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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64052	TPA	Natalie Daniels	1951-11-18	—	—	1690 Pine Dr, Eden Prairie, MN, 55375	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63029	TPA	Maartha Cook	1983-01-04	—	9853291648	948 Highland Ave, Plano, TX, 75019	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57952	TPA	Scott Scott	1943-01-14	UHC-61124-09	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60722	TPA	Anthony Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60053	TPA	Ann Lewis	1958-11-20	UHC-13986-22	5766694339	9751 Mesa Dr, Chandler, AZ, 85296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52981	TPA	Ben Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56076	TPA	Doris Dominguez	2001-12-16	—	—	607 Sage Ct, Tampa, FL, 33656	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56486	TPA	Carol G Bishop	1991-06-15	—	2999235884	8981 Church St, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56020	TPA	Samantha Diaz	1998-08-23	—	—	1859 Meadow Ln, Tucson, AZ, 85789	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57515	TPA	Jordan Hill	2001-11-11	—	2687161978	6475 Washington St, Orlando, FL, 32877	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61722	TPA	Bran Aguilar	1948-09-16	—	3458228569	8656 Central Ave, Denver, CO, 80225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50323	TPA	Jacob Obrien	1953-12-07	UHC-35819-35	8974392985	8849 Cedar Ln, San Diego, CA, 92142	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57146	TPA	Teresa Martinez	1976-02-26	—	—	332 Cedar Ln, Tucson, AZ, 85752	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63425	TPA	Vincent Meyer	1984-12-22	—	3678386470	237 Sage Ct, Plano, TX, 75014	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62501	TPA	Wayne Ray	2003-12-15	—	2209994971	1480 Jefferson Ave, Dallas, TX, 75296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61751	TPA	Ralph Martinez	1965-03-28	—	—	9712 Main St, Atlanta, GA, 30336	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53278	TPA	Barbara M Estrada	1942-09-28	UHC-62835-15	4444749446	5846 Highland Ave, Glendale, AZ, 85303	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51259	TPA	Jim Reid	2008-10-13	—	—	5685 Sage Ct, Scottsdale, AZ, 85269	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55624	TPA	Brenda Long	1955-11-11	—	9368388627	7814 Hillcrest Rd, San Antonio, TX, 78209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62545	TPA	George Munoz	1955-12-02	UHC-50698-43	9898772542	5175 Indian School Rd, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61676	TPA	Hiroshi N Greene	1997-09-26	—	—	7106 Market St, Sacramento, CA, 95896	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50641	TPA	Asutin Stevens	1992-06-12	—	7376688370	9145 Canyon Rd, Columbus, OH, 43281	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50640	TPA	Asutin Stevens	1992-06-12	—	7376688370	9145 Canyon Rd, Columbus, OH, 43281	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51342	TPA	Ryan Rios	1988-09-13	—	8335460505	635 Union St, Tucson, AZ, 85798	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54217	TPA	Alan Ramos	1971-09-24	—	9793426863	34 Washington St, Seattle, WA, 98132	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52070	TPA	Ann Cook	2002-01-18	UHC-96679-77	—	6761 Park Pl, Fresno, CA, 93746	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53013	TPA	Jason Robertson	1950-01-11	—	3507846631	4486 Baseline Rd, Dallas, TX, 75223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54905	TPA	Victoria Padilla	1952-10-26	UHC-84331-08	—	5959 Canyon Rd, Las Vegas, NV, 89122	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-63039	TPA	Gloria Lopez	1942-12-10	—	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62593	TPA	Philip Red	1951-08-10	—	—	3340 Palm Dr, Nashville, TN, 37237	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56312	TPA	Margaret Rice	2001-03-12	—	—	1283 Church St, Eden Prairie, MN, 55387	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59651	TPA	Hannah Gonzales	1965-10-12	—	6733223843	2372 Central Ave, Fresno, CA, 93703	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56996	TPA	Christine Harvey	1997-03-09	—	3793261896	141 Apache Blvd, Tucson, AZ, 85753	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58279	TPA	Ralph Z Bell	1976-11-03	—	4813904799	8457 Apache Blvd, Tempe, AZ, 85201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50691	TPA	Vincent M Dixon	1965-12-09	—	3987935563	2436 Maple Ave, Austin, TX, 78700	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51280	TPA	Virgginia F Delgado	1962-04-03	UHC-25625-24	5676392000	8879 Ocean Ave, Denver, CO, 80215	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50713	TPA	Charles Marquez	1991-05-09	—	5675652015	357 Willow Ct, Miami, FL, 33145	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-63831	TPA	Marcus Valdez	1964-02-25	—	—	7713 Ridge Rd, Scottsdale, AZ, 85264	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63812	TPA	Kim Hill	1945-12-18	—	7707482301	1065 Camelback Rd, San Antonio, TX, 78264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50860	TPA	Sean Alvarado	1974-11-08	—	—	3881 Palm Dr, Los Angeles, CA, 90000	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55130	TPA	Brandon A Park	1957-07-13	—	6249068280	1620 Willow Ct, Scottsdale, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57941	TPA	Carl N Valdez	1964-02-03	—	—	6049 Forest Ave, Atlanta, GA, 30380	0.74	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-57539	TPA	Margaret Moore	1965-02-17	—	2875169648	5409 Canyon Rd, Sacramento, CA, 95815	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63681	TPA	Sean Brown	2003-10-25	—	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63796	TPA	Betty Owens	1990-04-28	—	4504628112	5241 Maple Ave, Nashville, TN, 37264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61531	TPA	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55739	TPA	Kathyn Henry	2002-02-12	—	—	7738 Broadway, Tampa, FL, 33657	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
TPA-63224	TPA	Betty Sandoval	1944-09-25	—	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61661	TPA	Dot Alexander	1946-07-26	—	—	4659 Ocean Ave, Atlanta, GA, 30303	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62586	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

2,455 rows, page 23 of 50Previous Next