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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60598	TPA	Rebecca D Garza	1983-04-05	—	—	9302 Harbor Blvd, Glendale, AZ, 85305	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-52723	TPA	Maria Li	1995-03-11	—	7096851383	3122 Bayshore Dr, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-59424	TPA	—Junk	1965-06-27	—	8943771501	9031 Jefferson Ave, Austin, TX	0.64	Phone reformatted City re-cased ZIP missing Whitespace trimmed+2 more
TPA-53064	TPA	Russll Grant	1961-10-09	—	—	2049 Church St, Glendale, AZ, 85306	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50727	TPA	Donald G Ross	1996-12-09	—	—	223 Indian School Rd, Charlotte, NC, 28201	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54947	TPA	Omar Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St, Eden Prairie, MN, 55354	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-61423	TPA	Matthew B Bowman	1992-11-25	UHC-93661-71	—	4383 Palm Dr, Miami, FL, 33143	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-55864	TPA	Lawrence Anderson	2000-08-07	—	—	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57588	TPA	Russell Q Lucas	1973-06-11	UHC-16937-14	—	8307 Indian School Rd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60307	TPA	Aaron Dominguez	1997-03-20	—	6032881044	3166 Baseline Rd, Las Vegas, NV, 89147	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-56799	TPA	—Junk	1944-12-04	—	—	2619 Central Ave, San Diego, CA, 92110	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-59230	TPA	Peter Fowler	1990-09-28	—	—	1031 Central Ave, Mesa, AZ, 85243	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62210	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55356	TPA	Sharon J Duncan	1994-04-22	—	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59053	TPA	Sandra Bell	1952-11-28	—	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-58941	TPA	Mason Foster	1975-03-14	UHC-91690-75	—	3701 Harbor Blvd, Nashville, TN, 37229	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-50908	TPA	Danielle U Porter	1946-08-16	UHC-05123-51	6659659857	4668 Apache Blvd, Las Vegas, NV, 89173	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50241	TPA	Matt Lawson	1995-05-15	—	—	4892 Pine Dr, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-60994	TPA	Omar Ros	1953-05-22	—	—	8413 Canyon Rd, Columbus, OH, 43215	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60611	TPA	Wei Austin	1994-08-27	—	6158603465	1250 River Rd, Orlando, FL, 32814	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51475	TPA	Brian P Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-53512	TPA	Judy Lawrence	2008-01-26	—	—	6788 Lincoln Way, Miami, FL, 33197	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-54323	TPA	Laura Harrison	1977-08-02	—	5462338471	8033 Apache Blvd # 384, Austin, TX, 78772	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58015	TPA	Maria Webb	1943-09-01	—	—	8356 Maple Ave, Miami, FL, 33120	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-54322	TPA	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-61932	TPA	Thomas Phillips	1991-03-10	UHC-55322-89	—	175 Apache Blvd, Denver, CO, 80267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62442	TPA	Jeffrey Simpson	1943-04-16	—	6005883898	4147 Indian School Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58233	TPA	Gary Taylor	1950-05-21	—	9676200728	6786 Main St, Phoenix, AZ, 85016	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-64077	TPA	Melissa Medina	1972-12-23	—	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54719	TPA	Jacqueline Rice	1965-03-03	—	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-59327	TPA	Willie Ellis	1995-03-19	—	5866888363	8597 Cedar Ln, San Diego, CA, 92186	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59361	TPA	James Gardner	1963-10-04	—	—	2078 Sunset Blvd, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-53895	TPA	George Simpson	1953-11-01	—	—	3637 Harbor Blvd, Orlando, FL, 32889	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-53233	TPA	Marilyn West	1965-09-17	UHC-51771-85	—	5435 Apache Blvd, San Diego, CA, 92156	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-53144	TPA	Helen Kelley	1996-05-12	—	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55689	TPA	Pamela H Collins	1942-09-03	—	—	1992 Meadow Ln, Mesa, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60695	TPA	Lawrence Carpenter	1948-04-25	UHC-02642-89	—	132 Valley View Dr Apt 22, Columbus, OH, 43281	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-58127	TPA	Joyce Hernandez	2005-09-21	—	—	9781 River Rd, Eden Prairie, MN, 55319	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-62542	TPA	Arthur Rivera	1966-04-15	—	—	8948 Apache Blvd, Houston, TX, 77054	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-57522	TPA	Thomas Foster	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53260	TPA	Gloria Fowler	1964-09-07	—	6558588140	6908 Sage Ct, Tucson, AZ, 85753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

2,455 rows, page 14 of 50Previous Next