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-58231	TPA	Randy Burke	1948-05-15	—	—	1425 River Rd, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63345	TPA	Nicholas R Wright	1948-05-06	—	—	9424 Park Pl, Columbus, OH, 43204	0.66	Name re-cased SSN last four extracted State name converted to code Whitespace trimmed+1 more
TPA-62222	TPA	Margaret Jensen	1954-12-27	—	—	5804 Sunset Blvd, Minneapolis, MN, 55494	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55877	TPA	Albert Hayes	1993-09-23	—	—	1017 Willow Ct, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58117	TPA	Diego T Snyder	1949-08-27	—	—	8410 Valley View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58118	TPA	Diego T Snyder	1949-08-27	—	—	8410 Valley View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58398	TPA	Helen Jimenez	1975-09-22	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57995	TPA	Victoria I Peterson	2004-03-17	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-53492	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
TPA-56082	TPA	Carlos Fields	2005-11-05	—	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-61946	TPA	Marcus Ford	1973-01-02	—	—	4043 Washington St, Eden Prairie, MN, 55344	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52780	TPA	Frances Mason	1979-03-07	—	—	7506 Highland Ave, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-60887	TPA	Joseph Murray	1957-08-06	—	—	3641 Union St, Eden Prairie, MN, 55350	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54758	TPA	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57808	TPA	Eugene Graham	2004-10-26	UHC-44398-20	—	1088 Maple Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51938	TPA	Wei Gardner	1971-04-01	—	6495336650	7039 Apache Blvd, Columbus, OH, 43244	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51241	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-52928	TPA	Terrry F Kelly	—	—	7678597949	2627 Highland Ave, Phoenix, AZ, 85077	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50815	TPA	Gabriel Hanson	1981-07-24	—	8286453056	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-63414	TPA	Margaret Jordan	—	—	6437042374	4851 Harbor Blvd, Denver, CO, 80295	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56592	TPA	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-62770	TPA	Karen Morales	1943-05-21	—	—	6903 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52629	TPA	Carroll Alice	1942-01-23	—	—	7653 Bayshore Dr, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63374	TPA	Pat Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50483	TPA	Nicole Chapman	1981-08-15	UHC-66699-97	—	7843 Meadow Ln, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58328	TPA	Jonathan George	1950-03-11	—	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-59442	TPA	Jun Kelly	1946-10-24	—	—	2386 Central Ave Apt 34, Phoenix, AZ, 85057	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-51799	TPA	Emily Rojas	1973-08-11	—	4547015886	3655 Market St, Las Vegas, NV	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-61649	TPA	Jeremy Fields	1941-08-04	—	—	806 Jefferson Ave, San Antonio, TX, 78264	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57882	TPA	Sean N Hicks	1971-01-22	—	—	7299 Baseline Rd, Atlanta, GA, 30397	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63159	TPA	Sandra G Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-50729	TPA	Joe Lynch	1939-05-17	—	—	3000 Lake View Rd, Fresno, CA, 93719	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53737	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60927	TPA	Heather Carr	1940-09-28	—	—	7272 Spring St, San Antonio, TX, 78284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53021	TPA	Keith Dixon	2004-09-02	—	7757626439	9147 Hillcrest Rd, Fresno, CA, 93754	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58548	TPA	Gloria Stone	1945-12-08	—	—	2470 Indian School Rd, Fresno, CA, 93724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56128	TPA	Priya Gonzales	1946-02-20	—	6446722901	8243 Hillcrest Rd, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64260	TPA	Jerry Weber	2007-02-02	—	—	1357 Union St, Eden Prairie, MN	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
TPA-58425	TPA	Katherine Perry	1973-08-28	—	—	9316 Sage Ct, Tampa, FL, 33668	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54396	TPA	Joan Clark	1967-11-09	—	—	3163 Grand Ave Apt 38, Atlanta, GA, 30308	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51659	TPA	Luis Hguhes	1987-03-13	—	—	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
TPA-58498	TPA	Joseph Moore	1990-05-26	UHC-14260-60	—	5602 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52264	TPA	Richard Hudson	1974-01-08	—	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64068	TPA	Cynthia Le	1945-09-14	—	—	3532 Pine Dr, Chandler, AZ, 85275	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52018	TPA	Philip O Carpenter	1952-03-23	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52829	TPA	Jessica Andraws	1975-11-03	—	—	8940 Meadow Ln Apt 11, Las Vegas, NV, 89107	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60456	TPA	—Junk	2000-09-03	UHC-97938-47	—	7552 Sunset Blvd, Scottsdale, AZ, 85263	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more

14,135 rows, page 85 of 283Previous Next