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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418055	CLM	Karen Anderson	1974-08-20	—	3175019423	3300 Mountain View Dr, Los Angeles, CA, 90049	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416208	CLM	Maria Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX, 75247	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417848	CLM	Sean Castro	1973-07-25	—	9756356992	9846 Bayshore Dr, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412536	CLM	Charlotte F Brynt	2002-04-24	UHC-22651-59	—	1933 Grand Ave, Dallas, TX, 75255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400701	CLM	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432229	CLM	Lisa Graham	1951-12-26	UHC-27955-94	2176652716	4093 Ridge Rd, Tampa, FL, 33671	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409147	CLM	Zachary O Nichols	1973-09-11	UHC-39053-23	—	7771 Harbor Blvd Apt 37, Atlanta, GA, 30378	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403716	CLM	Mei Y Mendoza	1963-08-04	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430060	CLM	Russell Gordon	1956-08-13	—	9378523195	4073 Apache Blvd, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408695	CLM	Aisha A Allen	1979-02-22	—	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400734	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX, 75032	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419243	CLM	Christina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404675	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432617	CLM	Aisha Burke	1960-12-03	UHC-42201-91	—	8632 Oak St, Plano, TX, 75013	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422724	CLM	Catherine Watkins	1940-09-07	—	—	2262 Canyon Rd, Gilbert, AZ, 85221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403760	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	—	1279 Bayshore Dr, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423372	CLM	Clark Deb	1985-04-10	UHC-43310-10	—	1310 River Rd, Fresno, CA, 93750	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-411991	CLM	Valentina Ortiz	1953-05-05	—	5086820139	6321 Mesa Dr, Nashville, TN, 37256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427514	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429530	CLM	Valentina Duncan	2007-12-15	—	5717007966	5071 Maple Ave, Minneapolis, MN, 55411	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401068	CLM	Nathan Delgado	1947-12-17	—	2056078663	2913 Willow Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432590	CLM	Chrystina Martinez	2000-02-25	—	—	704 Central Ave, Minneapolis, MN, 55423	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-422423	CLM	Thomas U Baker	1955-02-04	UHC-94453-11	—	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407584	CLM	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425135	CLM	Marcs Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-402756	CLM	Lucia D Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-427830	CLM	Wayne Z Cruz	1965-09-07	—	4784311718	5670 Indian School Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-423999	CLM	Frank Richards	1983-06-28	—	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408440	CLM	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426994	CLM	Harold Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St # 725, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408464	CLM	Amber G Perez	1969-03-01	UHC-63575-65	—	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420551	CLM	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405248	CLM	Elijah X Wright	1994-09-07	UHC-48082-05	6473442962	5458 Jefferson Ave, Los Angeles, CA, 90050	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405471	CLM	Raplh G Kim	1997-02-20	UHC-75355-51	—	4191 Valley View Dr, Scottsdale, AZ, 85290	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424493	CLM	Ryan Ramirez	—	UHC-68274-91	2413339116	2106 Cedar Ln, Sacramento, CA, 95845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-408497	CLM	Judy Wells	2007-04-08	—	—	7975 Elm St, Eden Prairie, MN, 55372	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429536	CLM	Arthur Vasquez	2002-12-15	—	3056733222	2169 Baseline Rd, Mesa, AZ, 85271	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401314	CLM	Ahmed Schultz	2005-09-27	—	6079607108	6157 Hillcrest Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408606	CLM	Jonathan Ward	2003-10-01	—	7866840720	5264 Mesa Dr, San Antonio, TX, 78280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408749	CLM	Patty Gomez	1940-10-24	UHC-71807-52	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404256	CLM	Russell R Warren	1989-02-01	—	3156982261	1252 Market St, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424375	CLM	Mari Bowman	1966-12-13	—	—	6396 Indian School Rd, Eden Prairie, MN, 55375	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419692	CLM	Jeremy Hunter	—	—	3078642965	6322 Market St, Charlotte, NC, 28248	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420172	CLM	JoseJunk	2001-01-14	UHC-54396-76	—	238 Harbor Blvd, Columbus, OH, 43256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416259	CLM	Beverly Sanchez	1980-11-10	UHC-76900-91	—	5540 Mesa Dr, Jacksonville, FL, 32221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403800	CLM	Frances E Jacobs	1986-09-08	—	—	9439 Baseline Rd, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429904	CLM	Janice Prk	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416568	CLM	Stephanie Lane	—	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407604	CLM	Sarah Delgado	1978-12-28	UHC-09654-90	—	3922 Maple Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 47 of 376Previous Next