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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55006	TPA	Pamela Burns	1944-05-11	—	—	8027 Ridge Rd, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52269	TPA	Anna Luna	1999-08-19	—	—	5012 Oak St, Jacksonville, FL, 32213	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-55355	TPA	Roy U Mills	1949-09-10	UHC-24316-20	—	1396 Union St, Sacramento, CA, 95803	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52273	TPA	Amy Reed	1945-12-14	—	—	6175 Canyon Rd, Austin, TX, 78716	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55276	TPA	Jose Wang	1988-02-03	—	—	3956 Indian School Rd, Atlanta, GA, 30308	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62950	TPA	Ann Sims	1992-02-16	—	4029507313	2701 Pine Dr, Gilbert, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52864	TPA	George Greene	1953-01-17	—	—	2020 Union St, Seattle, WA, 98198	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62771	TPA	JaniceJunk	1962-07-21	—	—	4623 Highland Ave, Chandler, AZ, 85234	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
TPA-52568	TPA	Jordan Duncan	1993-06-11	—	—	4713 Indian School Rd, Houston, TX, 77066	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53126	TPA	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO, 80280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55926	TPA	Joan Dixon	1979-07-25	—	—	9487 Central Ave, Miami, FL, 33121	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61304	TPA	William Phillips	1952-12-19	—	—	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60475	TPA	Bryan Hamilton	2002-06-03	—	3358543351	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64278	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56854	TPA	Susan Padilla	1952-06-25	—	4042161177	7190 Sunset Blvd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56855	TPA	Susan Padilla	1952-06-25	—	4042161177	7190 Sunset Blvd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59689	TPA	Mary Ramirez	1986-05-21	—	—	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62734	TPA	Roger Ross	2000-12-27	—	—	5420 Valley View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62139	TPA	Virginia Chaevz	1973-09-22	—	—	4032 Meadow Ln, Miami, FL, 33150	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53819	TPA	Vincent Gordon	1973-01-03	—	—	1710 Central Ave, Miami, FL, 33190	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60955	TPA	Tyler Weber	1960-04-13	—	7659251120	3535 Market St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56365	TPA	Roger Graham	1985-04-21	—	—	8975 Sage Ct # 390, Phoenix, AZ, 85046	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57682	TPA	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51109	TPA	Gerald Howell	1941-04-08	UHC-70632-75	7184039371	2627 Baseline Rd, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61006	TPA	Bruce O Cok	1960-11-05	—	4154129145	993 Willow Ct, Minneapolis, MN, 55471	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52351	TPA	Santiago Day	1998-05-03	—	—	9850 Church St, Las Vegas, NV, 89131	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60918	TPA	Hannah Howard	1944-04-28	—	—	2648 River Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-51702	TPA	Albert Patel	1949-03-17	—	—	7524 Forest Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53783	TPA	Kathryn Singh	1939-06-05	—	—	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57337	TPA	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-64258	TPA	Anderson Carlos	1946-02-24	—	—	965 Spring St # 149, Sacramento, CA, 95810	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54895	TPA	Karen Shaaw	1995-04-08	—	—	9539 Camelback Rd Apt 26, Austin, TX, 78745	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62703	TPA	Patricia Colleman	1958-05-18	—	6429868458	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-59000	TPA	Logan Welch	1980-07-17	—	4845052970	585 Washington St, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61848	TPA	Theresa Gonzales	1981-09-04	—	—	6783 Meadow Ln, Tempe, AZ, 85291	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52060	TPA	Nanncy Bailey	1983-09-05	—	7412940864	4842 Lincoln Way, Tampa, FL, 33625	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53659	TPA	Gary West	1998-01-17	—	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62564	TPA	Amber E Obrien	1986-01-02	—	—	8267 Spring St, Houston, TX, 77031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53875	TPA	Alan Cole	1977-06-25	—	—	4335 Ocean Ave, Mesa, AZ, 85295	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51497	TPA	Roy Baker	1990-07-17	UHC-57070-14	—	3701 Washington St, Tampa, FL, 33607	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56552	TPA	Randy Meyer	1984-07-26	UHC-39293-88	—	2773 Mountain View Dr, Tucson, AZ, 85753	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-52402	TPA	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63405	TPA	Karen Mitchell	1949-09-02	—	—	5453 Spring St # 400, Los Angeles, CA, 90075	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-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-59534	TPA	Philip Schmidt	2000-12-08	—	4006656162	5704 Bayshore Dr, Jacksonville, FL, 32280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

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