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

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414254	CLM	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402563	CLM	Karen Johnston	1998-12-24	—	8999727622	5990 Palm Dr, Miami, FL, 33168	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427962	CLM	Ralph F Harper	2008-03-13	UHC-54586-42	6028804067	—	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-400877	CLM	Justin Gordon	2006-04-25	—	9728213135	9124 Union St, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413788	CLM	Alice Baker	1952-04-16	—	7382400525	2666 Church St, Gilbert, AZ, 85211	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408637	CLM	Jon Carlson	1996-03-01	—	6975226723	8009 Jefferson Ave, Dallas, TX, 75250	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416012	CLM	Carol Garza	1977-02-06	UHC-96037-74	—	4799 Meadow Ln, Jacksonville, FL, 32214	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418925	CLM	Megan Gomez	1982-11-10	UHC-39159-92	3049657990	7615 Central Ave, Austin, TX, 78762	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425332	CLM	Pmaela Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL, 32888	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404934	CLM	Vincent Y Howard	1993-07-20	UHC-15428-40	6795633875	1898 Meadow Ln, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404933	CLM	Vincent Y Howard	1993-07-20	UHC-15428-40	6795633875	1898 Meadow Ln, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427787	CLM	Jennifer T Padilla	1943-06-20	UHC-90521-32	—	8407 Highland Ave Apt 26, Gilbert, AZ, 85213	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-423048	CLM	Alaan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400003	CLM	Christina Payne	1956-09-14	—	7683676680	7164 Lake View Rd, Los Angeles, CA, 90064	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-406618	CLM	Anthony Morales	1982-03-14	UHC-83692-92	—	3165 Central Ave, Gilbert, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413160	CLM	Sam Lyynch	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431276	CLM	Jonathn P Jenkins	1961-02-12	UHC-60703-67	—	4566 Mountain View Dr, Nashville, TN, 37279	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429388	CLM	William Harris	1968-04-04	UHC-03532-97	—	9249 Jefferson Ave, Nashville, TN, 37261	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424010	CLM	Joan Duncan	1993-05-04	UHC-84887-28	—	1439 Park Pl, Houston, TX, 77074	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-400127	CLM	Omar McCoy	1951-12-23	UHC-42002-69	—	1770 Indian School Rd, Seattle, WA, 98168	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422467	CLM	Jeremy C Jacobs	1953-11-08	UHC-82894-81	—	—	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more
CLM-427437	CLM	Juie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414221	CLM	Drew Hicks	1956-02-16	UHC-20492-19	—	7761 Apache Blvd, Phoenix, AZ, 85077	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414222	CLM	Drew Hicks	1956-02-16	UHC-20492-19	—	7761 Apache Blvd, Phoenix, AZ, 85077	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423389	CLM	Hiroshi Greene	1999-03-25	UHC-44535-99	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406994	CLM	Arthur Hernandez	2003-08-06	UHC-81248-74	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419520	CLM	Gabriel Ward	1943-02-02	UHC-91327-36	3307013173	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401270	CLM	Masn Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405283	CLM	Laura Davis	1997-07-10	—	—	1357 Maple Ave, Los Angeles, CA, 90079	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422495	CLM	Rachel Lopez	1967-11-16	UHC-43524-49	9042622815	9046 Meadow Ln, Sacramento, CA, 95842	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432119	CLM	Mateo Coleman	1985-03-04	—	4494680986	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-408261	CLM	Arthur E Perry	1959-09-11	—	—	9512 Highland Ave, Dallas, TX, 75236	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-407941	CLM	Rachel L Bradley	1943-10-26	UHC-97573-46	4488784946	446 Central Ave, Dallas, TX, 75262	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424776	CLM	Joshua V Wallace	1945-05-21	UHC-93952-25	—	7602 Cedar Ln, Tempe, AZ, 85213	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-414135	CLM	Daniel I Marshall	1964-11-10	UHC-78984-90	—	7389 Hillcrest Rd, Scottsdale, AZ, 85219	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-432556	CLM	Sandra M Scott	1974-11-01	UHC-00116-94	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420901	CLM	Sarah Morris	1994-05-08	UHC-40918-63	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-404983	CLM	Kaern Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404984	CLM	Kaern Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416821	CLM	Nancy Hansen	—	—	5874052485	8671 Harbor Blvd, Charlotte, NC, 28282	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-401914	CLM	Sharon Patterson	1968-01-26	—	—	7671 Central Ave, Atlanta, GA, 30364	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-411562	CLM	Valentina Mejia	1985-06-21	—	—	636 Highland Ave, Miami, FL, 33147	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424936	CLM	Wayne Ward	1940-05-22	UHC-86507-79	—	8946 Apache Blvd, Plano, TX, 75025	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424499	CLM	Charles Nguyen	1981-01-23	UHC-11107-77	—	7463 Forest Ave, Sacramento, CA, 95831	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423997	CLM	Frank Richards	1983-06-28	UHC-92254-86	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405978	CLM	Barbara Mejia	1972-11-14	UHC-89568-77	6926701904	9067 Oak St, Columbus, OH, 43244	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-411718	CLM	Jeffrey N Wagner	1981-04-19	UHC-02624-89	—	8796 River Rd, Nashville, TN, 37299	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429588	CLM	Joan Mason	1973-02-08	—	—	9406 Central Ave, Columbus, OH, 43270	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424526	CLM	Betty Jones	1986-01-09	UHC-95087-33	—	7021 Church St, Scottsdale, AZ, 85225	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409774	CLM	Marcus Scott	1966-10-26	UHC-10294-58	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

13,120 rows, page 155 of 263Previous Next