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-64427	TPA	Rchel Adams	1939-03-26	—	6705879506	5892 Oak St, Tucson, AZ, 85724	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53629	TPA	Mari Castro	1982-03-13	UHC-41645-88	—	2918 Grand Ave, Columbus, OH, 43214	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63343	TPA	Kevin Cole	1983-12-18	—	—	1759 Forest Ave, Phoenix, AZ, 85030	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52161	TPA	Kathryn Turner	1952-02-22	—	—	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50486	TPA	Dnaiel Bailey	1967-02-12	—	7083385285	6557 Main St, Las Vegas, NV, 89156	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63433	TPA	Bradley F Larrson	1960-11-16	—	—	9556 Maple Ave, Phoenix, AZ, 85057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59481	TPA	Pamela Scott	2003-06-02	—	—	5921 Harbor Blvd, Tucson, AZ, 85761	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60412	TPA	Helen Woods	1975-06-19	—	8329576026	9455 Canyon Rd, Atlanta, GA, 30336	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51656	TPA	Stephen Cook	2001-11-05	UHC-38054-36	8816650692	433 Main St, San Antonio, TX, 78202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56012	TPA	Virginia Roberts	1992-01-18	—	5269748664	1146 Sunset Blvd, Los Angeles, CA, 90079	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56380	TPA	Eugene Washington	1980-11-20	UHC-11579-90	8939804565	9165 Lake View Rd, Houston, TX, 77099	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61351	TPA	Richard Montgomery	1971-02-03	—	—	1231 Market St, Nashville, TN, 37293	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58581	TPA	Jesse Spencer	1969-06-10	—	7362875725	935 Palm Dr, Columbus, OH, 43203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53052	TPA	Austin Walsh	2006-10-21	—	6914855247	8506 Bayshore Dr, Charlotte, NC, 28227	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57379	TPA	Peter Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ, 85255	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57059	TPA	Camila Walsh	1960-01-13	—	—	2775 Harbor Blvd, Tempe, AZ, 85215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54172	TPA	Isabella Parker	1955-02-11	—	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59629	TPA	Sandra Stevens	1963-08-22	—	3853865840	6300 Lake View Rd, Tempe, AZ, 85255	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62648	TPA	Mason Schultz	2002-10-21	—	2939441597	9103 Highland Ave, Columbus, OH, 43215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50218	TPA	Jacob Gomez	1951-07-05	UHC-46357-44	5034133742	3679 Union St, Sacramento, CA, 95811	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60038	TPA	Jose Wagneer	2000-01-15	—	—	2135 Spring St, Scottsdale, AZ, 85211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61923	TPA	Young Ruth	2000-10-28	—	6558933083	335 Desert Sky Blvd, Gilbert, AZ, 85226	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58322	TPA	Larry Chapman	1981-11-16	—	—	3349 Union St, Eden Prairie, MN, 55390	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55354	TPA	Roy Mills	1949-09-10	—	—	1396 Union St, Sacramento, CA, 95803	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55737	TPA	Walter Carr	1972-11-13	—	—	5262 Jefferson Ave, Houston, TX, 77055	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63213	TPA	Charlotte Ramos	1996-05-05	—	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60782	TPA	Noah Garza	2008-06-07	—	5816758587	3042 Market St, Plano, TX, 75014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50612	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62515	TPA	Denise Dominguez	1972-05-01	—	—	2833 Palm Dr, Jacksonville, FL, 32276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56257	TPA	Benjamin Padilla	1974-09-23	—	—	6589 Forest Ave, Austin, TX, 78768	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55144	TPA	Martha J Ramirez	1997-05-05	—	—	9690 Valley View Dr, Los Angeles, CA, 90091	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50040	TPA	Sean Jordan	1974-11-07	—	—	1511 Elm St, Houston, TX, 77092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53696	TPA	Marilyn Reynolds	1945-06-15	—	8509682835	5503 Central Ave, Orlando, FL, 32865	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57703	TPA	Shirley Larson	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-57785	TPA	Josh Snyder	1948-08-20	—	8635173380	2793 Desert Sky Blvd, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57841	TPA	Zachary Rios	1949-06-20	—	—	7635 Oak St, Houston, TX, 77020	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-63118	TPA	Rachel Lawson	1999-11-24	—	—	5424 Washington St, Austin, TX, 78740	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51323	TPA	Laura F Reyes	1987-02-18	—	—	6236 Spring St, Dallas, TX, 75216	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63198	TPA	Janice Park	1971-10-21	—	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53065	TPA	Jesscia Dixon	1950-06-11	—	—	7604 Canyon Rd, Charlotte, NC, 28281	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54265	TPA	Helen Alexander	1967-12-14	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55472	TPA	Heather Simmons	1959-10-01	—	—	839 Central Ave, Sacramento, CA, 95812	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62085	TPA	Mei Grant	1967-07-21	—	—	8400 Main St, Eden Prairie, MN, 55319	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52265	TPA	Richard Hudson	1974-01-08	—	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53807	TPA	Jean Vasquez	1972-09-15	UHC-72732-38	—	447 Ocean Ave, Jacksonville, FL, 32204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58434	TPA	Christine Lawson	1940-02-08	—	4548798020	8494 Market St, Charlotte, NC, 28251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63441	TPA	Matthew Ellis	1967-12-06	UHC-13836-14	—	4838 Jefferson Ave, Houston, TX, 77053	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62465	TPA	Adam Obrien	1982-04-02	—	4268543684	4314 Sunset Blvd, Chandler, AZ, 85208	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64128	TPA	Diego F Ellis	1977-03-18	—	—	7590 Willow Ct, Orlando, FL, 32876	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-61909	TPA	Alexis Arnold	1978-10-19	—	—	6036 Bayshore Dr, San Diego, CA, 92150	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,767 rows, page 95 of 156Previous Next