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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403429	CLM	Aisha Cole	1975-04-01	—	4593416989	4922 Cedar Ln, Minneapolis, MN, 55410	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429532	CLM	Fatima Day	1938-07-11	UHC-20701-07	—	6160 Church St, Denver, CO	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407826	CLM	Christopher Rojas	1949-11-02	UHC-25497-48	—	3036 Spring St, Denver, CO, 80242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400559	CLM	Mateo Espinoza	1979-03-21	—	7177346822	2755 Central Ave, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418303	CLM	Sophia Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426476	CLM	Barb Peters	1996-06-26	UHC-44679-43	3468856639	501 Willow Ct, Scottsdale, AZ, 85275	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409641	CLM	Willie Hoffman	1963-05-05	—	3829388058	5145 Mesa Dr, Denver, CO, 80241	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-408803	CLM	Jack C Pierce	1958-12-15	UHC-73688-09	4954680794	4710 Jefferson Ave, Miami, FL, 33123	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409823	CLM	Frances Graham	1971-04-22	—	4645193646	1867 Ocean Ave, Nashville, TN, 37267	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412257	CLM	Debra Murphy	1955-02-25	UHC-04747-38	2053640895	6611 Elm St, Gilbert, AZ, 85219	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409531	CLM	Kelly Wagner	1955-03-01	UHC-43037-05	3002215476	4324 Apache Blvd # 421, Eden Prairie, MN, 55352	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402305	CLM	Frank Lewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ, 85341	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422109	CLM	Eimly C Bennett	1981-02-04	—	3986642803	5579 Lake View Rd, Fresno, CA, 93723	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432688	CLM	Susan Weber	1960-12-03	UHC-37047-32	—	5025 Camelback Rd, Tempe, AZ, 85298	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400826	CLM	Donald Morrison	1970-11-26	—	—	6285 Park Pl, Denver, CO, 80283	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-419073	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406502	CLM	Lawrence Mitchell	1940-07-19	UHC-30433-13	—	5724 Hillcrest Rd, Columbus, OH, 43221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429128	CLM	Diane Diaz	1958-03-01	UHC-31018-76	—	3673 Ocean Ave, Atlanta, GA, 30336	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430454	CLM	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405668	CLM	Henry Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400195	CLM	Andrea R Mendoza	1949-05-24	UHC-31553-52	—	3821 Willow Ct, Denver, CO, 80230	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405262	CLM	Helen Simmmons	—	—	4919270856	711 Oak St, Eden Prairie, MN, 55377	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-426763	CLM	Brian Stone	1973-10-20	—	—	1030 Highland Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426647	CLM	Lori Lucas	1987-09-03	UHC-85098-51	—	699 Spring St, Los Angeles, CA, 90097	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-413902	CLM	Justin Johnsno	2003-07-03	—	6656228532	4490 Palm Dr, Tempe, AZ, 85293	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413366	CLM	TeresaJunk	2002-02-28	UHC-70614-27	—	421 Camelback Rd, Fresno, CA, 93710	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404271	CLM	Nancy Williams	1978-09-28	—	—	6186 Grand Ave, Las Vegas, NV, 89145	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419857	CLM	George Garza	1954-05-23	—	—	9721 Indian School Rd, Dallas, TX, 75291	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421379	CLM	Dylan Bowman	1984-06-22	—	—	2383 Cedar Ln, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430086	CLM	Amy Butler	1959-06-20	—	—	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424145	CLM	Joey Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405117	CLM	Maria T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405410	CLM	Diego J Bradley	1981-06-15	—	9405948889	4128 Sunset Blvd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409391	CLM	Abigail Holmes	1993-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429749	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429750	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402572	CLM	Kayla Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd Apt 25, Fresno, CA, 93700	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
CLM-414902	CLM	Gloia A Nguyen	1948-12-13	UHC-36381-18	—	242 Desert Sky Blvd, Denver, CO, 80223	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426184	CLM	Jessica B Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429594	CLM	Martha Watkins	—	UHC-39674-45	7984442945	6223 Spring St, Seattle, WA, 98127	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426890	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419026	CLM	Jack Jenkins	—	UHC-75461-96	—	7076 Church St, Atlanta, GA, 30329	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419028	CLM	Natalie Ramos	1958-04-23	—	7477556480	7803 Washington St Apt 2, Phoenix, AZ, 85046	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417384	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

5,235 rows, page 25 of 105Previous Next