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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57039	TPA	Alan Marquez	—	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.32	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+6 more
TPA-63148	TPA	Bruce Patterson	1944-07-05	UHC-92614-98	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-61959	TPA	Kim Hernandez	1945-12-13	UHC-62431-46	—	4884 Pine Dr # 316, Phoenix, AZ, 85023	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+5 more
TPA-63769	TPA	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
TPA-53709	TPA	Carol Myers	1977-12-17	UHC-11827-96	4998895708	6335 Church St, Seattle, WA, 98126	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-64358	TPA	Duris McDonald	1977-06-19	UHC-00910-81	5318250759	566 Church St, Chandler, AZ, 85203	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-53153	TPA	Pamela Lucas	1963-10-05	UHC-08267-93	—	6958 Highland Ave Apt 37, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-55599	TPA	Mei Jackson	2005-12-15	UHC-50141-31	—	2468 Willow Ct, Gilbert, AZ, 85288	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
TPA-56209	TPA	Madison Lopez	1945-02-18	UHC-54424-31	2767735983	673 Grand Ave, Las Vegas, NV, 89177	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58902	TPA	Diego M Lawrence	2005-03-13	UHC-68548-08	4465048557	1001 Hillcrest Rd Apt 36, Tempe, AZ, 85203	0.50	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Unit split from street+3 more
TPA-59905	TPA	Pamela Tran	—	UHC-02051-22	—	4889 Spring St, Sacramento, CA	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57320	TPA	Douglas Jones	1993-04-21	UHC-06739-80	7159927250	533 Willow Ct Apt 13, Chandler, AZ, 85230	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-64015	TPA	William Rodriguez	1993-05-23	UHC-66982-37	—	2554 Market St, Columbus, OH, 43296	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-58331	TPA	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-64095	TPA	Jacqueline Sandoval	1955-11-17	UHC-05415-48	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62409	TPA	Roger Hrrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave Apt 18, Glendale, AZ, 85389	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
TPA-53171	TPA	Lori Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-60422	TPA	Santiago Price	1978-05-09	UHC-98266-18	2632983584	8949 Mesa Dr Apt 27, Houston, TX, 77059	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-57881	TPA	Kelly Park	2003-01-04	UHC-31870-54	2154662801	4154 Apache Blvd, Las Vegas, NV, 89132	0.56	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
TPA-55288	TPA	Adam Jacobs	1956-07-03	UHC-06104-59	7529918001	2921 Mesa Dr # 424, Phoenix, AZ, 85010	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-54077	TPA	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-57297	TPA	Barbara King	1994-08-04	UHC-36646-18	5698474577	337 Sunset Blvd, Denver, CO, 80229	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-58611	TPA	Roy Obrien	2008-09-19	UHC-39363-94	8718344031	—	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
TPA-63402	TPA	Mriana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61276	TPA	Peter Cunningham	1949-04-19	UHC-72694-61	4467887589	331 Church St, Nashville, TN, 37293	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-56814	TPA	Raymond Martinez	1964-07-23	UHC-76339-68	3256581547	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51517	TPA	David Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
TPA-61806	TPA	Amy Aguilar	1975-09-13	UHC-37978-20	3767589728	6164 Sage Ct, Columbus, OH, 43208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-55168	TPA	Denise Ros	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd, Columbus, OH, 43223	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51897	TPA	Pamela Contreras	1990-04-02	UHC-42414-79	—	8748 Elm St Apt 24, Las Vegas, NV, 89196	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-59915	TPA	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX, 75277	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-56484	TPA	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60224	TPA	Mark Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53562	TPA	Bill Weaver	2005-10-15	UHC-50237-81	5262984540	8974 Indian School Rd # 851, Atlanta, GA, 30355	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-61606	TPA	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd Apt 23, Glendale, AZ, 85327	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60274	TPA	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61329	TPA	Zachary Dixon	1989-11-18	UHC-53939-56	—	6095 Sage Ct, Chandler, AZ	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-59514	TPA	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56489	TPA	Luis Cruz	1954-04-05	UHC-82624-56	—	1564 Grand Ave, Nashville, TN, 37283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-56939	TPA	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-55255	TPA	William Delgado	1946-03-23	UHC-33161-80	4068171785	9138 Sunset Blvd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58009	TPA	Marcus Hansen	1940-03-12	UHC-18688-64	4696992761	8183 Ocean Ave, Phoenix, AZ, 85012	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-58125	TPA	Carol Cook	1973-12-02	UHC-47697-12	4766456400	9188 Central Ave, Nashville, TN	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52305	TPA	Dylan Hill	1962-01-21	UHC-19089-37	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53150	TPA	Brandon Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-59048	TPA	Bryan Ryan	2005-03-05	UHC-33706-77	8684279761	9245 Highland Ave, Tempe, AZ, 85270	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

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