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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51019	TPA	Mei Robinson	1985-01-21	—	9764485448	197 Hillcrest Rd, Gilbert, AZ, 85216	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-62913	TPA	Deniel Alexander	1961-03-27	—	6504839090	100 Oak St, Nashville, TN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54879	TPA	Cynthia Capman	1998-12-22	—	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62890	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62891	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62382	TPA	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63310	TPA	Joe Rojas	1982-01-06	—	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-58147	TPA	Bobby Munoz	1963-06-04	—	7807025495	1341 Palm Dr, Miami, FL, 33196	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54123	TPA	Justin Russell	1972-06-26	—	—	2618 Church St, Nashville, TN, 37221	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52529	TPA	Christopher Austin	1944-12-09	—	5496283430	8029 Highland Ave, Austin, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55836	TPA	Katherine Gomez	2007-07-28	—	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55334	TPA	Brittany Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-59502	TPA	Sara G Howard	1967-04-09	—	9702298746	4495 Union St, San Antonio, TX, 78244	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54514	TPA	Donna Hoffman	—	—	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-61705	TPA	Jesse Freeman	2001-09-26	—	3432921075	3400 Grand Ave Apt 8, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-57100	TPA	Betty T Green	1957-02-08	—	—	7997 Lake View Rd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63590	TPA	Sean Nguyen	1944-06-06	—	—	6330 Oak St Apt 33, Dallas, TX, 75262	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54696	TPA	Natalie Weaver	1964-07-22	UHC-79092-37	8034351630	5692 Sunset Blvd, Minneapolis, MN, 55476	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55669	TPA	Dot Z Rios	2001-08-04	UHC-82541-55	—	4551 Maple Ave, Seattle, WA, 98185	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52888	TPA	Gerald Lopez	2004-11-18	—	3779268670	3691 Jefferson Ave, Jacksonville, FL, 32288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55695	TPA	Kevin Rivera	1943-08-09	—	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55077	TPA	Virginia Harvey	2008-05-20	—	8587676921	7773 Main St, Dallas, TX	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-55078	TPA	Virginia Harvey	2008-05-20	—	8587676921	7773 Main St, Dallas, TX	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-60299	TPA	Elijah Henderson	1980-02-17	—	2205784083	8438 Camelback Rd, Scottsdale, AZ, 85236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-50894	TPA	Frank Marquez	1977-05-01	—	7588706498	9017 Hillcrest Rd Apt 11, Columbus, OH, 43278	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63860	TPA	Carolyn Payne	1978-06-09	—	7666339374	5657 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59082	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59083	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54494	TPA	Shirley James	1958-03-17	—	2297023414	4874 Canyon Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62234	TPA	Natalie Cooper	1985-11-25	—	6187317542	8026 Sunset Blvd # 892, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-57553	TPA	Theresa RJunk	1994-05-11	—	—	9544 Elm St, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50066	TPA	Austin Wong	1960-08-26	—	5719434647	2723 Grand Ave, Houston, TX, 77024	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63552	TPA	Kathleen Fisher	1953-08-12	—	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62789	TPA	Victoria Nunez	1991-02-24	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56652	TPA	Gloria G Wagner	1996-10-14	—	2969507994	928 Forest Ave, Plano, TX, 75051	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
TPA-59512	TPA	Santiago Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60179	TPA	Willie BJunk	1998-11-15	—	4772830887	9044 Mountain View Dr, Las Vegas, NV, 89163	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58301	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56997	TPA	Patrick Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61132	TPA	Billy Peterson	1983-03-22	—	4296632093	5022 Willow Ct, Tampa, FL, 33685	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50384	TPA	Albert Hanson	1940-03-10	—	—	7146 Central Ave, Seattle, WA, 98191	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-53677	TPA	Sophia Brooks	2005-02-26	UHC-28019-56	6015276943	7594 Highland Ave, Columbus, OH, 43232	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63732	TPA	Pamela Bailey	1976-09-06	—	—	3492 Meadow Ln, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-58472	TPA	Cynthia Lopez	2003-11-17	—	—	4377 Washington St, Austin, TX, 78715	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52133	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51064	TPA	Charles Crawford	1956-01-01	UHC-28011-91	—	733 Willow Ct, Seattle, WA, 98168	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

7,854 rows, page 30 of 158Previous Next