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-50987	TPA	Pamela R Vazquez	1976-04-22	—	2657718014	2062 Park Pl, Fresno, CA, 93758	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54136	TPA	Niocle Soto	1976-07-06	UHC-29038-30	3065324847	8682 Elm St, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61624	TPA	Alexander M Young	1952-05-28	—	4902003656	5866 Main St, Plano, TX, 75072	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54828	TPA	Daivd Knight	1981-12-18	—	—	5178 Baseline Rd Apt 32, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-51410	TPA	Jean Contreras	1943-06-21	UHC-29251-65	2555930153	3730 Hillcrest Rd, San Antonio, TX, 78202	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63997	TPA	Gabriel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-58165	TPA	Ralhp Montgomery	1968-03-03	—	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61361	TPA	Arjun Marshall	1974-03-22	—	—	4070 Willow Ct # 774, Tampa, FL	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-55277	TPA	Albert Butler	2008-06-20	—	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-60917	TPA	Elizabeth Jones	1996-02-25	—	—	9833 Oak St, Los Angeles, CA, 90087	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-62447	TPA	Brandon Collins	1981-07-08	—	3305209122	1704 Desert Sky Blvd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56696	TPA	Bobby Porter	—	—	7665744346	9479 Camelback Rd, Sacramento, CA, 95834	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54389	TPA	Fatima Simmons	—	—	—	388 Church St # 621, Columbus, OH, 43239	0.48	Name re-cased Date of birth missing Unit split from street Street suffix standardised+4 more
TPA-56423	TPA	Virrginia Hart	1982-10-13	—	5067498822	4504 Church St # 736, Miami, FL, 33139	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-62003	TPA	Ronald Bennett	1988-11-01	—	—	3179 Camelback Rd, Fresno, CA, 93794	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61688	TPA	Evelyn Palmer	1997-04-03	—	6092390924	8011 Church St Apt 11, Tucson, AZ, 85758	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51215	TPA	Eugene Espinoza	1945-12-11	—	7592923712	4711 Mountain View Dr, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53451	TPA	Carol Cruz	2005-10-21	—	—	4813 Washington St, Houston, TX, 77065	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-50558	TPA	Fank Y Park	1940-10-09	—	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54920	TPA	Justin Garcia	1993-09-18	—	—	6008 Cedar Ln # 762, Scottsdale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56998	TPA	Charlotte Lopez	1954-05-07	—	—	4337 Sage Ct, Houston, TX, 77053	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51262	TPA	Anna Freeman	2005-05-18	UHC-84558-26	—	9520 Apache Blvd, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63275	TPA	Samuel Q Greene	—	—	—	2210 Main St, Charlotte, NC, 28213	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-59755	TPA	Brandon James	1955-10-27	—	3366459875	9899 Central Ave, Chandler, AZ, 85263	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-58979	TPA	Dominguez Helen	2000-05-20	—	—	320 Pine Dr, Eden Prairie, MN, 55369	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55936	TPA	Larry H Freeman	1973-10-19	—	—	8114 Sage Ct, Tampa, FL, 33688	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-54523	TPA	George King	1943-04-06	—	—	3734 Grand Ave Apt 30, Denver, CO, 80218	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-52288	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59224	TPA	Brittayn Hudson	1966-07-21	—	—	1462 Canyon Rd # 775, Minneapolis, MN, 55447	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50673	TPA	Heather Kelly	1971-01-25	—	—	6489 Central Ave, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-64126	TPA	Jose K Carpenter	—	—	—	4048 Willow Ct, Plano, TX, 75049	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-51614	TPA	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50723	TPA	Martha Harrison	1980-03-26	—	—	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55579	TPA	Luis Lee	1965-04-28	—	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50039	TPA	Gregory Morales	1977-02-09	—	—	7891 Valley View Dr, Plano, TX, 75068	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60909	TPA	Randy Miller	1997-11-14	—	—	5877 Sunset Blvd, Dallas, TX, 75286	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51014	TPA	Ryan S Boyd	1998-11-04	—	—	3945 Sage Ct, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60233	TPA	Denise Trna	1986-02-18	—	8649506273	9384 Willow Ct, Glendale, AZ, 85375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52862	TPA	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51720	TPA	Bryan Moreno	—	—	—	212 Washington St, San Diego, CA, 92115	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-51834	TPA	Joseph Gray	1954-08-06	—	—	907 Cedar Ln # 569, Phoenix, AZ, 85044	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-54239	TPA	Patricia Phillips	1963-07-20	—	8568847797	3971 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-59741	TPA	Martha Reid	1981-01-12	—	—	1230 Camelback Rd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60215	TPA	Jackie L Wheeler	1959-05-23	—	—	8137 Bayshore Dr, Plano, TX, 75011	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64327	TPA	Lucia Lucas	1942-09-22	—	8948411569	6590 Grand Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53298	TPA	Kelly Nunez	—	—	6934279439	2972 Washington St, Phoenix, AZ, 85025	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-54232	TPA	Yuki Lynch	1963-06-01	—	—	5354 Central Ave, Denver, CO	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57318	TPA	Margaret Cole	1973-09-02	—	—	6556 Lake View Rd, Las Vegas, NV	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-51052	TPA	Juith Lopez	1978-05-25	—	9455743892	2945 Grand Ave, Eden Prairie, MN, 55389	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

5,750 rows, page 5 of 115Previous Next