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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55475	TPA	Alice L Henry	1942-11-22	—	—	4514 Indian School Rd, Denver, CO, 80296	0.40	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Street suffix standardised+2 more
TPA-55902	TPA	Linda Martinez	1949-11-21	—	—	9175 Elm St Apt 28, Seattle, WA, 98172	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53658	TPA	Shirley Hamilton	1967-04-03	—	—	7867 Canyon Rd, Jacksonville, FL, 32207	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52980	TPA	Jacqueline Burke	1994-12-08	—	—	904 Baseline Rd Apt 33, Tucson, AZ, 85702	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
TPA-54949	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr Apt 37, Scottsdale, AZ	0.42	Name split from “Last, First”Unit split from street State name converted to code ZIP missing+1 more
TPA-54953	TPA	Judy J Nichols	1977-03-04	—	—	468 Spring St Apt 17, Phoenix, AZ, 85003	0.42	Name split from “Last, First”Two-digit birth year Unit split from street Gender normalised+1 more
TPA-55793	TPA	Kathleen Z Simpson	1999-07-27	—	—	9520 Central Ave, Columbus, OH, 43244	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-53637	TPA	Elizabeth Ramirez	2002-01-11	—	4077875231	2787 Indian School Rd, Austin, TX, 78741	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-58786	TPA	Kimberly Morrison	1991-05-06	UHC-31666-52	9112292031	6635 Palm Dr, Gilbert, AZ, 85239	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-51925	TPA	Gloria V Ortega	2007-02-20	—	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-55353	TPA	Brittany Fowler	1995-11-07	—	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.46	Name split from “Last, First”Date of birth reformatted Phone 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-61274	TPA	Cheryl Perez	1990-04-03	—	—	260 Lake View Rd, San Diego, CA, 92101	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-53098	TPA	Kelly Reed	1981-06-21	—	—	640 Washington St, Phoenix, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60680	TPA	Rebecca Myers	1985-12-02	—	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55589	TPA	Justin Wilson	1974-03-27	—	9504625876	5123 Camelback Rd, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52425	TPA	Martha Harper	1950-11-13	—	5035220517	7781 Market St, Minneapolis, MN	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59946	TPA	William Miller	1998-08-23	—	4062911484	2824 Grand Ave, Miami, FL, 33161	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59335	TPA	Randy Carlosn	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56246	TPA	Stephen Q Evans	1941-07-16	—	5667832046	539 Indian School Rd, Houston, TX, 77016	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
TPA-52083	TPA	Helen Cruz	1988-11-02	—	2427366336	756 Central Ave, Orlando, FL	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-63623	TPA	Linda Duncan	1962-10-21	—	—	838 Grand Ave # 845, Las Vegas, NV, 89126	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61208	TPA	Jeremy C Cruz	1964-04-15	—	5404480026	9297 Mountain View Dr, Tempe, AZ, 85299	0.48	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
TPA-63047	TPA	Cheryl Lnua	1999-12-26	—	9438515939	5148 Harbor Blvd, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56650	TPA	Daniiel K Reid	1939-01-23	UHC-18514-12	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51621	TPA	Charles Bryant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52672	TPA	Janice Roberts	1981-08-28	—	9005793777	1097 Mountain View Dr, Eden Prairie, MN	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55181	TPA	Kim Vazquez	1959-02-18	—	9035527908	7007 Church St, Mesa, AZ, 85246	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60078	TPA	Barbara Collins	—	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.48	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-56597	TPA	Willie Butler	1959-10-24	—	—	1562 Central Ave Apt 17, Mesa, AZ, 85215	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street 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-61018	TPA	Carol Meyer	1979-07-21	—	2429489581	3897 Camelback Rd Apt 35, Nashville, TN, 37265	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-52756	TPA	Bill Stewart	—	—	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-63664	TPA	Dylan R Stephens	1982-08-03	—	3878070018	8540 Meadow Ln, Plano, TX, 75048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59329	TPA	Steven R Price	1939-01-16	—	8064048558	2043 Grand Ave, Houston, TX, 77062	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58416	TPA	Mark Hoffman	1993-10-18	—	—	7240 Union St, Nashville, TN, 37228	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55476	TPA	Maria McDonald	2008-06-24	—	7888941751	8439 Elm St, Houston, TX, 77044	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58722	TPA	Grace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct Apt 21, Tempe, AZ, 85269	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55425	TPA	Angela Richardson	1947-10-24	—	8847143794	7082 Oak St, Houston, TX, 77046	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-53110	TPA	Emma Tucker	1955-10-18	—	3596116766	4116 Market St, Mesa, AZ, 85245	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58013	TPA	Lori Z Willis	2008-09-22	—	2573781870	1029 Pine Dr, Columbus, OH, 43249	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58845	TPA	Jacqueline Evns	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54536	TPA	Vyncent K Smith	1954-08-27	—	—	2219 Canyon Rd, San Diego, CA, 92184	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62339	TPA	Elliott Barbara	1941-02-08	—	9367911877	6512 Canyon Rd, Columbus, OH, 43251	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64058	TPA	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61082	TPA	Carolyn Daniels	1946-12-25	—	7867792967	5483 Cedar Ln, Austin, TX, 78716	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-58396	TPA	Judith Burns	1978-04-16	—	—	8847 Pine Dr, Nashville, TN, 37258	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-61159	TPA	Ahmed Hoffman	1979-12-22	—	—	1307 Pine Dr, Dallas, TX, 75200	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-61410	TPA	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more

1,488 rows, page 3 of 30Previous Next