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-62509	TPA	Angela Johnston	1938-09-11	—	—	6887 Forest Ave, Fresno, CA, 93754	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50528	TPA	Bob Anderson	1993-09-12	—	—	7064 Sunset Blvd, Denver, CO, 80294	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62640	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave, Plano, TX, 75011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56639	TPA	Hiroshi Sims	2007-10-27	—	—	6745 Grand Ave, San Antonio, TX, 78297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62514	TPA	Frances Hunter	2005-04-16	—	—	3674 Oak St, Glendale, AZ, 85353	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64151	TPA	Julia Hill	1956-09-02	—	—	8677 Indian School Rd, Chandler, AZ, 85259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52903	TPA	Ray N Garza	1963-07-27	—	—	7988 Bayshore Dr, Jacksonville, FL, 32213	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62536	TPA	Daniel Yang	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57857	TPA	Luis Hoffman	1991-12-19	—	—	7925 Sage Ct, Dallas, TX, 75204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56714	TPA	Carlos Richardson	1994-06-02	—	—	9280 Forest Ave, Minneapolis, MN, 55458	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52499	TPA	Sharon Lynch	1977-12-04	UHC-62183-25	—	8452 Desert Sky Blvd, Miami, FL, 33157	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57020	TPA	Eugene Hall	1955-04-30	—	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55547	TPA	Roy Hart	1938-02-10	—	—	241 Forest Ave, San Antonio, TX, 78202	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59402	TPA	Sandra Foster	2001-07-19	—	—	2551 Pine Dr, Columbus, OH, 43252	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58538	TPA	Ethan J Dean	1958-02-12	—	—	8968 Elm St, Mesa, AZ, 85269	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63677	TPA	Timothy Robinson	1984-01-20	—	—	2406 Maple Ave, Miami, FL, 33138	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51615	TPA	Jessica G Rios	1950-07-04	—	—	552 Spring St, Charlotte, NC, 28238	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61758	TPA	Beverly Morris	1960-03-26	UHC-42035-49	—	502 Mesa Dr, Mesa, AZ, 85220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59351	TPA	Mari P Luna	1998-08-15	—	—	801 Indian School Rd, Glendale, AZ, 85332	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58483	TPA	Gloria Ross	1983-08-24	UHC-95778-74	—	4616 Forest Ave, Minneapolis, MN, 55498	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57057	TPA	Marcus Jenkins	2000-09-05	—	—	1360 Hillcrest Rd, Tampa, FL, 33623	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55956	TPA	Jesse Pierce	1947-07-27	—	9144228848	4125 Canyon Rd, Tucson, AZ, 85703	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50966	TPA	Olivia Hart	1976-10-26	—	—	9622 Highland Ave, Houston, TX, 77017	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62021	TPA	Rachel C Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50043	TPA	Sofia Lawson	1963-09-07	—	—	1830 Lake View Rd, Nashville, TN, 37231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50720	TPA	Henry K Powell	2008-12-15	—	—	9155 Mountain View Dr, Minneapolis, MN, 55442	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57411	TPA	Nancy J Contreras	1988-02-04	—	—	8194 Jefferson Ave, Denver, CO, 80264	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63365	TPA	Crl Sandoval	1972-05-01	—	—	4525 Ridge Rd, Tucson, AZ, 85760	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55464	TPA	Catherine Z Long	2007-09-16	—	9346528446	2761 Jefferson Ave, Mesa, AZ, 85254	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51177	TPA	Wayne Larwence	1941-10-10	—	—	6617 Hillcrest Rd, Chandler, AZ, 85228	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54884	TPA	Joyce N Pierce	1945-02-01	—	9149761760	3413 Spring St, Scottsdale, AZ, 85262	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63568	TPA	Lauren V Peterson	2006-01-26	—	—	3468 Church St, Fresno, CA, 93784	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54725	TPA	Arthur Santos	1960-11-09	—	3755721481	6008 Main St, Gilbert, AZ, 85274	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56086	TPA	Carl N Cooper	1961-11-02	—	—	7817 Maple Ave, Denver, CO, 80294	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57868	TPA	Virginia Hart	1980-05-04	—	—	2284 Central Ave, Glendale, AZ, 85315	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54975	TPA	Cheryl Andrews	1971-11-24	UHC-98602-23	—	8184 Mountain View Dr, Chandler, AZ, 85263	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59709	TPA	Glria Brooks	1946-03-27	—	—	9448 Cedar Ln, Orlando, FL, 32813	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51846	TPA	Judith Cruz	1945-12-27	—	—	2981 Highland Ave, Miami, FL, 33173	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59482	TPA	Madison Moore	2001-01-14	—	—	6393 Grand Ave, Tempe, AZ, 85260	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51670	TPA	Yuki Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61362	TPA	Yuki Perez	1986-01-19	—	—	5798 Elm St, Sacramento, CA, 95846	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51775	TPA	Gary Rice	1961-06-26	—	—	5578 Pine Dr, Columbus, OH, 43271	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59423	TPA	Mari Delgado	1996-06-14	UHC-95248-22	—	9693 Highland Ave, Nashville, TN, 37285	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55791	TPA	Alice O Fishher	1970-09-28	UHC-66476-36	—	8729 Park Pl, Houston, TX, 77078	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61066	TPA	Teresa Rivera	1967-12-18	UHC-46808-74	—	9292 Forest Ave, Fresno, CA, 93717	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59033	TPA	Donald Wallace	1977-01-23	—	2493236181	7020 Forest Ave, Columbus, OH, 43255	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51152	TPA	Juan Wheeler	1984-09-25	—	—	1189 Ocean Ave, Scottsdale, AZ, 85274	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50510	TPA	Donna Weaver	1983-01-05	—	—	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50509	TPA	Donna Weaver	1983-01-05	—	—	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59415	TPA	Philip O Rodriguez	1939-08-18	UHC-28391-78	—	4856 Desert Sky Blvd, Atlanta, GA, 30334	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

7,767 rows, page 142 of 156Previous Next