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 “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-417453	CLM	Rachel Webb	2001-04-13	UHC-11876-86	3127625131	5298 Maple Ave Apt 9, Atlanta, GA, 30378	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414502	CLM	Brandon Torres	1955-11-27	—	2868874840	4878 Canyon Rd Apt 9, Chandler, AZ, 85267	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413820	CLM	Nicholas Wells	1972-01-06	—	—	8075 Indian School Rd, Glendale, AZ, 85384	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-420437	CLM	Ronald Ellis	2007-01-06	—	—	1443 Apache Blvd, Denver, CO, 80260	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-430686	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-429099	CLM	Benjamin Thompson	1990-07-25	UHC-19802-15	8269830599	6913 Park Pl, Las Vegas, NV, 89103	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431107	CLM	Janet Vazquez	—	UHC-47351-63	—	2641 Palm Dr, Seattle, WA, 98110	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408817	CLM	Vicky S Franklin	—	UHC-84410-24	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403735	CLM	Munoz Jeremy	2005-08-02	UHC-17752-21	—	4774 Spring St, Seattle, WA, 98182	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423466	CLM	Ana Thomas	1983-07-19	—	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410976	CLM	Denny Hamilton	—	UHC-00203-27	7818775065	4256 Ocean Ave, Columbus, OH	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429768	CLM	Eric A Burke	1976-06-20	—	—	5360 Valley View Dr # 611, San Diego, CA, 92194	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411007	CLM	Jeffrey Stewart	1995-03-24	UHC-18721-55	2069538887	6049 Grand Ave, Columbus, OH, 43289	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415766	CLM	Mason Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410161	CLM	Alexander Carpenter	1948-07-15	UHC-30993-74	—	1607 Oak St, Orlando, FL, 32811	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428453	CLM	Matao Prak	2002-04-13	UHC-21681-06	—	5295 River Rd, Denver, CO	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422165	CLM	Billy R Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420724	CLM	Kathryn Kelley	1941-03-05	UHC-23952-71	—	5269 Washington St Apt 6, Nashville, TN, 37265	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429937	CLM	Noah Franklin	1960-09-27	UHC-74947-71	—	1629 Grand Ave, Denver, CO, 80249	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405044	CLM	Kathleen Stewart	1938-10-13	—	—	317 Mountain View Dr, Charlotte, NC, 28240	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408360	CLM	Ana Q Allen	1938-05-27	UHC-40301-04	—	8410 Desert Sky Blvd, Denver, CO, 80252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408361	CLM	Ana Q Allen	1938-05-27	UHC-40301-04	—	8410 Desert Sky Blvd, Denver, CO, 80252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423982	CLM	Jerry Dominguez	—	UHC-34607-27	9319780105	8695 Indian School Rd, Austin, TX, 78784	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426258	CLM	Ashley Watson	1960-12-22	—	—	4523 Maple Ave, Phoenix, AZ, 85064	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-424445	CLM	Charles Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428815	CLM	Betty Stephens	2006-12-15	UHC-08557-91	8869139445	6241 Lincoln Way Apt 40, Eden Prairie, MN, 55345	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417835	CLM	Hannah Z Porter	1991-06-15	UHC-63800-64	3564612216	5730 Palm Dr, Miami, FL, 33199	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426264	CLM	Camila Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-422305	CLM	Kayla Walsh	1967-03-10	—	6857711358	8522 Lake View Rd, Tucson, AZ, 85705	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405934	CLM	Thomas W Schmidt	1960-08-05	—	4057942500	968 Canyon Rd, Fresno, CA, 93742	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422224	CLM	William Mroales	1997-12-01	—	9632818563	342 Grand Ave # 276, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430458	CLM	Benjamin Ferguson	—	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-423596	CLM	Wayne Nelson	2003-08-18	UHC-16289-79	—	4213 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422615	CLM	Judith Simmons	1980-07-16	UHC-35607-99	7443903678	8104 Maple Ave, Fresno, CA, 93728	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418923	CLM	Mary Miller	1940-11-17	UHC-95565-83	—	9265 Sunset Blvd, Minneapolis, MN, 55476	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-413363	CLM	Andrew Ramos	1951-09-27	—	—	2590 Market St, Dallas, TX, 75211	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-419104	CLM	Joan Cooper	1994-06-27	UHC-48751-84	8585513148	572 Forest Ave, Scottsdale, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417478	CLM	Willie R Woods	1981-12-09	—	2994757233	9597 Main St, Austin, TX, 78752	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429327	CLM	Carl Yang	1971-09-16	—	5732709126	7828 Central Ave, Plano, TX, 75017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-424070	CLM	Jackie Yang	1938-05-18	—	—	3618 Pine Dr, Jacksonville, FL, 32274	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417500	CLM	Dennis Parker	1972-05-03	UHC-00717-49	5053450910	3033 Washington St Apt 33, Mesa, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405578	CLM	Raymond U Burns	1943-08-03	UHC-29776-57	4703169493	2658 Hillcrest Rd, Austin, TX	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-402625	CLM	Melissa Welch	1986-07-15	UHC-74121-25	—	3450 Maple Ave, Las Vegas, NV, 89157	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422844	CLM	Ana N Gilbert	—	—	—	5440 Valley View Dr, Austin, TX, 78725	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-431320	CLM	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

16,411 rows, page 31 of 329Previous Next