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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63636	TPA	Willie Holmes	1977-06-04	—	—	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-60814	TPA	Theresa K Knight	1975-05-06	—	—	7122 Mountain View Dr, Tampa, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-54824	TPA	Joshua Brown	1974-08-18	—	—	6299 Meadow Ln Apt 27, Glendale, AZ, 85311	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51693	TPA	Vicky Ford	1988-05-02	—	—	1293 Mountain View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-61523	TPA	Keith J Fields	—	—	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61922	TPA	Evelyn P Bakker	1944-08-11	—	—	2191 Desert Sky Blvd # 394, Eden Prairie, MN, 55302	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50835	TPA	Christopher Thompson	1978-06-23	UHC-09795-33	—	3057 Bayshore Dr, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60684	TPA	Mariana Hart	1940-09-21	—	5906139619	4802 Union St, Gilbert, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53965	TPA	Ashley Williams	1985-01-03	—	—	9230 Central Ave, Orlando, FL, 32894	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57794	TPA	Brittany Romero	—	UHC-16853-43	5289386055	1928 Maple Ave, Austin, TX	0.64	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
TPA-60191	TPA	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56250	TPA	Eric Freeman	1961-04-07	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53344	TPA	Bradley Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd Apt 30, Scottsdale, AZ, 85231	0.64	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
TPA-59997	TPA	Andrea Gomez	1987-10-27	—	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62012	TPA	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
TPA-50466	TPA	Harold Lawsoon	2007-10-22	—	—	4766 Bayshore Dr, San Antonio, TX, 78291	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63601	TPA	Jose Owens	1982-09-22	UHC-76682-96	—	2057 Indian School Rd, Seattle, WA, 98191	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56075	TPA	Timothy Gonzalez	1941-09-16	—	—	9092 Willow Ct, Minneapolis, MN, 55494	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50352	TPA	Jennifer Hernandez	1947-08-10	UHC-59786-48	—	6284 Indian School Rd, Chandler, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-61177	TPA	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-56564	TPA	Joseph E Chavez	1996-10-02	—	—	5116 Main St, Tampa, FL, 33670	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-60699	TPA	Charles Murray	1951-01-15	—	—	5473 Mesa Dr # 768, San Diego, CA, 92199	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60157	TPA	Lucia Day	1980-02-11	—	—	8005 Sage Ct, Jacksonville, FL, 32278	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-62520	TPA	Frances Berry	1968-02-08	—	2047033326	7190 Pine Dr, Minneapolis, MN, 55466	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-64316	TPA	Gabriel Day	1991-11-24	—	—	1249 Indian School Rd, Austin, TX, 78717	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58139	TPA	Jack Y Dunn	2007-02-20	—	—	414 Broadway Apt 40, Nashville, TN, 37216	0.64	Name re-cased Unit split from street Email lower-cased Gender normalised+2 more
TPA-61818	TPA	Rebekca Mendoza	—	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61721	TPA	Kevin Freeman	1952-09-01	—	—	7508 Oak St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50310	TPA	Carolyn Jones	1975-12-23	—	—	6889 Elm St, Mesa, AZ, 85223	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-63239	TPA	Christian Morris	1948-10-22	—	—	1364 Baseline Rd, Chandler, AZ, 85264	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58654	TPA	Christine Clark	1968-02-23	UHC-92710-43	6724999413	4908 Elm St, Los Angeles, CA, 90011	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-63538	TPA	Nicole Reynolds	1976-07-11	—	—	1456 Meadow Ln, Nashville, TN, 37260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58183	TPA	Kayla Cunningham	1964-01-07	—	—	8778 Cedar Ln, Atlanta, GA, 30356	0.64	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51937	TPA	Wei Gardner	1971-04-01	UHC-94736-96	—	7039 Apache Blvd, Columbus, OH, 43244	0.64	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+2 more
TPA-61687	TPA	Evelyn Palmer	1997-04-03	—	—	8011 Church St, Tucson, AZ, 85758	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-61440	TPA	Betty Morris	1960-12-10	—	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54730	TPA	Bobby Price	1980-05-25	—	9138244449	9033 Ocean Ave, Las Vegas, NV, 89186	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
TPA-56747	TPA	Carolyn Fisher	1959-11-11	—	—	1539 Apache Blvd, Tucson, AZ, 85731	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-50118	TPA	Jean Vargas	1994-08-16	—	—	8065 Meadow Ln, Chandler, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60766	TPA	Dennis Ford	1939-10-12	—	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.64	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-54893	TPA	Patrick Alexander	1969-08-09	—	—	1326 River Rd, Austin, TX, 78721	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-62001	TPA	Harold Murphy	1948-08-24	—	—	7183 River Rd, Los Angeles, CA, 90004	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53327	TPA	Betty Tucker	1958-07-15	—	—	3595 Central Ave, Tucson, AZ, 85789	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57354	TPA	Jason Ray	1940-09-10	—	—	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-62307	TPA	Nancy Johnson	1982-09-21	—	—	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-52892	TPA	Joyce Hicks	1968-07-04	—	—	5364 Union St, Miami, FL, 33192	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58656	TPA	Thomas F Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-55308	TPA	Matthew Bennett	2008-06-05	—	—	1050 Elm St, Nashville, TN, 37221	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-61377	TPA	Isabella Vasquez	2002-12-07	—	—	6491 Washington St, Tempe, AZ, 85245	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more

832 rows, page 5 of 17Previous Next