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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408905	CLM	Kevin A Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28905	PRV	Diane Castillo	1968-06-08	UHC-29993-99	4447381256	8444 Camelback Rd, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22491	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22490	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22643	PRV	Paul Warren	1989-02-11	UHC-23202-90	6558986393	4438 Willow Ct, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50138	TPA	Laura Henderson	1939-09-02	UHC-08977-16	5684303972	6222 Union St, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107069	ENR	Natalie Larson	1999-01-13	UHC-29101-12	7118741072	199 Grand Ave, Plano, TX, 75040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54057	TPA	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd # 599, Dallas, TX, 75274	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20169	PRV	Amy Husdon	1994-02-15	UHC-74527-15	8087278334	8671 Willow Ct, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-432758	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124966	ENR	Ashley D Hall	2002-03-15	UHC-12898-35	2685977492	5373 Jefferson Ave Apt 27, Nashville, TN, 37281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410526	CLM	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave # 211, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-428921	CLM	Andrea Griffin	1985-06-07	—	—	5822 Bayshore Dr Apt 1, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415157	CLM	Martha Green	1962-09-08	—	6006751907	6176 Harbor Blvd, Dallas, TX, 75258	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52045	TPA	Kathleen Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404628	CLM	Evelyn Wilson	1962-02-16	UHC-19839-19	9375449977	9772 Forest Ave, Plano, TX	0.62	Two-digit birth year Phone reformatted State code upper-cased ZIP missing+3 more
TPA-50471	TPA	Heather Ramos	1952-08-23	—	4993369586	8971 Canyon Rd, San Diego, CA, 92135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56973	TPA	Charles Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127473	ENR	Marcus Rojas	1979-09-12	UHC-13207-05	9517343345	6350 Sunset Blvd Apt 29, Miami, FL, 33195	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430913	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407816	CLM	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403567	CLM	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119913	ENR	Natalie Henry	1944-08-18	UHC-47059-01	—	7338 Jefferson Ave, Fresno, CA, 93723	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125750	ENR	Mariana X Kellly	1981-08-25	UHC-11420-45	6816069230	5286 Indian School Rd Apt 40, Miami, FL, 33119	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105077	ENR	Ralph Martin	1998-03-07	UHC-12107-12	8033433261	6955 Harbor Blvd, Glendale, AZ, 85356	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
CLM-404284	CLM	Benjamin Richardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414902	CLM	Gloia A Nguyen	1948-12-13	UHC-36381-18	—	242 Desert Sky Blvd, Denver, CO, 80223	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
CLM-408191	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave, Columbus, OH, 43248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127745	ENR	Doris M Bell	1957-03-09	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61805	TPA	Bobby Ferguson	1975-12-21	—	6909679502	4853 Lake View Rd, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22807	PRV	Sophia Taylor	—	UHC-53505-21	2156519022	9815 Washington St, Orlando, FL, 32842	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-135254	ENR	Joseph D Berry	1999-08-25	UHC-73065-25	5198393357	3868 Main St, Atlanta, GA, 30372	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424691	CLM	Julia Dean	1987-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-26293	PRV	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426184	CLM	Jessica B Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-138216	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138217	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412210	CLM	Natalie Medina	1987-05-27	UHC-13431-91	5157806512	6608 Maple Ave, Charlotte, NC, 28262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429594	CLM	Martha Watkins	—	UHC-39674-45	7984442945	6223 Spring St, Seattle, WA, 98127	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137854	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426890	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419026	CLM	Jack Jenkins	—	UHC-75461-96	—	7076 Church St, Atlanta, GA, 30329	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-101245	ENR	Douglas J Hughes	1942-02-13	UHC-77466-69	3112311066	9585 Union St, Atlanta, GA, 30383	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 227 of 1,426Previous Next