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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64235	TPA	Julie Knight	1989-05-17	—	—	9298 Lake View Rd Apt 17, Tucson, AZ, 85745	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50380	TPA	Brandon W Russell	1945-07-24	—	—	7081 Main St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-54212	TPA	Grag Powell	1994-08-02	UHC-53306-54	4804067880	3034 Forest Ave, Tucson, AZ, 85795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-60260	TPA	Evelyn Palmer	1956-01-03	—	—	2570 Lake View Rd, Fresno, CA, 93770	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-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-51406	TPA	Roy Green	1955-10-15	—	2328719993	8357 Palm Dr, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-57696	TPA	Camila D Dixon	1963-06-04	—	—	5403 Mesa Dr, Houston, TX, 77093	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
TPA-50082	TPA	Albert Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61212	TPA	Robert Lee	1999-02-15	—	9123300302	8775 Spring St, Chandler, AZ, 85204	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63751	TPA	Joe Vargas	—	—	—	4634 Lake View Rd, Dallas, TX, 75214	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
TPA-61887	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50795	TPA	Lawrence Young	1953-09-03	—	—	3964 Oak St, Tucson, AZ, 85772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51200	TPA	Kahy Hill	1979-09-20	—	7516947971	983 Spring St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62107	TPA	Gloria Werd	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57400	TPA	Keith Burke	1951-08-19	—	—	9829 Desert Sky Blvd, Miami, FL, 33192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+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-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50485	TPA	Park Z Donald	1995-07-25	—	8936697271	8179 Church St, Miami, FL, 33175	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58545	TPA	Kevin Nichols	1968-11-21	UHC-94153-38	—	4859 Union St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50023	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60661	TPA	Alexis Wasshington	1988-02-18	—	—	4319 Camelback Rd, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60607	TPA	Betty Murphy	1985-11-02	—	—	198 Bayshore Dr, Las Vegas, NV, 89134	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50084	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St Apt 16, Chandler, AZ, 85207	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-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-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53491	TPA	Thomas Jenkins	1996-01-19	—	—	6365 Oak St, Denver, CO, 80235	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62845	TPA	Maon F Porter	1965-02-15	—	9097807963	6442 Apache Blvd, San Diego, CA, 92148	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-53786	TPA	Kyle Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54782	TPA	Doris Adams	1984-06-12	—	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-58369	TPA	Lori Kim	1969-03-11	—	—	7025 Cedar Ln, Plano, TX, 75076	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56632	TPA	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53536	TPA	Beverly L Rios	1945-10-15	—	8228619627	5655 Park Pl, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53762	TPA	Carlos Taylor	1960-11-05	—	2273350001	5964 Sage Ct, Columbus, OH, 43271	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

5,750 rows, page 23 of 115Previous Next