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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414724	CLM	Jose Carlson	1959-11-04	UHC-41726-72	—	2996 Elm St, Fresno, CA, 93744	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-413887	CLM	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409617	CLM	Albert P Hayes	1944-07-03	—	—	7339 Hillcrest Rd Apt 9, Plano, TX, 75091	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414376	CLM	Amber Welch	1942-02-28	—	—	6817 Church St, Glendale, AZ, 85348	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-409974	CLM	Tyler Sullivan	1992-07-06	—	—	1500 Meadow Ln, Miami, FL, 33115	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-403532	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
CLM-431043	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	—	4014 Harbor Blvd, Miami, FL, 33178	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-408647	CLM	Christine G Rice	1958-01-11	UHC-59929-46	6255814117	3788 Jefferson Ave, Houston, TX, 77040	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-431378	CLM	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-425042	CLM	Patrick H Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-400148	CLM	Jennifer Cole	1962-10-12	—	—	5396 Elm St, Charlotte, NC, 28231	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421065	CLM	Patricia Porter	1986-09-25	UHC-40405-05	—	8080 Forest Ave, Denver, CO, 80299	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-420359	CLM	Jean Martin	1980-08-25	UHC-24078-99	2532706939	2678 Cedar Ln, Columbus, OH, 43276	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-423693	CLM	Deborah Henderson	2008-03-10	UHC-53868-27	8282516961	2283 Grand Ave, Scottsdale, AZ, 85238	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-432716	CLM	Randy Riley	1975-07-01	—	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-402365	CLM	Andrew Wagn	1968-03-11	UHC-05635-36	—	2103 Willow Ct, Nashville, TN, 37271	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-430816	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-409868	CLM	Santiago Garza	1994-07-26	—	—	4439 Highland Ave Apt 19, Atlanta, GA, 30315	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-416516	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.68	Name re-cased Phone missing area code State name converted to code Placeholder values cleared
CLM-417019	CLM	Jean L Andrews	1940-07-07	UHC-62623-61	3016328058	4756 Jefferson Ave, Miami, FL, 33151	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-408839	CLM	Ahmed Vasquez	1956-06-02	UHC-88338-81	—	6948 Camelback Rd, Gilbert, AZ, 85282	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404429	CLM	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-412019	CLM	Heather Lynch	1961-05-07	UHC-96264-48	—	8994 Broadway, Fresno, CA, 93786	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-424138	CLM	Juan Morris	2008-10-17	UHC-99012-31	4495801407	50 Washington St, Houston, TX, 77043	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-400480	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-403350	CLM	Joshua Berry	1960-10-16	UHC-95503-74	—	8922 Mountain View Dr, Miami, FL, 33182	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-411381	CLM	Judy Miller	1994-05-09	—	—	9313 River Rd, Tampa, FL, 33660	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408120	CLM	Thomas Cox	1986-04-10	—	—	1819 Mesa Dr, Seattle, WA, 98179	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-403525	CLM	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd, San Diego, CA, 92172	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-417210	CLM	William Stewart	1961-07-10	UHC-93919-22	—	8811 Sage Ct, Scottsdale, AZ, 85247	0.68	City re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-426566	CLM	Peter Olson	1976-02-17	UHC-64174-06	—	1042 Sunset Blvd, Chandler, AZ, 85207	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423955	CLM	Tyer Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St # 102, Los Angeles, CA, 90056	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-416444	CLM	Janice Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421779	CLM	Rachel U Anderson	1940-09-13	—	6015173508	8708 Union St, Las Vegas, NV, 89130	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402425	CLM	Margaret Franklin	1941-10-02	UHC-75474-29	—	4443 Central Ave, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-425698	CLM	Cynthia Porter	1983-10-11	UHC-55361-65	—	9877 Union St, Miami, FL, 33102	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-410302	CLM	Brittany Simpson	1992-05-18	UHC-61931-71	6359934670	3674 Church St, Las Vegas, NV, 89106	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418702	CLM	Paul Martinez	1953-03-19	—	8315175723	2801 Grand Ave, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411199	CLM	Peter McCoy	2000-04-02	UHC-64916-39	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-425065	CLM	Terry Watson	1944-11-06	—	9459152615	706 Forest Ave Apt 23, San Diego, CA, 92144	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
CLM-406456	CLM	Jason S Ortiz	1967-02-28	UHC-90014-42	—	6807 Highland Ave, Chandler, AZ, 85236	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421354	CLM	Jacuqeline R Siingh	1983-10-16	—	7268393172	8898 Forest Ave, Denver, CO, 80241	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414658	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-406501	CLM	Lawrence Mitchell	1940-07-19	—	6425815350	5724 Hillcrest Rd, Columbus, OH, 43221	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-408373	CLM	Carl Pierce	2006-11-15	—	—	8360 Sage Ct, Las Vegas, NV, 89145	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422477	CLM	Teresa R Fox	1981-12-23	UHC-90462-01	9517692655	4557 Palm Dr, Orlando, FL, 32865	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-401934	CLM	Albert Miller	1940-02-09	UHC-57977-59	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405499	CLM	Alexis G Howell	1974-10-20	UHC-49365-80	7472619934	6614 Union St, Columbus, OH, 43222	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-428916	CLM	Kathryn Cooper	2000-07-27	UHC-35430-35	—	2987 Spring St, San Antonio, TX, 78236	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-421679	CLM	Yukki Gonzales	1983-06-23	—	—	7979 Pine Dr, Charlotte, NC, 28244	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared

2,633 rows, page 41 of 53Previous Next