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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62550	TPA	Richard Rice	1977-10-05	—	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62195	TPA	Nathan Wong	2001-08-11	—	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62461	TPA	Dylan A Greene	1964-02-10	—	—	8214 Mesa Dr, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55620	TPA	Jack P Wells	1996-07-24	—	—	3646 Sunset Blvd, Tempe, AZ, 85249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61025	TPA	Joyce B Jaes	1976-07-06	—	—	6288 Lake View Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-53963	TPA	Noah Robinson	1979-07-12	—	—	6750 River Rd # 206, Denver, CO, 80238	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60758	TPA	Andrea Bryant	1955-03-03	—	4953335604	2442 Church St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51170	TPA	Marcus Richards	2008-01-28	—	—	8720 Market St, Atlanta, GA, 30382	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56701	TPA	Donald Fowler	2005-03-25	UHC-20542-52	2264009481	8557 Central Ave Apt 23, Eden Prairie, MN, 55369	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51772	TPA	Jeremy Richards	1990-07-11	—	—	9885 Union St, Atlanta, GA, 30394	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53684	TPA	Jackie Grant	1978-12-02	UHC-43018-83	—	925 Indian School Rd, Minneapolis, MN, 55418	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52905	TPA	Nency Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61239	TPA	Lauren Schmidt	1958-01-11	—	4944651390	6676 Central Ave, Austin, TX, 78741	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62998	TPA	Theresa Carter	1968-12-13	UHC-04988-64	—	4683 Palm Dr, Chandler, AZ, 85262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52064	TPA	Karen Walker	1965-08-19	—	—	8920 Grand Ave, Denver, CO, 80288	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60591	TPA	Alice Russell	1976-09-09	—	—	1599 Bayshore Dr, Orlando, FL, 32890	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60590	TPA	Alice Russell	1976-09-09	—	—	1599 Bayshore Dr, Orlando, FL, 32890	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52576	TPA	David Lewis	1981-04-09	—	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54227	TPA	Alan V Brown	1974-07-24	—	—	7523 Central Ave, Tempe, AZ, 85234	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-55072	TPA	Juan Beell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-59769	TPA	Alice W Graham	—	—	6428106306	952 Hillcrest Rd, Las Vegas, NV, 89121	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
TPA-62815	TPA	Andrea Morrison	1968-07-20	—	—	7960 Jefferson Ave # 395, Houston, TX, 77095	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64167	TPA	Catherine Allen	1954-03-19	—	—	9190 Harbor Blvd # 115, San Antonio, TX, 78235	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63432	TPA	Bradley Larson	1960-11-16	—	2033107296	9556 Maple Ave, Phoenix, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62033	TPA	Kevin Nguyen	1977-12-18	UHC-97416-97	—	3474 Palm Dr, Tempe, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64089	TPA	Maria Moore	1952-08-07	—	—	3317 Lincoln Way, Atlanta, GA, 30369	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50406	TPA	Justin Gordon	2006-04-25	UHC-77734-83	9728213135	9124 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53829	TPA	Brenda Jimenez	1946-09-24	—	—	3317 Mountain View Dr, Atlanta, GA, 30315	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59960	TPA	Jose Torres	1962-07-26	—	7986801290	5904 Desert Sky Blvd, Eden Prairie, MN, 55389	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51474	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-57926	TPA	Joseph Romero	1989-01-14	—	4585417086	390 Mesa Dr, Miami, FL, 33121	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56915	TPA	Janice Walsh	1941-09-05	—	—	6935 Baseline Rd, Houston, TX, 77024	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-64393	TPA	Sara F Richardson	1969-10-24	—	—	7411 Lake View Rd, Houston, TX, 77089	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-53639	TPA	Benjamin Jensen	1963-09-25	—	—	8817 Forest Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53421	TPA	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60313	TPA	Santiago Fuller	1950-08-15	—	7333547928	7215 Jefferson Ave, Scottsdale, AZ, 85221	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-55389	TPA	Melissa Mendez	1974-11-24	—	—	7492 Desert Sky Blvd Apt 35, Atlanta, GA, 30345	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61572	TPA	Matthew Sanchez	—	—	—	5256 Palm Dr, Scottsdale, AZ, 85242	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-64417	TPA	Wei Phillips	1941-03-09	—	—	4341 Broadway, Eden Prairie, MN	0.66	Name split from “Last, First”Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63716	TPA	Anthony Gibson	1963-06-08	—	—	2139 Forest Ave, Minneapolis, MN, 55428	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53787	TPA	Bety Le	1953-07-25	—	—	9800 Mesa Dr, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62585	TPA	Teresa Roberts	1968-09-01	UHC-57428-11	—	1856 Sage Ct, Sacramento, CA, 95877	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56801	TPA	Bill Wrighht	1999-12-01	—	—	5224 Apache Blvd, Fresno, CA, 93732	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62372	TPA	Lisa Hoffman	1942-01-28	—	—	384 Mesa Dr, Jacksonville, FL, 32281	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60425	TPA	Albrt Santos	1975-05-16	—	—	7865 Hillcrest Rd, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60846	TPA	Ashleey Perry	1968-03-26	—	2574365078	697 Park Pl, Fresno, CA, 93735	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53467	TPA	Brittany Graham	1987-01-04	—	—	3057 Sunset Blvd, Tampa, FL, 33635	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55037	TPA	Charles Liittle	1951-04-09	—	—	2376 Washington St, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56494	TPA	Janet Munoz	1941-09-07	—	—	4965 Mesa Dr, Gilbert, AZ, 85269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52770	TPA	Grace Gonzalez	1947-09-26	—	—	1884 Union St, Las Vegas, NV, 89154	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

7,854 rows, page 67 of 158Previous Next