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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-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-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-63331	TPA	Christian I Simmons	—	—	—	8494 Central Ave, Phoenix, AZ, 85092	0.66	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+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-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-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-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-62381	TPA	Anthony Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave # 871, Los Angeles, CA, 90081	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-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-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-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
TPA-58535	TPA	Pat Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63227	TPA	Jesse Jones	1967-07-15	—	—	9066 Union St, Tampa, FL, 33627	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64102	TPA	Frances Williamson	1960-12-08	—	9629396617	3123 Mountain View Dr, Nashville, TN, 37278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56627	TPA	Amanda Carter	2008-02-14	—	—	4036 Valley View Dr, Chandler, AZ, 85274	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-63290	TPA	Alexis Weber	1980-03-26	—	—	5247 Market St, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-53432	TPA	Carol Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58000	TPA	Arthur Oliver	1995-04-22	—	—	8600 Union St, Houston, TX, 77051	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63086	TPA	Helen Diaz	2000-05-28	—	6268903419	5905 Camelback Rd # 739, Columbus, OH, 43202	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59973	TPA	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61169	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61028	TPA	Jeremy Henderson	1994-12-07	—	4864125425	887 Desert Sky Blvd, Miami, FL, 33164	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61044	TPA	Kyle Miller	—	—	—	436 Union St, Minneapolis, MN, 55458	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-59533	TPA	Aisha Turner	1998-07-10	—	—	764 Forest Ave, Austin, TX, 78764	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52419	TPA	Grace Ramos	1989-10-27	UHC-17338-10	—	8508 Maple Ave, Minneapolis, MN, 55492	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54997	TPA	Ahmed Johnson	1980-07-19	—	—	1865 Ocean Ave, Columbus, OH, 43297	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51906	TPA	Teresa George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

7,767 rows, page 77 of 156Previous Next