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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59051	TPA	Billy I Wong	1989-02-21	—	—	5293 Ridge Rd, Plano, TX, 75096	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53818	TPA	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave, Miami, FL	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
TPA-60003	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60565	TPA	Jose Burtun	1950-11-05	—	6878842118	2697 Central Ave, Sacramento, CA, 95870	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52755	TPA	Nicole Snyder	1950-01-09	—	4369018841	1353 Elm St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51805	TPA	Sofia Carr	2004-07-11	—	6935724805	6550 Main St, Sacramento, CA, 95865	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-54569	TPA	Brain Allen	1978-07-14	UHC-23222-19	—	5898 Washington St, Glendale, AZ, 85348	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53540	TPA	Angela Salazar	1979-06-05	—	—	5809 Mountain View Dr, Minneapolis, MN, 55406	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59434	TPA	Raplh Jimenez	1989-07-12	—	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53249	TPA	Ahmed Castillo	1958-10-11	—	—	8556 Hillcrest Rd, Las Vegas, NV, 89187	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64123	TPA	Randy Parker	1952-10-17	—	3703645919	5505 Grand Ave, Houston, TX, 77013	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59724	TPA	Joan Edwards	1956-07-06	—	—	4205 Union St, Dallas, TX, 75293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51042	TPA	Beverly Miller	1938-01-27	—	—	7645 Central Ave, San Diego, CA, 92180	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56816	TPA	Chales Kelly	2006-07-14	UHC-86006-63	7155902967	25 Jefferson Ave, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61191	TPA	Ralph Mitchell	1977-03-05	—	3027178580	9772 Camelback Rd, Tempe, AZ, 85239	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57963	TPA	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55022	TPA	Yuki O Hill	1993-11-25	—	8699208607	8400 Mountain View Dr, Atlanta, GA, 30389	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63813	TPA	Kimberly Hill	1945-12-18	—	—	6792 Ocean Ave, Mesa, AZ, 85234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51857	TPA	Bruce Nihols	1943-10-11	—	—	7296 Indian School Rd, San Antonio, TX, 78234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55245	TPA	Sarah Dean	1997-09-15	UHC-11137-94	9206799707	510 Ocean Ave, Fresno, CA, 93730	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61715	TPA	Bryan Pena	1961-08-26	UHC-12094-45	4859801555	6885 Market St, Houston, TX, 77041	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-55894	TPA	Samuel Obrien	2000-10-08	—	6003705917	8778 Oak St, Tampa, FL, 33693	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63236	TPA	Terry Henderson	1940-10-05	—	4433182087	4042 Desert Sky Blvd, Los Angeles, CA, 90091	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57902	TPA	Valentina Hayes	1952-04-28	—	—	6380 Washington St, Scottsdale, AZ, 85229	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57258	TPA	Yuki Ward	1948-12-23	—	—	4400 Central Ave, Miami, FL, 33132	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55587	TPA	Justin Wilon	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63967	TPA	Kathleen Duncan	1977-11-23	—	—	8069 Union St, Tempe, AZ, 85237	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61559	TPA	Alexander C Chavez	1961-04-07	—	6903660817	2654 Oak St, Orlando, FL, 32875	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57052	TPA	Bruce Steves	2003-02-23	UHC-19250-74	8658387604	4915 Broadway, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-52635	TPA	Lawrence W Jymenez	2008-09-25	—	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59359	TPA	Diego Holmes	1973-12-01	—	7772756459	1427 Palm Dr, Tempe, AZ, 85241	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52665	TPA	Helen Olivver	1953-06-11	—	—	7373 Hillcrest Rd, San Antonio, TX, 78268	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57412	TPA	Marilyn Elliott	1984-12-08	—	9842908816	5553 Lake View Rd, Gilbert, AZ, 85253	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54651	TPA	Judy Jimenez	1997-08-13	—	—	8620 River Rd, Phoenix, AZ, 85070	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62937	TPA	Austin U Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA, 92179	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51346	TPA	Melissa Thompson	1990-08-26	—	9293555709	9669 Valley View Dr, Orlando, FL, 32889	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62798	TPA	Mark Miiller	1999-06-21	—	—	1632 Union St, Austin, TX, 78741	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-62851	TPA	Stephanie Ruiz	1960-09-07	—	—	7665 Mesa Dr, Los Angeles, CA, 90093	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+2 more
TPA-59210	TPA	Mariana W Herrera	1990-03-11	UHC-32984-29	—	5692 Maple Ave, Plano, TX, 75014	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57137	TPA	Maria Chen	2006-10-09	—	—	5649 Elm St, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51697	TPA	Ashley Thompson	1961-04-11	—	—	5781 Broadway, Miami, FL	0.76	Name re-cased Date of birth reformatted Address re-cased ZIP missing+2 more
TPA-62969	TPA	Justin Mason	1995-11-28	—	2948313331	2849 Grand Ave, Denver, CO, 80232	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54148	TPA	Andrew O Vargas	2000-03-18	—	—	1220 Baseline Rd, Los Angeles, CA, 90065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60615	TPA	Russell Barnes	2003-02-11	—	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52380	TPA	Hannah Garrett	1993-01-09	—	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57674	TPA	Emily Harris	1967-10-25	UHC-11654-18	—	5568 Apache Blvd, Orlando, FL, 32860	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62296	TPA	Nicholas West	1984-01-12	—	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62295	TPA	Nicholas West	1984-01-12	—	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55570	TPA	Yuki Hoffman	1940-03-10	—	6493741097	4114 River Rd, Tampa, FL, 33648	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58743	TPA	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

4,728 rows, page 36 of 95Previous Next