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 “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
TPA-59872	TPA	Teresa Fox	1981-12-23	—	—	4557 Palm Dr, Orlando, FL, 32865	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59290	TPA	Denise Riley	1990-08-11	—	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more
TPA-64218	TPA	Carl McCoy	1966-04-05	—	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52622	TPA	Steven Salazar	1950-05-26	—	—	694 Bayshore Dr Apt 21, Fresno, CA, 93798	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
TPA-59046	TPA	Beverly Chapman	1975-07-20	—	—	2771 Lake View Rd, Las Vegas, NV, 89180	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-55673	TPA	Amy Dominguez	1976-03-19	UHC-21901-22	—	2826 Union St, Sacramento, CA, 95885	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51865	TPA	Gary Welch	1940-12-20	—	—	1042 Church St, Tampa, FL, 33621	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57913	TPA	Ann Ford	1943-01-09	—	—	3659 Ridge Rd, Houston, TX, 77081	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51145	TPA	Charlotte Shaw	1941-11-28	—	—	9013 Canyon Rd, Chandler, AZ, 85211	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55996	TPA	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
TPA-56336	TPA	Bobby Stone	1954-07-02	—	7399530508	2672 Grand Ave, Scottsdale, AZ, 85241	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59517	TPA	Kimberly Wright	1983-10-10	—	—	6957 Bayshore Dr, Los Angeles, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54681	TPA	Lawrence Cunningham	1998-07-17	—	—	9321 Mesa Dr # 239, Mesa, AZ	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57340	TPA	Dorothy Wagner	—	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-53472	TPA	Tyler Long	1981-04-15	—	4175177821	5731 Main St, Sacramento, CA, 95888	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58191	TPA	Lauren Castillo	1950-01-17	—	—	8106 Willow Ct Apt 25, Tempe, AZ, 85266	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63699	TPA	Douglas Smith	1939-02-21	—	3554501225	6704 Valley View Dr, Seattle, WA, 98166	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-53571	TPA	Sofia Y Romero	1978-10-13	—	—	8981 Willow Ct, Glendale, AZ, 85349	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-58633	TPA	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63587	TPA	Ruth B Price	1965-03-04	—	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-61964	TPA	Olivia Grant	2003-08-15	UHC-01709-43	—	4874 Willow Ct, San Diego, CA, 92165	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61140	TPA	Catherine Day	1943-07-04	—	—	5538 Grand Ave, Plano, TX	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61173	TPA	Gloria Clark	1976-08-27	UHC-28114-30	—	5774 Indian School Rd, Sacramento, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-59999	TPA	Joe Obrrien	—	—	—	832 Oak St, Jacksonville, FL, 32288	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
TPA-55264	TPA	Donald Park	1972-01-09	—	—	1942 Forest Ave # 852, Gilbert, AZ	0.52	Date of birth reformatted Unit split from street State name converted to code ZIP missing+2 more
TPA-61320	TPA	Madison Rose	1966-11-16	UHC-58752-22	—	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62194	TPA	Russell Duncan	1988-08-26	—	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55937	TPA	Charles Austin	1979-02-16	—	—	787 Grand Ave, Mesa, AZ, 85271	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55840	TPA	Anthony Aguilar	1989-11-06	—	7628088884	7499 Jefferson Ave, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63482	TPA	Rachel Turner	1990-04-03	—	2126527212	2262 Apache Blvd, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-53105	TPA	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd # 478, Charlotte, NC, 28269	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62213	TPA	Tyler Z Sanders	1994-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-54357	TPA	Peter Wong	1965-05-19	—	3798657689	1640 Ocean Ave, Seattle, WA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63895	TPA	Pamela Young	—	—	—	3553 River Rd, Columbus, OH	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53736	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52319	TPA	Dennis Lane	2006-01-24	—	—	5757 Oak St, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62987	TPA	Christina Robinson	1984-12-26	UHC-12497-27	—	9312 Apache Blvd, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60578	TPA	Pamela Sanders	1960-06-11	—	—	5409 Washington St, Nashville, TN, 37230	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62409	TPA	Roger Hrrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave Apt 18, Glendale, AZ, 85389	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-51269	TPA	Willie Williamson	1980-02-11	—	4746465626	7994 Canyon Rd Apt 10, San Antonio, TX, 78239	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-53759	TPA	Diane Butler	1984-02-05	—	4077191224	309 Hillcrest Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
TPA-51385	TPA	Henry T Bishop	1969-11-06	—	—	1886 Church St, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-62799	TPA	Willie Gardner	1989-02-19	UHC-17309-82	—	3227 Central Ave, Atlanta, GA, 30388	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54791	TPA	Kathy Garza	1962-07-25	—	—	5978 Elm St # 673, San Diego, CA, 92113	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more

14,135 rows, page 19 of 283Previous Next