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-57009	TPA	Jordan Bailey	1963-06-28	UHC-61063-87	—	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58809	TPA	Maria Holmes	1944-06-28	—	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61567	TPA	Barbara Dunn	2007-01-04	—	4253954487	8620 Cedar Ln, Miami, FL, 33198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56240	TPA	Ralph Cole	1964-06-11	—	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
TPA-54339	TPA	Jose Carter	1996-09-11	—	—	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51115	TPA	Russell U Lee	1958-12-22	—	5138234161	3177 Grand Ave, Columbus, OH, 43244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59898	TPA	Mark Perez	1962-05-13	—	—	8922 Canyon Rd, Los Angeles, CA, 90089	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56325	TPA	Luis Miller	1998-03-25	—	3764862465	6417 Apache Blvd, Fresno, CA, 93795	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61348	TPA	Gerald Mendez	1963-01-11	—	4285249639	4300 Mountain View Dr, Nashville, TN, 37210	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58977	TPA	Victoria Campbell	1950-12-06	—	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58666	TPA	Lisa Y Young	1964-10-21	—	—	2499 Elm St, Fresno, CA, 93777	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51753	TPA	Sophia Dixon	2005-06-24	—	8045851953	6679 Main St, Glendale, AZ, 85349	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62277	TPA	Sean Kelly	2003-08-08	—	—	4766 Grand Ave, Eden Prairie, MN, 55307	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57589	TPA	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60949	TPA	Carolyn Adams	2007-05-26	—	9293321132	6899 Church St, Columbus, OH, 43297	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56057	TPA	Dyylan Andrews	1961-11-08	—	8068906466	7202 Washington St, Sacramento, CA, 95879	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61640	TPA	Hiiroshi H Smith	1993-06-06	—	3558748275	3852 Elm St, Las Vegas, NV, 89111	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63506	TPA	Christian Hansen	1941-01-12	UHC-24650-36	7973150547	5586 Church St, Glendale, AZ, 85367	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63661	TPA	Megan Vargas	2001-01-27	—	—	7543 Grand Ave, San Antonio, TX, 78266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55874	TPA	Marcus Whte	1984-02-10	UHC-00927-15	8558303111	3172 Main St, Scottsdale, AZ, 85299	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-63639	TPA	Karen Young	1971-06-26	UHC-94385-95	—	2949 Hillcrest Rd, San Diego, CA, 92164	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51043	TPA	Beverly Miller	1938-01-27	—	7732412702	7645 Central Ave, San Diego, CA, 92180	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55525	TPA	Thumas Webb	1966-07-03	—	—	5126 Cedar Ln, Scottsdale, AZ, 85220	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-63754	TPA	Philip Day	1968-03-15	—	7288814564	6956 Washington St, Miami, FL, 33119	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59397	TPA	Dylan Bowman	1984-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63710	TPA	Deniel Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave # 518, Columbus, OH, 43222	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-54615	TPA	Bradley Perkins	2003-08-26	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-57215	TPA	Beverly Aguilar	1992-04-15	—	8893726618	5561 Main St, Minneapolis, MN, 55480	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56797	TPA	Kevin Austin	1961-08-28	—	—	5743 Union St, Scottsdale, AZ, 85270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61043	TPA	Sean Campbell	1982-12-12	UHC-19745-75	3667000422	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-59344	TPA	Juan Dean	1979-07-12	—	9192093811	7400 Church St, Glendale, AZ, 85376	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62473	TPA	Roy Vargas	1985-08-04	UHC-67291-40	—	4832 Canyon Rd, Los Angeles, CA, 90037	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54147	TPA	Stephanie Nichols	1973-03-28	—	—	6263 Ocean Ave, Gilbert, AZ, 85252	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58893	TPA	Rebecca Foster	1972-09-20	—	3755638106	2598 Oak St, San Diego, CA, 92198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58291	TPA	Alike Herrera	1980-06-25	—	—	4802 Camelback Rd, Tucson, AZ, 85783	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51890	TPA	Amy Hanson	1938-10-03	—	—	8796 Bayshore Dr, Columbus, OH, 43240	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59125	TPA	Santiago U Bishop	1969-09-14	—	—	5634 Bayshore Dr, Atlanta, GA, 30367	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63722	TPA	Emma Willis	1983-08-20	—	9309912109	2116 Pine Dr, Los Angeles, CA, 90054	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51944	TPA	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd, Miami, FL, 33145	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55279	TPA	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58885	TPA	Wei Griffin	1983-07-13	—	—	6937 Union St, Houston, TX, 77001	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57587	TPA	Hannah Lucas	1986-12-09	UHC-54951-70	—	9358 Mountain View Dr, Plano, TX, 75067	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56277	TPA	Philip Valdez	1996-03-02	—	7198936030	713 Camelback Rd, Denver, CO, 80234	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59113	TPA	Shirley Brooks	2008-01-09	—	5898571779	9548 Washington St, Atlanta, GA, 30396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51637	TPA	Debra Fernandez	1970-12-20	—	7264420692	9207 River Rd, Austin, TX, 78722	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57475	TPA	Bradley Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51321	TPA	Fatima Ryan	1959-08-24	—	—	9612 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64189	TPA	Diana Mendez	1939-03-19	—	3183013203	4576 Canyon Rd, Sacramento, CA, 95815	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51602	TPA	Janice Ramirez	1972-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51601	TPA	Janice Ramirez	1972-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

14,135 rows, page 116 of 283Previous Next