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-414597	CLM	Sean Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX	0.82	Phone reformatted Member ID reformatted ZIP missing
CLM-417831	CLM	Jessica Martinez	1992-08-15	UHC-78420-75	2872504621	4361 Forest Ave, Sacramento, CA	0.82	Name re-cased Phone reformatted ZIP missing
CLM-430559	CLM	Valentina Johnston	1981-12-19	—	—	8285 Apache Blvd, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-411060	CLM	Fatima Collins	1999-12-24	UHC-63611-25	—	9073 Lincoln Way, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
CLM-427622	CLM	Joes Bradley	2004-11-02	—	—	2268 Ocean Ave, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416240	CLM	Rodriguez Christina	1942-05-15	UHC-66261-77	—	6388 Cedar Ln, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-410075	CLM	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-423837	CLM	Elizabeth Rojas	1978-12-15	UHC-91050-37	—	7251 Apache Blvd, Nashville, TN	0.82	Name re-cased Date of birth reformatted ZIP missing
CLM-415593	CLM	Anna Ortega	1998-07-16	—	—	1899 Elm St, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-425846	CLM	Santiago Taylor	2007-05-16	UHC-94292-93	—	8267 Spring St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-423443	CLM	Steve Payne	1984-09-04	—	—	3739 Baseline Rd, Nashville, TN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415826	CLM	Keith Phillips	1947-06-23	UHC-67866-78	—	4207 Apache Blvd, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410372	CLM	Ralph Jimenez	1998-04-11	—	—	9714 Church St, Sacramento, CA	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-428408	CLM	Pamela Hunt	1938-08-26	UHC-10728-96	—	8742 Willow Ct, Houston, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-422015	CLM	Sofia Lawrence	2001-04-24	—	—	3103 Apache Blvd, Los Angeles, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-412195	CLM	Anddrew Gibson	1950-12-07	—	—	262 Sunset Blvd, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420788	CLM	Janice Parker	1999-11-16	UHC-98137-03	—	5557 Union St, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-424017	CLM	Logan P Robertson	1952-01-10	UHC-96524-80	2852066174	9203 Desert Sky Blvd, Las Vegas, NV	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-400976	CLM	Sean Hunter	1944-01-18	—	6185124174	5604 Pine Dr, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-408696	CLM	Austin W Lopez	1962-12-26	—	—	7809 Cedar Ln, San Antonio, TX	0.82	State code upper-cased ZIP missing Placeholder values cleared
CLM-406516	CLM	Virginia Berrry	1960-09-23	—	—	6980 Canyon Rd, San Diego, CA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-431684	CLM	Sofia Bowman	1959-01-20	—	—	7705 Oak St, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-400199	CLM	Carl Mendez	1990-10-19	UHC-48311-13	—	1007 Valley View Dr, Tempe, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410818	CLM	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409361	CLM	Susan Scott	1971-09-12	UHC-34135-53	7159685927	6472 Main St, San Diego, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-414243	CLM	Jess Morgan	1957-05-01	—	3054304965	4019 Meadow Ln, Glendale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-402291	CLM	Michael Reyes	1945-11-25	UHC-84549-13	—	6699 Spring St, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421458	CLM	Samantha Ray	1990-09-03	—	4922997700	464 Jefferson Ave, Denver, CO	0.82	Phone reformatted ZIP missing Email lower-cased
CLM-417783	CLM	Fatima Cook	1956-10-19	—	—	3839 Spring St, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423275	CLM	Denise Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-414288	CLM	Raymond Lawrence	1949-08-08	—	7416800946	9838 Canyon Rd, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-400915	CLM	Justin Ray	1999-07-07	UHC-04481-51	—	1742 Grand Ave, Atlanta, GA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410199	CLM	Dennis Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429458	CLM	Victoria Gray	1978-09-01	UHC-19111-25	—	580 Sage Ct, Eden Prairie, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432014	CLM	Arjun Santos	1960-05-14	—	—	866 Hillcrest Rd, Eden Prairie, MN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-425812	CLM	Marcus Thompson	1996-04-15	UHC-71607-73	—	4858 Apache Blvd, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
CLM-417350	CLM	Diana Bell	1949-01-04	UHC-46851-26	—	6694 Canyon Rd, San Diego, CA	0.84	ZIP missing Placeholder values cleared
CLM-413136	CLM	Marilyn S Aguilar	1989-02-22	UHC-10198-70	4464578877	4665 Baseline Rd, Chandler, AZ	0.84	ZIP missing Placeholder values cleared
CLM-413135	CLM	Marilyn S Aguilar	1989-02-22	UHC-10198-70	4464578877	4665 Baseline Rd, Chandler, AZ	0.84	ZIP missing Placeholder values cleared
CLM-415084	CLM	Joseph Vasquez	2003-04-28	—	—	4444 Palm Dr, Sacramento, CA	0.84	ZIP missing Placeholder values cleared
CLM-424811	CLM	Charles W Reid	1969-06-14	UHC-11944-53	3702182011	3202 Lincoln Way, Tempe, AZ	0.84	ZIP missing Whitespace trimmed
CLM-401393	CLM	Thomas Hanson	1961-12-03	UHC-43892-40	—	226 Elm St, Dallas, TX	0.84	ZIP missing Placeholder values cleared
CLM-400696	CLM	Yuki Nichols	2006-11-24	UHC-94092-96	—	2072 Lincoln Way, Denver, CO	0.84	ZIP missing Placeholder values cleared
CLM-400554	CLM	Emily Shaw	1952-02-06	UHC-85337-03	—	1742 Indian School Rd, Nashville, TN	0.84	ZIP missing Placeholder values cleared
CLM-415709	CLM	Terry Watson	1968-12-15	UHC-91677-64	5534822391	4954 Palm Dr, Phoenix, AZ	0.84	ZIP missing Whitespace trimmed
CLM-424746	CLM	Patrick Kim	1962-11-14	UHC-96604-35	—	2124 Valley View Dr, Tampa, FL	0.84	ZIP missing Placeholder values cleared
CLM-417012	CLM	Beverly Evans	1988-10-08	UHC-35105-28	—	9591 Valley View Dr, Las Vegas, NV	0.84	ZIP missing Placeholder values cleared
CLM-404959	CLM	Bryan Henderson	1964-03-13	—	3654357125	6347 Forest Ave, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
CLM-412000	CLM	Jesse Pena	1965-01-14	—	—	2100 Jefferson Ave, Charlotte, NC	0.84	ZIP missing Placeholder values cleared
CLM-407126	CLM	Valentina Wheeler	1944-03-26	—	—	7039 Broadway, Atlanta, GA	0.84	ZIP missing Placeholder values cleared

2,072 rows, page 41 of 42Previous Next