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-63072	TPA	Andrew Ford	1967-04-18	—	2557190087	4446 Bayshore Dr, Scottsdale, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52155	TPA	Jason Delgado	1987-09-17	—	5004984982	3835 Spring St, Jacksonville, FL, 32294	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-52944	TPA	Barbara Valdez	1962-04-05	UHC-84229-95	4492352839	2787 Church St, Houston, TX, 77031	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52706	TPA	Kayla Myers	1980-11-25	UHC-24038-47	—	3718 Church St, Tampa, FL, 33686	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61148	TPA	Madison Russsell	1985-02-24	—	2472185779	7334 Mountain View Dr, Tucson, AZ, 85706	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50204	TPA	Carol Price	1952-02-15	—	8587886015	288 Mountain View Dr, Seattle, WA, 98167	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62252	TPA	Adam Webb	1998-12-15	—	—	8448 Meadow Ln, Seattle, WA, 98191	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62772	TPA	Janice Rose	1962-07-21	—	—	4623 Highland Ave, Chandler, AZ, 85234	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52154	TPA	Jason Delgado	1978-09-17	—	5004984982	3835 Spring St, Jacksonville, FL, 32294	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57072	TPA	Charles Marshall	1967-01-01	—	—	8778 Valley View Dr, San Antonio, TX, 78208	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63942	TPA	Peggy Ortiz	1991-11-07	—	—	3380 Mesa Dr, Houston, TX, 77053	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63764	TPA	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58582	TPA	Pamela Cunningham	1960-12-24	UHC-98605-98	8125987531	8681 Washington St, Scottsdale, AZ, 85294	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53453	TPA	Jacqueline I Williamson	1953-06-01	—	3996918034	1442 Canyon Rd, Las Vegas, NV, 89162	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58006	TPA	Emma G Cook	1960-02-23	—	—	2069 Willow Ct, Houston, TX, 77096	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56588	TPA	Amanda Parker	1947-02-27	—	—	2487 Apache Blvd, Denver, CO, 80204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56018	TPA	Ryan Harvey	1976-06-26	UHC-08814-34	—	5411 Harbor Blvd, Mesa, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60981	TPA	Debra R Knight	1992-04-27	—	—	4546 Church St, Tampa, FL, 33644	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59138	TPA	Deborah Little	2005-05-14	—	8137891280	16 Sunset Blvd, Miami, FL, 33125	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51117	TPA	Kenneth Hughes	1975-08-17	—	—	3248 Bayshore Dr, Miami, FL, 33115	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63128	TPA	Shirley Cunningham	1973-12-10	—	5949405444	3784 Central Ave, Seattle, WA, 98167	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64472	TPA	William Jordan	1957-04-02	—	—	8101 Oak St, Houston, TX, 77065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56204	TPA	Elijah Hudson	1967-07-17	—	—	4748 Apache Blvd, Nashville, TN, 37226	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60055	TPA	Dorotthy Price	2007-01-05	—	6098274604	1418 Sunset Blvd, San Diego, CA, 92153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64021	TPA	Kyle Oliver	1974-12-19	—	—	16 Mesa Dr, Minneapolis, MN, 55428	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55799	TPA	Nathan Fernandez	1993-03-22	—	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59445	TPA	Noah Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57038	TPA	Alen Marquez	2002-02-16	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-62736	TPA	Sandra B Stewart	1956-07-25	—	8257557553	7198 Harbor Blvd, Seattle, WA, 98140	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52102	TPA	Sean Hawkins	1985-10-16	—	—	89 Desert Sky Blvd, Nashville, TN, 37232	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55963	TPA	Stephen Miller	1973-09-12	—	—	800 Central Ave, Sacramento, CA, 95811	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50739	TPA	Kenneth Woods	1957-01-16	—	—	2537 Pine Dr, Los Angeles, CA, 90097	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-53084	TPA	Janet McDonald	1982-06-05	—	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59268	TPA	Rebecca Carlson	1983-06-12	UHC-32126-56	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50718	TPA	Arjun McCoy	1954-05-11	—	—	3672 Camelback Rd, Orlando, FL, 32804	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62706	TPA	Sharon Luna	1957-12-02	—	—	9300 Maple Ave, Las Vegas, NV, 89138	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53948	TPA	Anthony Jackson	1943-11-05	—	9219517579	561 Main St, Los Angeles, CA, 90035	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50831	TPA	Sfoia P Jons	1996-10-20	—	2274115717	8631 Spring St, Miami, FL, 33139	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63926	TPA	Racehl Payne	1938-01-01	—	4677273440	6669 Ocean Ave, Orlando, FL, 32838	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60675	TPA	Philip Warren	1964-04-26	—	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55291	TPA	Lisa O Walker	1960-01-24	—	4962548510	3284 Mesa Dr, Atlanta, GA, 30361	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61488	TPA	Lucia Alvarado	2005-01-16	—	—	1364 Palm Dr, Jacksonville, FL, 32284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55204	TPA	Tyler Ward	1972-08-16	—	—	421 Church St, Miami, FL, 33153	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56908	TPA	Christina W Pierce	1964-06-24	—	—	4130 Maple Ave, Los Angeles, CA, 90060	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50259	TPA	Donald Morris	1942-04-15	—	—	8022 Elm St, San Antonio, TX, 78268	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64010	TPA	Charlotte Jacobs	1947-07-01	—	—	2840 Cedar Ln, Scottsdale, AZ, 85266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56941	TPA	Jeffrey Evans	1997-04-07	—	—	9743 Sunset Blvd, Jacksonville, FL, 32221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52949	TPA	Terry Hansen	1942-07-22	—	3253685745	1582 Spring St, Seattle, WA, 98165	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60705	TPA	Lisa Torres	1961-12-18	—	9602836369	5711 Union St, Glendale, AZ, 85394	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58729	TPA	Justin Y Elliott	2007-08-16	—	—	797 Mountain View Dr, Phoenix, AZ, 85043	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

7,767 rows, page 130 of 156Previous Next