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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409690	CLM	Kelly Flores	1971-04-25	—	—	4492 Park Pl, Scottsdale, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-425417	CLM	Samantha Palmer	2008-02-16	—	—	523 Lake View Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415804	CLM	Mary Miller	1975-10-10	—	6649080750	3851 Cedar Ln, Houston, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-407795	CLM	Zachary Aguilar	1944-03-27	—	3964151017	6999 Palm Dr, Jacksonville, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-431981	CLM	Priya Thmpson	1989-08-09	UHC-68026-77	—	7541 Palm Dr, Tempe, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411765	CLM	Jeffrey Vazquez	2007-06-12	—	5369495497	2458 Lincoln Way, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-414592	CLM	Kevin George	1941-01-17	—	—	1143 Jefferson Ave, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-427182	CLM	Jacob Patterson	1994-09-20	—	4379098406	3426 Maple Ave, Dallas, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411748	CLM	Seean Price	1983-08-27	—	6913146948	8150 Harbor Blvd, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413344	CLM	Joe R Rose	2000-03-27	UHC-80700-65	—	3430 Hillcrest Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417363	CLM	Marcus Carpenter	1949-03-08	—	—	92 Park Pl, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417364	CLM	Marcus Carpenter	1949-03-08	—	—	92 Park Pl, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-424382	CLM	Richard Chapman	1999-11-01	—	8314581341	5513 Desert Sky Blvd, Plano, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405887	CLM	Ethan Robertson	1965-12-09	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432053	CLM	Abigail Webb	1998-07-23	—	—	7718 Harbor Blvd, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403904	CLM	Ralh Martin	1998-03-07	UHC-12107-12	—	3214 Valley View Dr, Los Angeles, CA	0.80	Member ID reformatted City re-cased ZIP missing Placeholder values cleared
CLM-416197	CLM	Justin Jenkins	1957-12-15	—	—	9632 Palm Dr, Scottsdale, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418657	CLM	Tucker Gay	2000-06-04	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
CLM-422378	CLM	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-407246	CLM	Grace Hayes	1964-09-27	UHC-70367-18	2225621741	4935 Apache Blvd, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432621	CLM	Walter T Rios	1956-10-13	UHC-18644-99	—	3523 Broadway, Chandler, AZ	0.80	Name re-cased Address re-cased ZIP missing Placeholder values cleared
CLM-430137	CLM	Ronald U Butler	1971-07-18	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400395	CLM	Yuki Alvarez	1968-03-25	UHC-52693-23	6543006021	2679 Oak St, Phoenix, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-430186	CLM	Runald Thomas	1999-03-07	UHC-18112-04	6868544321	700 Grand Ave, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400458	CLM	Janice Santiago	1940-08-07	UHC-59241-87	4093028714	5231 Oak St, Jacksonville, FL	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP missing
CLM-413951	CLM	Abigail Romero	1978-01-03	—	—	4879 Desert Sky Blvd, San Antonio, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-412962	CLM	Bryan Alvarez	1955-06-09	UHC-34162-31	9589694496	5263 Canyon Rd, Eden Prairie, MN	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-420576	CLM	Willie Daniels	2006-11-01	—	—	604 Broadway, San Antonio, TX	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-406784	CLM	Robert Dunn	1969-08-27	—	3044965421	4219 Indian School Rd, Plano, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-425393	CLM	Janet Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423133	CLM	Bruce Jackson	1956-01-19	—	—	8460 Oak St, Jacksonville, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408021	CLM	Carlos Stone	1982-01-01	—	—	3927 Lincoln Way, Atlanta, GA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-403855	CLM	Anna L Armstrong	2002-07-05	UHC-24555-91	4383975442	2216 Willow Ct, Plano, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422160	CLM	Paul Romaro	1971-11-27	UHC-28842-64	—	8261 Harbor Blvd, Miami, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409517	CLM	Amanda Nunez	1973-09-04	UHC-71122-93	—	7796 Main St, Atlanta, GA	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418561	CLM	Stephen Cox	1997-04-01	—	9453304929	9136 Broadway, San Antonio, TX	0.80	Phone reformatted Address re-cased ZIP missing Placeholder values cleared
CLM-428098	CLM	Kathleen Hudson	1949-01-18	—	7937086911	7360 Church St, Miami, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405264	CLM	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-431307	CLM	Amber Mills	1988-04-07	UHC-83923-02	4644549085	6809 River Rd, San Diego, CA	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-424027	CLM	Yuki Evans	1984-12-08	—	—	8031 Broadway, San Antonio, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405315	CLM	Samuel Diaz	1954-09-13	UHC-54213-52	—	1684 Oak St, Atlanta, GA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401520	CLM	Christopher Chen	1983-02-11	UHC-36761-10	—	7443 Main St, Chandler, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419327	CLM	Ann Hduson	1947-09-06	—	—	2748 Palm Dr, Eden Prairie, MN	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-414417	CLM	Ronald X Murray	1953-02-23	—	2799224710	1842 Meadow Ln, Gilbert, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-416082	CLM	Priya Howarrd	1977-10-20	UHC-63338-41	—	269 Desert Sky Blvd, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416987	CLM	Diane Maldonado	1965-07-17	UHC-17511-15	—	8807 Broadway, Minneapolis, MN	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416502	CLM	Jesse Barnes	1969-03-23	UHC-14334-26	—	2923 Church St, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404839	CLM	Barbara Waaver	2006-11-02	UHC-82682-70	—	9677 Lincoln Way, Fresno, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-430702	CLM	Angela Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-411190	CLM	Brandon Bennnett	1950-02-23	—	6732208340	3332 Bayshore Dr, Sacramento, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared

2,072 rows, page 37 of 42Previous Next