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

All sources, 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
CLM-422422	CLM	Thomas U Baker	1955-02-04	—	—	9431 Desert Sky Blvd Apt 39, Eden Prairie, MN, 55392	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121028	ENR	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-121027	ENR	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106676	ENR	Madison V Hawkins	1987-01-09	UHC-63822-79	3995150164	8810 Lake View Rd, Minneapolis, MN, 55465	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117058	ENR	Harold Gonzales	1980-06-19	UHC-74823-63	2725768115	6248 Camelback Rd # 635, Tucson, AZ, 85713	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412024	CLM	Dieggo X Kennedy	1961-05-03	UHC-16765-65	—	9183 Apache Blvd, Austin, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-119719	ENR	George S Hernandez	1955-03-23	UHC-67581-90	2286317709	6868 Ridge Rd # 437, Mesa, AZ, 85297	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420862	CLM	Jaon R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ, 85209	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56327	TPA	Luis Riley	1971-06-19	—	—	8644 Apache Blvd, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416758	CLM	Walter Black	—	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54093	TPA	Ahmed T Le	2003-06-10	—	2529296783	8017 Indian School Rd Apt 26, Tucson, AZ, 85742	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-138201	ENR	Natalie Harrys	2007-04-14	UHC-83927-10	7507318648	4586 Cedar Ln, San Antonio, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432748	CLM	Maria Fields	1944-03-23	—	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-103344	ENR	Joseph QJunk	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140994	ENR	Susan Contreras	1963-04-01	UHC-06057-20	—	7437 Sage Ct, Columbus, OH, 43295	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-427517	CLM	Catherine Chen	1941-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139579	ENR	Ethan E Gardner	1961-03-01	—	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132614	ENR	Janet A Hicks	1953-06-15	UHC-36211-77	3812935463	40 Main St, Columbus, OH, 43241	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53382	TPA	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410765	CLM	Brittany Fowler	1948-04-11	—	7738311115	4303 Lake View Rd Apt 28, San Antonio, TX, 78274	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115653	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115654	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26592	PRV	Deb Robinson	1946-06-14	UHC-84327-14	3847063063	3973 Union St, Austin, TX, 78734	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115157	ENR	Aigail Y Franklin	2001-09-17	UHC-02014-79	3273400298	6682 Central Ave, Phoenix, AZ, 85079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122561	ENR	Sophia T Jensen	1955-01-11	—	7598340220	9101 Union St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125827	ENR	Saron Ford	1965-12-07	UHC-29790-88	3493993797	845 Indian School Rd, Charlotte, NC, 28217	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130440	ENR	Elijah A Medina	1950-10-18	UHC-16726-86	3752726270	7673 Ridge Rd # 905, Plano, TX, 75014	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133331	ENR	Bobby T Nelson	—	UHC-69366-19	7233944195	2623 Ocean Ave, Gilbert, AZ, 85267	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-137470	ENR	Matthew D Shwa	—	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-400698	CLM	Marcuus Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-407227	CLM	Vincent Lee	1979-01-01	UHC-40504-25	6897745966	4326 Sunset Blvd, Houston, TX, 77068	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115280	ENR	Lawrence K Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St Apt 22, Tempe, AZ, 85219	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-111784	ENR	Jim X Herrera	2007-10-15	UHC-91233-31	5506593172	3206 Washington St, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412718	CLM	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave, Phoenix, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401292	CLM	Christopher Coleeman	1950-04-12	—	—	1911 Ocean Ave, Miami, FL, 33172	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137450	ENR	Snyder H Carolyn	1967-06-26	UHC-76043-35	4036917212	9463 Hillcrest Rd, Eden Prairie, MN, 55391	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21630	PRV	Diego Q Riley	1994-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427401	CLM	Amy X Gonzalez	1984-04-03	—	4562595912	6841 River Rd Apt 35, San Diego, CA, 92119	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26572	PRV	Ruth Ford	1973-12-26	—	7219563712	3627 Desert Sky Blvd # 199, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430580	CLM	Matthew K Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63518	TPA	Kimberly Vega	1961-03-18	—	—	9577 Spring St, Nashville, TN, 37217	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121813	ENR	Lawrence J Williams	1987-07-11	UHC-68040-19	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-21704	PRV	Ben Harvey	1949-06-01	UHC-69892-51	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116674	ENR	Jackie K Simpson	1977-08-11	—	4259778476	9403 Highland Ave, Gilbert, AZ, 85246	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119875	ENR	Jesse L Bowman	1997-04-20	UHC-57466-82	4708210239	9636 Desert Sky Blvd, Sacramento, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410229	CLM	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

55,824 rows, page 117 of 1,117Previous Next