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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400955	CLM	Camila Santos	1952-11-20	UHC-31286-37	—	4386 Lake View Rd, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405979	CLM	Alexander Aguilar	1999-03-21	UHC-60515-47	—	2890 Jefferson Ave Apt 9, Columbus, OH, 43238	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-431161	CLM	Larry Carter	1981-10-14	UHC-87408-53	—	1439 Maple Ave # 342, Scottsdale, AZ, 85256	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-428488	CLM	Beverly Clark	1963-03-12	UHC-71793-40	9074288115	8865 Broadway, Houston, TX, 77022	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-415521	CLM	Bruce Reynolds	1945-07-01	—	—	8688 Apache Blvd, Glendale, AZ, 85382	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423701	CLM	Kathleen Day	1982-02-23	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421602	CLM	Shirley C Gilbert	1982-10-02	—	5247431763	8549 Lake View Rd, Minneapolis, MN, 55408	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402584	CLM	Lawrence Long	1978-02-09	—	—	2494 Palm Dr, Denver, CO, 80253	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-412287	CLM	Ssan Hansen	—	—	—	8129 Palm Dr, Los Angeles, CA, 90010	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
CLM-415982	CLM	Christine Harvey	1997-03-09	UHC-40603-08	—	141 Apache Blvd, Tucson, AZ, 85753	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402928	CLM	Linda Henry	1982-07-14	UHC-84983-22	4112687226	7924 Church St, Tampa, FL, 33607	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408459	CLM	Susan Castillo	1981-07-15	UHC-58894-75	6396980629	7638 Pine Dr, Las Vegas, NV, 89192	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406801	CLM	Jake N King	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-421748	CLM	Diego Ward	1955-03-01	UHC-81700-30	—	7537 Jefferson Ave, Plano, TX, 75070	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410815	CLM	Mason N Jenkins	1971-02-08	—	4038643511	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418528	CLM	Larry Z Bailey	1990-01-17	—	4795542701	7455 Cedar Ln, Austin, TX, 78788	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429149	CLM	Camila Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd, Tempe, AZ, 85295	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403672	CLM	Carl Hill	1995-10-06	UHC-13848-92	7799725256	2200 Bayshore Dr, Phoenix, AZ, 85010	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428294	CLM	Anna Obrien	1941-06-20	UHC-94402-84	3205222007	8933 Washington St, Houston, TX, 77053	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415859	CLM	Janet Vega	1962-07-19	UHC-43454-73	3475113017	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406412	CLM	Alexander Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408472	CLM	Thomas Bryant	2004-04-05	—	9252341938	7941 Desert Sky Blvd, Tampa, FL, 33659	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425180	CLM	Amy Larson	1968-11-16	UHC-55275-97	9648371638	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401344	CLM	Sara Kelly	2004-06-07	—	—	6151 Pine Dr, Tempe, AZ, 85267	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-412833	CLM	Janice Washington	2003-02-12	UHC-80769-32	9623048284	3122 Desert Sky Blvd, Columbus, OH, 43225	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412832	CLM	Janice Washington	2003-02-12	UHC-80769-32	9623048284	3122 Desert Sky Blvd, Columbus, OH, 43225	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410009	CLM	Cynthia Contreras	1978-03-06	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406341	CLM	Frank Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405708	CLM	Arjun T Wallace	1968-07-02	UHC-61535-22	—	5833 Mountain View Dr, Glendale, AZ, 85309	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415994	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-401662	CLM	Christina Sandoval	1983-12-28	UHC-51663-15	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423026	CLM	Santiaggo Alleen	1975-09-04	UHC-39555-75	6045774368	2932 Ocean Ave, Nashville, TN, 37213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426026	CLM	Valentina Welch	—	UHC-93033-26	8166164652	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-426170	CLM	Joan K Long	1997-04-21	UHC-83158-92	—	6094 Apache Blvd, Atlanta, GA, 30390	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432240	CLM	Priya Wiliams	1972-03-23	—	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423300	CLM	Sofia Silva	1960-09-16	—	—	7071 Maple Ave, Mesa, AZ, 85288	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-403221	CLM	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr, Denver, CO, 80256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429528	CLM	Carol Duncan	1943-11-01	UHC-01787-21	—	9468 Forest Ave, Scottsdale, AZ, 85254	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430834	CLM	Jesse K Kim	1995-01-28	UHC-52083-96	5297767730	8917 Maple Ave, Phoenix, AZ, 85002	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416932	CLM	Stephen Stevens	1987-10-03	—	—	9133 Sage Ct, Phoenix, AZ, 85087	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410593	CLM	Kim Burns	1964-05-08	UHC-66985-61	2407424572	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-404064	CLM	Judith Myers	1946-09-27	—	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408813	CLM	Henderson Sarah	1972-04-16	UHC-24133-93	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-413715	CLM	Dneise Hayes	2007-04-27	—	9046035297	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432438	CLM	Grace McDonald	1987-08-11	—	2779075625	5506 Maple Ave, Tucson, AZ, 85742	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431665	CLM	Natalie Bennett	1992-11-25	UHC-71271-45	—	517 River Rd, Houston, TX, 77063	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415395	CLM	Kathy Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-414774	CLM	Frances Z White	1968-11-16	—	—	3852 Main St, Dallas, TX, 75296	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420337	CLM	Raymond N Mills	—	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-401805	CLM	Natalie W Herrison	1962-12-17	UHC-82848-19	5344398162	3976 Broadway, Las Vegas, NV	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more

13,120 rows, page 152 of 263Previous Next