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

All sources, 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-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
TPA-57675	TPA	Rachel N Evans	1992-12-22	—	6498356296	6573 Grand Ave, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-127940	ENR	Douglas Padilla	1983-05-27	UHC-70673-95	6709213908	6987 Park Pl, Atlanta, GA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-415593	CLM	Anna Ortega	1998-07-16	—	—	1899 Elm St, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-112789	ENR	Elijah Castillo	1953-09-23	UHC-83539-81	4707023292	2305 Oak St, Chandler, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
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
TPA-54606	TPA	Sam Martinez	1964-04-01	—	—	6530 Cedar Ln, Glendale, AZ	0.82	ZIP missing Whitespace trimmed 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
TPA-57578	TPA	Amber Harvey	1998-10-18	UHC-45573-36	7266256662	6154 Main St, Dallas, TX	0.82	Date of birth reformatted Member ID reformatted ZIP missing
TPA-53764	TPA	Kenneth Pena	2007-04-09	UHC-19981-86	—	8856 Main St, Mesa, AZ	0.82	City re-cased ZIP missing 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
ENR-110412	ENR	Gabriel F Castllo	1953-08-13	UHC-16590-33	6532814797	8696 Willow Ct, Phoenix, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-139688	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ	0.82	ZIP missing Plan code upper-cased Whitespace trimmed
ENR-134111	ENR	Carol D Arnold	1994-11-22	UHC-29564-55	4317751242	8501 Central Ave, Minneapolis, MN	0.82	Date of birth reformatted ZIP missing Plan code upper-cased
TPA-53815	TPA	Nathan Bennett	1952-12-14	—	9715566125	2690 Lincoln Way, Denver, CO	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
ENR-115647	ENR	Timothy S Schultz	1993-09-18	UHC-38662-63	7964921643	3879 Hillcrest Rd, Atlanta, GA	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-62584	TPA	Teresa Roberts	1968-09-01	—	—	1856 Sage Ct, Sacramento, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
PRV-23090	PRV	Ethan Lopez	1983-05-12	UHC-27810-97	7056804337	7340 Palm Dr, Fresno, CA	0.82	Phone 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
PRV-20229	PRV	Anna S Fisher	1990-09-28	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.82	Phone reformatted 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
ENR-138280	ENR	Robert A Porter	2003-10-01	UHC-64616-58	4028565946	806 Jefferson Ave, Austin, TX	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-104419	ENR	Kenneth K Willis	2005-12-15	UHC-99627-93	9232227699	3549 Lincoln Way, Seattle, WA	0.82	Name re-cased Date of birth reformatted ZIP missing
ENR-115129	ENR	Jordan Bowman	1977-09-10	UHC-13738-33	3897491542	732 Bayshore Dr, Jacksonville, FL	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-138428	ENR	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr, Gilbert, AZ	0.82	Phone reformatted Member ID reformatted ZIP missing
PRV-25915	PRV	Wayne Ray	1973-12-03	—	9297003107	7029 Cedar Ln, Jacksonville, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-122919	ENR	Betty Z Mason	1987-07-19	UHC-13974-16	2442832551	4776 Hillcrest Rd, Tempe, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
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
PRV-22818	PRV	Danielle Torres	2003-09-16	—	8558324572	3202 Central Ave, Orlando, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-23460	PRV	Angela Grene	1952-05-01	—	—	3078 Sage Ct, San Antonio, TX	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-117198	ENR	Donald Welch	1974-01-20	UHC-93865-27	2044459552	1646 Ocean Ave, Seattle, WA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-62880	TPA	Mei D Griffin	1994-03-17	—	—	9170 Union St, Tucson, AZ	0.82	ZIP missing Whitespace trimmed 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
ENR-139070	ENR	Carolyn Bennett	1940-02-08	UHC-56432-79	2295118147	8185 Lincoln Way, Houston, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
PRV-27618	PRV	Matt Morrison	1950-04-22	UHC-11689-47	4068912755	9655 Sunset Blvd, Eden Prairie, MN	0.82	Member ID 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
ENR-142447	ENR	Carol R Morrison	1948-01-27	UHC-77467-13	9794716665	246 Central Ave, Tempe, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-132398	ENR	Rebecca N Yang	1964-06-14	UHC-52938-04	6159991239	9739 Lake View Rd, San Diego, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-132399	ENR	Rebecca N Yang	1964-06-14	UHC-52938-04	6159991239	9739 Lake View Rd, San Diego, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-123353	ENR	Grace S Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN	0.82	Name re-cased Phone reformatted ZIP missing
ENR-138847	ENR	Marilyn A Scott	1944-11-18	UHC-04431-02	4604975293	1703 River Rd, Jacksonville, FL	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
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
ENR-101545	ENR	Pamela F Diaz	1967-12-02	UHC-10177-33	—	9808 Elm St, Atlanta, GA	0.82	Date of birth reformatted ZIP missing 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

7,146 rows, page 140 of 143Previous Next