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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52374	TPA	Joshua Hill	1990-06-01	UHC-62851-11	2524879032	1228 Central Ave, Seattle, WA, 98125	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58869	TPA	Olivia Turner	1974-09-17	—	—	1202 Pine Dr, Tucson, AZ, 85746	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51011	TPA	Carl Morales	1979-12-15	—	6095466523	5098 Market St, Orlando, FL, 32800	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63187	TPA	Ann Garrett	1938-12-18	UHC-63615-33	2218085199	5563 Lincoln Way, Houston, TX, 77073	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54388	TPA	Christina Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52775	TPA	Nicole Roodriguez	2008-05-07	—	9859842278	9401 Ocean Ave, Tempe, AZ, 85221	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63337	TPA	Janice Marshall	1985-05-08	UHC-01618-80	5874308972	8752 Spring St, Mesa, AZ, 85276	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61272	TPA	Sarah Wung	1948-03-17	UHC-18126-07	—	8431 Desert Sky Blvd, Houston, TX, 77032	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54564	TPA	Emma Hawkins	1947-08-08	UHC-98014-78	—	1302 Ocean Ave, Nashville, TN, 37263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53996	TPA	Gabriel Munoz	1938-08-21	—	—	1299 Indian School Rd, Glendale, AZ, 85370	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58145	TPA	Nicholas Garrett	1987-02-16	—	—	8090 Lincoln Way, Tucson, AZ, 85776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56794	TPA	Gabriel N Davis	1980-10-28	—	—	7481 Church St, Tampa, FL, 33684	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60144	TPA	Olivia Cooper	1981-09-05	—	—	683 Bayshore Dr, Minneapolis, MN, 55492	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55180	TPA	Arjun Herrera	1983-12-20	—	—	6028 Maple Ave, Chandler, AZ, 85287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58296	TPA	Brittany Lucas	1951-04-16	—	—	495 Washington St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59426	TPA	Peter Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60084	TPA	Stephanie Williamson	1949-05-06	UHC-63783-56	9729341424	4702 Central Ave, Austin, TX, 78722	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55772	TPA	Michael Castillo	1991-06-26	—	3536235228	9313 Sage Ct, Scottsdale, AZ, 85203	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52606	TPA	Pamela Jones	1975-12-10	—	—	2254 Spring St, Fresno, CA, 93792	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58081	TPA	Janet Morrison	1993-11-28	—	2848247814	9399 Cedar Ln, San Antonio, TX, 78206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55900	TPA	Camila Snyder	1951-11-11	—	—	8443 Valley View Dr, Austin, TX, 78762	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54731	TPA	Marilyn Reyes	1964-03-28	—	—	8962 Elm St, Houston, TX, 77055	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52854	TPA	Carlos Santiago	1977-10-23	—	5372772702	2768 Ocean Ave, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64344	TPA	Ana Murphhy	1949-09-21	—	—	2678 Bayshore Dr, Tempe, AZ, 85265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55692	TPA	Elijah Meyer	1957-01-17	—	—	1014 Mountain View Dr, Atlanta, GA, 30316	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-50076	TPA	Mason Williams	1994-07-17	—	—	6790 Valley View Dr, Eden Prairie, MN, 55389	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59015	TPA	Roger Howard	1981-11-11	—	5718494467	8865 Bayshore Dr, Tampa, FL, 33630	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57466	TPA	Alexander H Gray	1940-05-01	—	—	9441 Willow Ct, Minneapolis, MN, 55455	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50633	TPA	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN, 55470	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57477	TPA	Elijah Richardson	1951-04-02	UHC-63367-57	—	3875 Park Pl, Orlando, FL, 32864	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50947	TPA	Heather U Valdez	1966-03-06	UHC-93047-86	—	2610 Main St, Tucson, AZ, 85756	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59017	TPA	Sophia Le	2000-04-12	—	—	3641 Forest Ave, Dallas, TX, 75221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50865	TPA	Mrcus Bennett	1950-06-07	UHC-69159-18	—	7597 Valley View Dr, Los Angeles, CA, 90079	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55451	TPA	Stevn Mason	1965-11-06	—	—	6665 Pine Dr, Miami, FL, 33184	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61749	TPA	Theresa Y Rios	2007-07-20	—	7099412606	3083 Sage Ct, Houston, TX, 77063	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59022	TPA	David Schultz	1995-05-21	—	4393498359	9059 Lake View Rd, Atlanta, GA, 30343	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58609	TPA	Terry Bannks	1947-12-03	—	8139397603	1760 Highland Ave, Orlando, FL, 32830	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50329	TPA	Jonathan Bryant	1980-03-06	—	2067526309	6901 Baseline Rd, Plano, TX, 75033	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55008	TPA	Lori Jordan	1985-05-24	—	—	3367 Ocean Ave, Mesa, AZ, 85209	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56028	TPA	Brittany Munoz	1960-04-02	—	8025740413	6223 Central Ave, Chandler, AZ, 85268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55971	TPA	Roy Miller	1942-04-16	UHC-46524-24	—	5054 Camelback Rd, Austin, TX, 78715	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61564	TPA	Jacob Mitchell	2005-05-03	—	3805945755	3700 Hillcrest Rd, Eden Prairie, MN, 55306	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-59650	TPA	Donald Griffin	1954-05-14	—	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63261	TPA	Richard S Murray	2000-05-02	—	—	958 Pine Dr, Seattle, WA, 98187	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53805	TPA	Hannah Freeman	1989-01-10	—	—	1191 Palm Dr, Orlando, FL, 32829	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53030	TPA	Lauren Moore	1988-05-28	—	—	8085 Spring St, Tempe, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64046	TPA	Edwadr Santos	1980-10-27	—	8795116092	7324 River Rd, Charlotte, NC, 28249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58020	TPA	Sarah Knight	1982-04-06	—	8228673916	7683 Sunset Blvd, Minneapolis, MN, 55499	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55826	TPA	David Lynch	1959-02-27	—	9029903252	4340 River Rd, Tempe, AZ, 85232	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62521	TPA	Keith Thompson	1963-12-21	—	—	6960 Indian School Rd, Jacksonville, FL, 32274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,767 rows, page 113 of 156Previous Next