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 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
CLM-425618	CLM	Philip White	1992-10-23	UHC-56598-37	—	208 Washington St, Gilbert, AZ, 85280	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408628	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422384	CLM	Teresa Gonzales	1942-04-21	UHC-97031-33	2152347945	7497 Park Pl, Austin, TX, 78716	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432249	CLM	Alan S Lynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St # 345, Orlando, FL, 32886	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-405805	CLM	Smuel Wilson	—	UHC-53403-90	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-423952	CLM	Ann Reed	1969-04-14	UHC-75559-79	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414821	CLM	Jack Salazar	—	UHC-24125-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-404660	CLM	Scott F Bradley	1952-02-24	UHC-01675-10	—	1227 Lincoln Way, Mesa, AZ, 85224	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-429350	CLM	Beverly Ortega	1950-07-16	UHC-09931-26	—	830 Bayshore Dr, Dallas, TX, 75209	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-402670	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421691	CLM	Willima Olson	1938-04-23	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421124	CLM	Carolyn Day	1973-03-06	UHC-57139-59	4683562322	3750 River Rd, Seattle, WA, 98170	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-429809	CLM	Denise E Lynch	1965-06-12	—	—	4354 Sunset Blvd, Phoenix, AZ, 85059	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419665	CLM	Beverly Lynch	1919-04-16	UHC-58484-01	—	7879 Washington St, Sacramento, CA, 95867	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411084	CLM	Mei Gibson	1977-07-16	UHC-57095-09	—	4459 Mesa Dr, Los Angeles, CA, 90095	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-403512	CLM	Ronald Alvarado	—	—	5806000138	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-427784	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-419112	CLM	Jacqueline Nelson	1956-08-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
CLM-427959	CLM	Kyle Wislon	1956-10-22	UHC-49295-41	—	834 Oak St, Nashville, TN	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408792	CLM	Angela Moreno	1953-07-10	—	—	5173 Broadway, Atlanta, GA, 30357	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-422466	CLM	Joshua Brown	1941-01-13	UHC-44263-86	8452489238	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-411708	CLM	Fraances Fox	1960-03-25	UHC-10054-32	4206977770	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-424623	CLM	Bradley Morgan	1948-01-20	UHC-42385-27	—	6148 Cedar Ln, Atlanta, GA, 30359	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422710	CLM	Jenny Fisheer	1979-08-18	UHC-09837-45	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415032	CLM	Brandon Masun	1943-03-06	UHC-06018-39	5088505003	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-414861	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414862	CLM	Nancy Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-409828	CLM	Roger Lewis	1952-04-16	UHC-89460-83	—	9404 Highland Ave, Miami, FL, 33115	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-422992	CLM	Brittany Alexander	1988-01-14	UHC-44945-33	—	7028 Lincoln Way, Glendale, AZ, 85361	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-425767	CLM	Luis S Kelley	1998-05-21	UHC-64251-59	—	4043 Spring St, Las Vegas, NV, 89128	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414467	CLM	Bill Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-412787	CLM	Vincent Mitchell	2004-07-10	—	3315801080	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424338	CLM	Kimberly Sandoval	1942-08-19	UHC-46976-65	8598791876	4288 Pine Dr, Mesa, AZ, 85282	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-429914	CLM	Susan Perry	1946-01-03	—	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419597	CLM	Valentina Santiago	1993-10-02	UHC-48471-74	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403694	CLM	Janice Ramirez	1973-02-17	UHC-60736-65	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-408331	CLM	Rebekca Wilson	1982-12-21	—	8263080261	3284 Valley View Dr, San Antonio, TX, 78289	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418886	CLM	Russell Valdez	1968-04-09	UHC-94337-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410239	CLM	Edward E Wright	1961-02-17	UHC-28582-36	—	—	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
CLM-413264	CLM	Willie Hicks	1962-04-17	—	—	6951 Palm Dr, Mesa, AZ, 85246	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-415043	CLM	Mei Harvey	1985-04-19	—	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-425129	CLM	Gray Joshua	1994-04-12	UHC-40679-05	—	1373 Lincoln Way, Sacramento, CA, 95872	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410725	CLM	Ethan Jacobs	1943-12-05	UHC-87152-41	7244354459	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-420545	CLM	Omar Lopez	1969-11-17	UHC-67709-81	8007005328	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406781	CLM	Billy Perez	1978-10-05	—	2562963049	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-419921	CLM	Douglas Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-411587	CLM	Benjamin Tran	2006-06-02	UHC-32488-09	5707060276	3043 Church St, Glendale, AZ, 85305	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-418046	CLM	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408714	CLM	Vincent Gordon	1973-01-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
CLM-406591	CLM	Mateo Castro	1969-09-04	UHC-93344-27	—	8933 Bayshore Dr, Mesa, AZ, 85278	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared

3,226 rows, page 39 of 65Previous Next