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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404958	CLM	Rachel Espinoza	1953-02-14	—	—	9180 Grand Ave, San Antonio, TX, 78210	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407654	CLM	Emma Graham	1978-09-13	—	—	6542 Central Ave, Glendale, AZ, 85306	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426526	CLM	Ray Carpenter	1968-04-14	UHC-37527-46	9809553635	64 Palm Dr, Tucson, AZ, 85720	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418063	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414608	CLM	Rachel Perez	1996-09-20	—	4264143253	6993 Mountain View Dr, Chandler, AZ, 85206	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417549	CLM	Clark Brian	1987-06-26	UHC-00086-75	—	5121 Palm Dr, Charlotte, NC, 28210	0.78	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-401083	CLM	Jimmy Bryant	2000-12-16	UHC-67105-34	7935418540	8331 Mesa Dr, Glendale, AZ, 85377	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-412522	CLM	Yuki Stevens	1989-02-04	UHC-99868-56	—	8690 Mesa Dr, Nashville, TN, 37273	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412425	CLM	Brian Brooks	1959-10-13	UHC-10385-28	—	3457 Union St, Glendale, AZ, 85389	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-417222	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420928	CLM	Theresa G Parker	1993-08-02	—	—	3084 Willow Ct, Plano, TX, 75087	0.78	City re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430236	CLM	Ana Jensen	1943-03-18	—	—	4087 Apache Blvd, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413745	CLM	Marcus Burke	1950-03-16	—	—	6174 Cedar Ln, Tucson, AZ, 85767	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426440	CLM	Ryan Santos	1943-02-27	—	—	6112 Sunset Blvd, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-412474	CLM	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-419036	CLM	Becky Williams	1980-04-20	UHC-32568-63	9349285863	1967 Union St, Charlotte, NC, 28278	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406418	CLM	Heather Singh	1948-01-09	—	—	6811 Elm St, Plano, TX, 75098	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418805	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418806	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425449	CLM	Judy Snyder	2001-04-21	—	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-421268	CLM	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-403144	CLM	Ryan Rios	1988-09-13	UHC-93367-89	8335460505	635 Union St, Tucson, AZ, 85798	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-407699	CLM	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	4347 Lincoln Way, Columbus, OH, 43222	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416672	CLM	Benjamin Yang	1944-10-04	UHC-43975-07	7059092295	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425743	CLM	Yuki Perez	1986-01-19	UHC-27080-83	6265875624	5798 Elm St, Sacramento, CA, 95846	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418971	CLM	Logan Luna	1942-09-06	UHC-90592-70	—	8848 Cedar Ln, Scottsdale, AZ, 85297	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417871	CLM	Danielle Carter	1959-10-04	UHC-75129-77	—	8020 Highland Ave, Atlanta, GA, 30358	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403959	CLM	Donald Bishop	1944-01-26	UHC-63974-50	4717731791	9402 Maple Ave, Charlotte, NC, 28262	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432343	CLM	Ethan Mejia	1972-03-07	—	5592507804	5630 Church St, Tempe, AZ, 85292	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-402660	CLM	Cheryl F Vasquez	1997-07-02	—	8685691985	6164 Jefferson Ave, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-431590	CLM	Linda Morris	1955-08-06	UHC-71276-86	4099501312	691 Broadway, Columbus, OH, 43270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426658	CLM	Hannah Ortiz	1957-10-10	UHC-87191-37	—	6790 Harbor Blvd, San Diego, CA, 92126	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409613	CLM	Marcus Jacobs	2004-09-07	UHC-04044-52	3787405430	3489 Church St, Phoenix, AZ, 85072	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411219	CLM	Kevin Mills	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419575	CLM	Dylan Robinson	2007-07-15	UHC-25806-40	—	3396 Maple Ave, Orlando, FL, 32819	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed 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-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-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-406999	CLM	Megan Williams	1939-04-10	UHC-64753-11	7909719764	8738 Washington St, Phoenix, AZ, 85049	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418418	CLM	Henry Wells	1938-11-01	—	2087534582	539 Lincoln Way, Plano, TX, 75092	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417974	CLM	Douglas Z Gonzales	1991-07-21	UHC-51488-52	7442195854	1017 Apache Blvd, Dallas, TX, 75218	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-420654	CLM	Jlie Kelly	1984-06-24	UHC-04129-50	9223612848	6254 Broadway, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-425397	CLM	Omar Castro	1951-12-07	—	—	7219 Oak St, Miami, FL, 33180	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-421902	CLM	Alexis Price	1958-09-09	UHC-80433-48	9034940566	1324 Main St, Scottsdale, AZ, 85248	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432556	CLM	Sandra M Scott	1974-11-01	UHC-00116-94	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404983	CLM	Kaern Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404984	CLM	Kaern Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403137	CLM	Mei Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ, 85261	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401720	CLM	Patricia Price	1985-05-18	UHC-93968-03	—	8942 Apache Blvd, Phoenix, AZ, 85097	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414959	CLM	Dennis Dunn	1984-08-27	—	—	8612 Central Ave, Fresno, CA, 93783	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

2,352 rows, page 41 of 48Previous Next