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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52788	TPA	Ryan Rios	—	—	—	4656 Maple Ave, Miami, FL, 33173	0.68	Date of birth unreadable State code upper-cased Gender normalised Placeholder values cleared
TPA-53256	TPA	Emma West	2000-10-12	—	4016245574	4639 Highland Ave, Columbus, OH, 43220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53574	TPA	Charlotte Simmons	1961-05-14	UHC-98486-13	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52393	TPA	Cynthia Tucker	—	—	9889590428	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56440	TPA	Nicole Long	1966-04-13	—	—	200 Grand Ave, Chandler, AZ, 85203	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60630	TPA	Sofia Walkre	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-64265	TPA	Tyler Daniels	1980-04-06	—	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52936	TPA	Virginia Hoffman	1947-09-20	—	—	4417 Spring St, Plano, TX, 75000	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-50078	TPA	Jean Torres	1997-05-05	—	—	2059 Camelback Rd, Houston, TX, 77025	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53685	TPA	Jcqueline Grant	1978-12-02	—	—	9887 Spring St, Charlotte, NC, 28269	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56284	TPA	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ, 85271	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51737	TPA	Elijah Reynolds	—	—	3802925421	2737 Baseline Rd, Chandler, AZ, 85285	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
TPA-50468	TPA	David Contreras	1993-11-13	—	—	8288 Spring St, Glendale, AZ, 85345	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-55828	TPA	Susan Adams	1992-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-51839	TPA	Christine Coleman	1988-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-53459	TPA	Janice Simpson	1998-06-25	—	2879244771	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-61982	TPA	Andrew B Henderson	1965-07-01	UHC-57798-24	—	5559 Maple Ave, Gilbert, AZ, 85226	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-60128	TPA	Joseph Young	1950-05-13	—	—	8157 Highland Ave, Scottsdale, AZ, 85245	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-60946	TPA	Joe Weaver	1989-10-27	—	—	7990 Jefferson Ave, San Antonio, TX, 78245	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-54128	TPA	Adam Evans	1989-10-10	—	8297865093	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59895	TPA	Margaret Griffin	1947-10-20	—	2079049279	3342 River Rd, San Diego, CA, 92158	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51106	TPA	Albert Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-60005	TPA	PJunk	1994-02-05	—	—	9247 Highland Ave, Columbus, OH, 43298	0.68	Gender normalised Whitespace trimmed Placeholder values cleared No usable name (quarantined)
TPA-54478	TPA	Zachary K Long	1957-09-19	—	—	8115 Spring St, Tempe, AZ, 85267	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-56117	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-50979	TPA	Christine R Andrews	1951-11-11	—	5593798758	5495 Willow Ct Apt 33, Mesa, AZ, 85224	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
TPA-58825	TPA	Priya McDonald	—	—	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.68	Date of birth missing Phone reformatted Gender normalised Placeholder values cleared
TPA-59373	TPA	Valentina Q Ellis	1949-10-14	—	—	3256 Market St, Tucson, AZ, 85710	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57266	TPA	Martha Hawkins	2004-12-04	UHC-77244-10	—	3240 Baseline Rd, Houston, TX, 77021	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51888	TPA	Catherine Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St, Seattle, WA, 98189	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50516	TPA	Fatima Davis	1997-04-15	—	—	35 Cedar Ln, Chandler, AZ, 85259	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50454	TPA	Maria Harrison	1998-01-02	—	—	2840 Oak St, Columbus, OH, 43297	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53183	TPA	Bruce Vega	1989-04-11	—	9093221346	3482 Maple Ave, Denver, CO, 80277	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-55388	TPA	Jennifer Le	1952-03-04	—	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60047	TPA	Ruth K Aguilar	1995-07-04	—	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50763	TPA	Julia Hudson	1973-04-10	—	5103754706	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-62087	TPA	Laura Simpson	1948-01-26	—	—	7788 Sunset Blvd, Chandler, AZ, 85271	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-57928	TPA	Judy Hart	2006-05-28	UHC-11656-07	—	2376 Meadow Ln, Scottsdale, AZ, 85263	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-61737	TPA	Arjun Wright	1982-09-07	—	—	8140 Washington St, Charlotte, NC, 28227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61064	TPA	Martha Y Dixno	2007-02-09	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63574	TPA	Mateo Salazar	1965-05-19	—	—	4525 Highland Ave, Mesa, AZ, 85215	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-58417	TPA	Gary Jordan	1977-03-09	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63251	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63252	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50949	TPA	Larry Bryant	1996-10-10	UHC-63283-73	—	3207 Camelback Rd, Las Vegas, NV, 89148	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-57107	TPA	Linda Little	1986-10-25	—	—	7194 Main St, Denver, CO, 80220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-52204	TPA	Joyce Q Gibson	1984-04-10	—	—	2946 Ocean Ave, Las Vegas, NV, 89113	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-58646	TPA	Valentina Santiago	1994-10-02	—	—	5323 Broadway, Las Vegas, NV, 89175	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-52356	TPA	Danielle N Ellis	1990-10-07	—	4336129016	5780 Meadow Ln, Sacramento, CA, 95825	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53648	TPA	Alice B Owens	1997-06-09	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared

2,435 rows, page 32 of 49Previous Next