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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50765	TPA	Anna King	1941-01-11	—	—	251 Main St, Eden Prairie, MN, 55323	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51387	TPA	Priya West	—	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-54417	TPA	Priya Aguilar	2000-10-24	—	6652304159	6298 Pine Dr, San Diego, CA, 92143	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60882	TPA	Joyce Coleman	1971-05-08	—	7355471842	5607 Meadow Ln # 325, Los Angeles, CA, 90068	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-57645	TPA	Raymond E Howell	1980-05-23	—	—	9124 Highland Ave, Denver, CO, 80242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59811	TPA	Samantha Peters	1997-12-01	—	—	4730 Mountain View Dr, Miami, FL, 33142	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55240	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-63408	TPA	Keith Kennedy	2007-04-08	—	4048591532	8920 Palm Dr, Houston, TX, 77003	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64145	TPA	Kevin Hughes	1944-07-02	—	2064037357	7328 Bayshore Dr, Glendale, AZ, 85319	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60965	TPA	Gabriel Stone	1960-03-14	—	—	8339 Washington St, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55083	TPA	Juan Willlis	—	—	8037177315	5963 Maple Ave, Phoenix, AZ, 85001	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-51265	TPA	Pat McDonald	1961-09-01	—	—	8384 Baseline Rd, Jacksonville, FL, 32286	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51368	TPA	Natalie James	1972-03-18	—	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61462	TPA	Santiago Shaw	1950-05-04	—	—	6613 Harbor Blvd, Phoenix, AZ, 85084	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53748	TPA	Kelly Stewart	1997-10-28	—	—	5781 Jefferson Ave, San Antonio, TX, 78263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61545	TPA	Eric M Andrews	1969-06-10	—	8457893306	2279 Park Pl, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53939	TPA	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-60648	TPA	Teresa Murphy	1967-10-09	—	—	4268 Broadway Apt 19, Mesa, AZ, 85269	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-62843	TPA	Frnak Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-56939	TPA	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-50122	TPA	Santiago Valdez	2000-02-24	UHC-41588-95	—	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60270	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55241	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56910	TPA	Andrew Cole	—	—	9037791532	8388 Cedar Ln, Mesa, AZ, 85218	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-60406	TPA	Jerry Ramos	—	—	—	4035 Sage Ct, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-64124	TPA	Randy Parker	1952-10-17	UHC-86823-72	3703645919	5505 Grand Ave Apt 2, Houston, TX, 77013	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55255	TPA	William Delgado	1946-03-23	UHC-33161-80	4068171785	9138 Sunset Blvd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-54448	TPA	Theresa Diaz	1940-08-20	—	—	1367 Highland Ave, Nashville, TN, 37215	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53828	TPA	Kathleen Harris	1996-05-02	UHC-29359-29	—	7651 Ocean Ave Apt 28, Charlotte, NC, 28297	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54752	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54208	TPA	Aaroon Taylor	1978-06-11	—	—	4151 Sage Ct, Las Vegas, NV, 89197	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54870	TPA	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct # 598, Tampa, FL, 33691	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59456	TPA	Wayne Marshal	1983-10-09	—	3912203085	6085 Church St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62588	TPA	Tyler Peters	2001-11-01	—	—	1544 Market St, Fresno, CA, 93738	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62485	TPA	Mark Y Hicks	1991-04-12	—	—	2633 Hillcrest Rd, Austin, TX, 78718	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55627	TPA	Peter Salazar	1985-08-06	—	—	624 Grand Ave, Dallas, TX, 75246	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-51812	TPA	Carol Perry	1987-06-27	UHC-00745-17	—	2551 Washington St, Plano, TX, 75043	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
TPA-62278	TPA	Sean Kelly	2003-08-08	—	—	4766 Grand Ave, Eden Prairie, MN, 55307	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50272	TPA	Carol Hunt	1967-11-23	—	5533760788	3809 Apache Blvd Apt 30, Columbus, OH, 43215	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-56344	TPA	Diane Weaver	1964-05-12	—	6523849284	2791 Maple Ave, Atlanta, GA, 30319	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52468	TPA	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53838	TPA	Nathan Rose	1964-05-05	—	—	439 Baseline Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50871	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50870	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60067	TPA	Carolyn Cole	1970-01-18	—	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51458	TPA	Ashley Montgomery	1991-10-01	—	2592246684	1873 Highland Ave, Nashville, TN, 37266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61956	TPA	Brittany M Watson	1971-04-25	UHC-75844-21	3348380907	3073 Market St, Sacramento, CA, 95874	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50240	TPA	Matthew Lawson	1995-05-15	—	6187071093	4892 Pine Dr, Mesa, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63288	TPA	Scott Hwoell	1997-12-18	—	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

5,750 rows, page 17 of 115Previous Next