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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425051	CLM	Charles N Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.20	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-425685	CLM	Alexander G Mason	—	UHC-72900-81	—	1686 Oak St, Mesa, AZ	0.24	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-405092	CLM	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA, 95896	0.32	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-402743	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	3308 Desert Sky Blvd, Chandler, AZ, 85289	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-432787	CLM	Deborah N Rose	1955-02-05	—	—	9124 Baseline Rd, San Diego, CA, 92136	0.36	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-410572	CLM	Jessica Y Matthews	1962-01-06	UHC-00779-91	—	479 Willow Ct, Scottsdale, AZ, 85210	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-411044	CLM	Mei M Hudson	1961-05-03	UHC-21510-91	—	6252 Ocean Ave, Tampa, FL	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year City re-cased+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
CLM-410844	CLM	Albert O Santos	1985-08-12	—	6659790940	2953 Union St, Chandler, AZ, 85221	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430891	CLM	Chris K Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ, 85289	0.38	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-412515	CLM	Camila D James	1946-05-03	UHC-19721-31	—	6031 Oak St # 857, Eden Prairie, MN, 55354	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401181	CLM	Diego P Bishop	1959-12-25	UHC-89423-86	2963050472	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
CLM-407481	CLM	Steven G Ellis	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted SSN last four extracted+2 more
CLM-422616	CLM	Judith S Simmons	1981-07-16	UHC-35607-99	—	8104 Maple Ave Apt 4, Fresno, CA, 93728	0.40	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401262	CLM	Wayne H James	1983-07-16	—	—	3720 Pine Dr, Seattle, WA, 98198	0.40	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430583	CLM	Ahmed H Sullivan	—	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.40	Middle initial moved out of first name Date of birth unreadable Phone missing area code Street suffix standardised+2 more
CLM-417561	CLM	Marcus J Allvarado	1949-06-12	UHC-99938-50	—	53 Union St, San Antonio, TX, 78272	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+5 more
CLM-405615	CLM	Amber S Garza	1950-05-04	—	—	6737 Apache Blvd, Phoenix, AZ, 85001	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
CLM-405667	CLM	Jacqueline V Fowler	1999-12-16	—	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431068	CLM	Aelxander C Reed	2007-01-17	—	—	3769 Meadow Ln, Columbus, OH, 43221	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+5 more
CLM-416040	CLM	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
CLM-409487	CLM	Priya K Weber	1977-01-08	UHC-74953-20	—	7071 Forest Ave, Glendale, AZ, 85398	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
CLM-422792	CLM	Julie M Guzman	1963-02-20	UHC-93993-35	2596593030	885 Church St, Glendale, AZ, 85371	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-414018	CLM	Mariana R Snatiago	2006-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave Apt 23, Tucson, AZ, 85737	0.48	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409460	CLM	Christian X Rojas	2002-10-10	—	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-422579	CLM	Gerge Z Flores	1959-01-16	UHC-44693-88	—	8251 Pine Dr, Jacksonville, FL, 32280	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-423114	CLM	Jonathan V Santiago	1966-04-23	—	—	3230 Market St, San Diego, CA, 92185	0.50	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-431495	CLM	Rebecca W Adams	1965-02-17	UHC-04443-52	—	7683 Meadow Ln, Tempe, AZ, 85213	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-423752	CLM	Kelly H Harris	1961-03-22	UHC-15595-64	—	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
CLM-423567	CLM	Ajun V Howell	—	UHC-84566-92	8139412648	—	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Gender normalised+3 more
CLM-429692	CLM	Ashely O Ryan	1981-05-26	—	2359843599	5777 Grand Ave, Fresno, CA, 93780	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
CLM-405330	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405331	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421335	CLM	Maria E Spencer	1977-03-27	—	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428068	CLM	Stephen X Rios	1965-11-22	—	—	1021 Ocean Ave, Charlotte, NC, 28272	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425773	CLM	Joan J Soto	1981-05-17	—	7578853556	1004 Apache Blvd, Los Angeles, CA, 90000	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415125	CLM	Harrison M Adm	2008-10-07	UHC-57645-54	—	2956 Sage Ct, Minneapolis, MN	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year ZIP missing+2 more
CLM-420170	CLM	Maria G Armstrong	1965-02-02	UHC-58502-70	—	6800 Maple Ave, Tampa, FL, 33677	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-412332	CLM	Juan J Santiago	1988-05-17	UHC-94054-77	8593034625	166 Union St, Plano, TX, 75037	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408892	CLM	Jean W Carr	1969-06-27	UHC-65157-91	—	901 Central Ave, Los Angeles, CA, 90095	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
CLM-411601	CLM	Christian U Walker	1987-07-26	UHC-49864-13	3532328931	4100 Baseline Rd, San Diego, CA, 92112	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more

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