	Cynthia Bailey	1957-02-16	—	5595350256	9112 Market St, Gilbert, AZ, 85247	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57184	TPA	Larry Perez	1982-05-22	—	—	6800 Main St, Gilbert, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62270	TPA	Eimly Lane	1943-08-08	—	—	3213 Bayshore Dr, Tucson, AZ, 85794	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53516	TPA	Beverly Gonzales	1944-03-03	—	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55863	TPA	Evelyn Moore	1940-10-11	—	—	7696 Apache Blvd, Eden Prairie, MN, 55341	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51060	TPA	Lucia Lawson	2004-09-19	—	—	2123 Canyon Rd, Tucson, AZ, 85749	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-50115	TPA	Virginia B McCoy	1966-01-24	—	—	6472 Sage Ct, Chandler, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57706	TPA	Janet Moore	1985-10-12	—	6975375149	3081 Palm Dr, San Diego, CA, 92152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63578	TPA	Austin Santos	2004-09-16	—	3052768455	9199 Church St Apt 5, Dallas, TX, 75207	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-56645	TPA	Daniel Jackson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64125	TPA	Jose Carpenter	1943-04-07	—	—	4048 Willow Ct, Plano, TX, 75049	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52724	TPA	Tyler Knight	2002-04-27	—	9055100879	6690 Elm St, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63956	TPA	Mary Hudson	1995-01-14	—	—	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62757	TPA	Donna Russell	1981-09-22	—	—	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-57295	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-50440	TPA	Christian Coleman	1973-07-06	—	2937157676	6836 Bayshore Dr, Tucson, AZ, 85715	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64090	TPA	Alexis Reed	1955-03-05	—	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-52723	TPA	Maria Li	1995-03-11	—	7096851383	3122 Bayshore Dr, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50219	TPA	Jacob G Goez	1951-07-05	—	5034133742	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-55820	TPA	Weyne Y Murray	—	—	4357999217	4458 Lincoln Way, Las Vegas, NV, 89181	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-50527	TPA	Brittany Hawkins	1993-08-16	—	—	4053 Pine Dr, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56162	TPA	Amber Miller	1953-10-09	—	—	5844 Baseline Rd, Columbus, OH, 43292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60307	TPA	Aaron Dominguez	1997-03-20	—	6032881044	3166 Baseline Rd, Las Vegas, NV, 89147	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-64348	TPA	Joe Martin	2008-02-18	—	—	9024 Bayshore Dr, Minneapolis, MN, 55483	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58789	TPA	Wayne Davis	1956-05-25	—	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63792	TPA	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55434	TPA	Elizabeth Hernandez	1945-01-01	—	3304932376	4988 Baseline Rd, Tucson, AZ, 85757	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-58015	TPA	Maria Webb	1943-09-01	—	—	8356 Maple Ave, Miami, FL, 33120	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-51251	TPA	Dylan Ferguson	1993-06-26	UHC-34747-74	—	9126 Maple Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53070	TPA	Christian Walker	1970-03-18	—	2196102158	2675 Pine Dr, Tampa, FL, 33688	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54864	TPA	Sandra N Snyder	1952-02-28	UHC-06644-60	—	3716 Washington St, Las Vegas, NV, 89140	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54719	TPA	Jacqueline Rice	1965-03-03	—	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59327	TPA	Willie Ellis	1995-03-19	—	5866888363	8597 Cedar Ln, San Diego, CA, 92186	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-56986	TPA	Nancy Hansen	1986-12-04	—	8629522455	2091 Ridge Rd, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53434	TPA	Gloria Guerrero	1981-09-15	—	—	8067 Apache Blvd, Tucson, AZ, 85791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57133	TPA	Carl Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59144	TPA	Raymond Munoz	1976-05-13	UHC-91631-69	6806992699	8454 Apache Blvd, Scottsdale, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

1,145 rows, page 11 of 23Previous Next