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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414300	CLM	Maria A Kim	1946-06-22	UHC-55425-51	—	1529 Market St, Tempe, AZ, 85233	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-116985	ENR	Justin M Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129693	ENR	Patty Rmirez	1952-06-20	—	—	6656 Mesa Dr, Las Vegas, NV, 89142	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-422617	CLM	Stephanie Day	1968-05-02	UHC-13402-27	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-120351	ENR	Chris Q Vasquez	1988-07-26	UHC-43910-86	—	7335 Canyon Rd, San Diego, CA, 92190	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129270	ENR	Ryan D Reed	1954-01-18	UHC-08268-31	—	7022 Elm St, Charlotte, NC, 28289	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
PRV-22298	PRV	Albert Ortiz	—	UHC-43635-68	—	5853 Union St, Phoenix, AZ, 85051	0.66	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+1 more
CLM-432715	CLM	Randy Riley	1975-07-01	—	—	2611 Jefferson Ave, Plano, TX, 75054	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29587	PRV	Eugene A Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141525	ENR	Terry Hansen	1995-10-11	UHC-30891-70	—	213 Pine Dr, Columbus, OH, 43272	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-114678	ENR	Gabriel K Ortega	1956-10-12	UHC-41006-25	—	9315 Washington St, Jacksonville, FL, 32292	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20013	PRV	Olivvia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Two-digit birth year Phone missing area code City re-cased+1 more
CLM-406086	CLM	Brandon Hyll	1984-07-26	UHC-22856-42	—	9744 Maple Ave, Scottsdale, AZ, 85223	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23409	PRV	Juan C Singh	1968-07-02	—	—	4657 Cedar Ln, Miami, FL, 33155	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413171	CLM	Susan Thompson	1978-07-14	UHC-86388-83	—	3690 Cedar Ln, Mesa, AZ, 85291	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-122870	ENR	Megen Hoffman	1961-11-17	UHC-02359-58	—	7890 Maple Ave, Denver, CO, 80229	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-133090	ENR	Santiago Baker	1991-02-27	UHC-82806-01	—	3643 Park Pl, Los Angeles, CA, 90027	0.66	Name re-cased Phone missing area code Email lower-cased Gender normalised+1 more
CLM-426936	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-121406	ENR	Kathryn K Little	1946-03-07	UHC-34920-10	—	6089 Mesa Dr, Miami, FL, 33173	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
ENR-107532	ENR	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138600	ENR	Wei M Ellis	1949-05-20	UHC-35158-42	—	2051 Central Ave # 810, San Diego, CA, 92180	0.66	Name re-cased Phone missing area code Unit split from street Email lower-cased+1 more
TPA-55108	TPA	Gabirel Hunter	1960-02-28	—	—	7884 Pine Dr, San Diego, CA, 92168	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-403643	CLM	Elijah Stephens	1961-12-16	UHC-35712-96	—	6193 Cedar Ln, Eden Prairie, MN, 55393	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27251	PRV	Mei Alexander	1941-04-04	UHC-21643-14	—	968 Ridge Rd, Sacramento, CA, 95820	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-113607	ENR	Harold G Collins	1967-01-25	—	—	6463 Ridge Rd, Gilbert, AZ, 85206	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137623	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	—	5533 River Rd, Jacksonville, FL, 32240	0.66	Name re-cased Phone missing area code Member ID reformatted Gender normalised+1 more
ENR-118054	ENR	Abigail Yang	1949-11-14	UHC-01078-40	—	5881 Jefferson Ave, Orlando, FL, 32861	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-61009	TPA	Barbara Ruiz	1977-06-24	—	—	695 Willow Ct, Tempe, AZ, 85228	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-405192	CLM	Benjamin Hunt	1993-07-05	—	—	8179 Indian School Rd, Atlanta, GA, 30372	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417870	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107549	ENR	Virginia Grant	1968-08-03	UHC-27611-32	—	3062 Forest Ave, Columbus, OH, 43296	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-122789	ENR	Julia V Rivera	1983-11-03	UHC-96874-87	—	35 Lake View Rd, Sacramento, CA, 95851	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-110313	ENR	Benjamin Ross	1980-12-02	UHC-35042-30	—	7719 Market St, Minneapolis, MN, 55421	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415576	CLM	Barbara Fisher	1938-06-16	—	—	4226 Church St, Orlando, FL, 32822	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-63719	TPA	Wang Sophia	1950-01-28	—	—	6636 Spring St, Jacksonville, FL, 32277	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102090	ENR	Harold McDonald	1956-04-20	UHC-21719-89	—	8381 Desert Sky Blvd, Orlando, FL, 32829	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-106062	ENR	Andrew J Baker	1945-09-28	UHC-97356-90	—	3614 River Rd, Houston, TX, 77097	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125828	ENR	Christine Clark	1968-02-23	UHC-92710-43	—	4908 Elm St, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129232	ENR	Abigail Obrein	1982-10-28	UHC-11522-72	—	7923 Indian School Rd, Las Vegas, NV, 89158	0.66	Name re-cased Phone missing area code State name converted to code Email lower-cased+1 more
ENR-101421	ENR	John M Scott	2001-12-02	UHC-94559-80	—	6692 Park Pl, Jacksonville, FL, 32253	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-400159	CLM	Scott Ortega	1964-08-05	UHC-63453-39	—	7581 Ocean Ave, Tempe, AZ, 85295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-101843	ENR	Sophia W Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-27143	PRV	Mariaa Hart	1940-09-21	—	—	4802 Union St, Gilbert, AZ, 85265	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414421	CLM	Carl C Mitchell	1939-12-08	—	—	1902 Mesa Dr, Minneapolis, MN, 55408	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
ENR-134079	ENR	Maria Y Lee	1982-11-17	UHC-04729-89	—	4493 Pine Dr, Minneapolis, MN, 55407	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-123508	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	—	1893 Washington St, Chandler, AZ, 85243	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-102939	ENR	Julie K Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411918	CLM	Julia Adams	1962-04-13	—	—	4202 Cedar Ln, Atlanta, GA, 30386	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more

2,021 rows, page 25 of 41Previous Next