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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405417	CLM	Roger E Carroll	1972-03-04	—	—	8894 Pine Dr, Plano, TX, 75047	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51376	TPA	Anthony Knight	1973-06-22	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57248	TPA	Yuki Aguilar	1987-12-19	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423362	CLM	Emma Q Sullivan	1967-11-11	UHC-55851-26	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-121703	ENR	Billy Y Jacksoon	1951-06-13	UHC-24158-50	—	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.84	Name split from “Last, First”Placeholder values cleared
CLM-403845	CLM	Kenneth Mitchell	1971-10-10	UHC-90378-34	—	5912 Willow Ct, Austin, TX, 78792	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412181	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.84	Name split from “Last, First”Placeholder values cleared
ENR-106101	ENR	Victoria Howell	1975-03-19	UHC-24098-48	5148923606	6828 Spring St, Las Vegas, NV, 89112	0.84	Name split from “Last, First”Phone reformatted
CLM-414053	CLM	Logan Wang	1943-02-10	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-63030	TPA	Christina Garcia	1969-02-11	—	4336748812	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-429915	CLM	Melissa Soto	1979-06-25	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-110405	ENR	Alexis O Olson	1974-03-23	UHC-56808-89	6328612995	2050 River Rd, Charlotte, NC, 28221	0.84	Name split from “Last, First”Phone reformatted
TPA-61543	TPA	Aelx Daniels	1957-08-17	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-419638	CLM	Athur Sanders	1946-01-06	UHC-56376-33	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-141179	ENR	Christine Robinson	1972-06-05	UHC-30697-65	5133719111	9172 Meadow Ln, Las Vegas, NV, 89111	0.84	Name split from “Last, First”Phone reformatted
TPA-56704	TPA	Martha P Ferguson	1990-08-18	—	—	6568 Broadway, San Antonio, TX, 78288	0.84	Name split from “Last, First”Placeholder values cleared
CLM-411338	CLM	Margaret Y Roberts	1962-05-20	—	3216525886	6363 Highland Ave, Los Angeles, CA, 90039	0.84	Name split from “Last, First”Placeholder values cleared
ENR-124907	ENR	Cheryl Wells	2002-03-22	UHC-16740-01	6815712478	4094 Apache Blvd, Los Angeles, CA, 90085	0.84	Name split from “Last, First”Whitespace trimmed
CLM-406758	CLM	Bruce O Robinson	1945-08-13	UHC-07311-80	—	2956 Spring St, Charlotte, NC, 28208	0.84	Name split from “Last, First”Placeholder values cleared
CLM-408107	CLM	Ralph Lewis	1950-07-23	UHC-43255-16	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-415308	CLM	Christine Pierce	2000-10-11	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-432520	CLM	Bryan Clark	1978-05-19	UHC-37991-27	—	705 Camelback Rd, Tampa, FL, 33638	0.84	Name split from “Last, First”Placeholder values cleared
CLM-411812	CLM	Henry Yang	1987-12-03	UHC-64402-89	—	4104 Highland Ave, Dallas, TX, 75298	0.84	Name split from “Last, First”Placeholder values cleared
ENR-103783	ENR	Diana W Fisher	1945-03-17	UHC-45409-52	2785830053	6134 Canyon Rd, Charlotte, NC, 28296	0.84	Name split from “Last, First”Phone reformatted
ENR-140749	ENR	Nathan G Lee	1995-03-24	UHC-86598-55	5087645433	9123 Desert Sky Blvd, Plano, TX, 75098	0.84	Name split from “Last, First”Phone reformatted
ENR-121005	ENR	Jean Wilson	1943-03-02	UHC-50761-37	8927115598	3814 Apache Blvd, Jacksonville, FL, 32275	0.84	Name split from “Last, First”City re-cased
ENR-133108	ENR	Rebecca Burke	2008-07-21	UHC-91873-66	7139196524	1508 Highland Ave, Austin, TX, 78755	0.84	Name split from “Last, First”Email lower-cased
CLM-407494	CLM	Donna Ward	1967-03-16	UHC-89367-54	—	924 Lincoln Way, Las Vegas, NV, 89133	0.84	Name split from “Last, First”Placeholder values cleared
CLM-416383	CLM	Hiroshi Hudson	1986-10-26	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-124993	ENR	Sharon M Ortega	1972-05-08	UHC-75713-53	9366390348	9011 Willow Ct, Atlanta, GA, 30306	0.84	Name split from “Last, First”Phone reformatted
CLM-425785	CLM	Mariana Hansen	1948-10-02	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-136430	ENR	Sue V Lane	1957-11-21	UHC-36003-05	2198551297	8297 Park Pl, Seattle, WA, 98198	0.84	Name split from “Last, First”Whitespace trimmed
TPA-58584	TPA	Joe Bishop	1966-10-26	UHC-58513-77	—	4106 Elm St, Tempe, AZ, 85216	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414220	CLM	Andrew Hicks	1956-02-16	—	—	7761 Apache Blvd, Phoenix, AZ, 85077	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428607	CLM	Madison Lawson	1995-11-02	UHC-63078-75	7599881298	8044 Elm St, Tempe, AZ, 85283	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428606	CLM	Madison Lawson	1995-11-02	UHC-63078-75	7599881298	8044 Elm St, Tempe, AZ, 85283	0.84	Name split from “Last, First”Placeholder values cleared
ENR-125178	ENR	Dennis K Lopez	2008-06-06	UHC-05903-15	7516158957	5596 Mountain View Dr, Mesa, AZ, 85244	0.84	Name split from “Last, First”Whitespace trimmed
TPA-55490	TPA	Alexis Watkins	1946-10-08	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414111	CLM	Walter Hunt	1953-06-14	UHC-10496-18	—	1006 Sage Ct, Phoenix, AZ, 85052	0.84	Name split from “Last, First”Placeholder values cleared
CLM-401375	CLM	Ahmed D Lane	1943-10-07	—	—	8041 Forest Ave, Denver, CO, 80233	0.84	Name split from “Last, First”Placeholder values cleared
CLM-403895	CLM	Dylan Turner	1981-03-05	UHC-51775-76	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-55995	TPA	Santiago H Fox	1950-11-04	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-405334	CLM	Hart Sofia	2007-01-01	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-401164	CLM	Sara Guzman	1958-06-21	UHC-83592-91	—	3218 Hillcrest Rd, Eden Prairie, MN, 55354	0.84	Name split from “Last, First”Placeholder values cleared
TPA-56190	TPA	Doris A Li	1999-01-07	UHC-88009-26	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-137971	ENR	Cheryl Q Parker	2003-03-02	—	9053953313	6087 Lincoln Way, Nashville, TN, 37270	0.84	Name split from “Last, First”Email lower-cased
PRV-22272	PRV	Patricia G Aguilar	1953-02-23	UHC-00064-32	—	5789 River Rd, Nashville, TN, 37202	0.84	Name split from “Last, First”Placeholder values cleared
ENR-133463	ENR	Kimberly U Fernandez	1972-08-08	UHC-06067-35	5462978577	7077 Park Pl, Tempe, AZ, 85248	0.84	Name split from “Last, First”Phone reformatted
TPA-55390	TPA	Diego Carroll	1953-07-05	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-422089	CLM	Aisha Knight	1989-12-02	—	9625929286	7610 Mesa Dr, Eden Prairie, MN, 55397	0.84	Name split from “Last, First”Placeholder values cleared

9,980 rows, page 199 of 200Previous Next