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-63723	TPA	Judith Hernandez	1964-01-21	—	—	1992 Church St, Columbus, OH, 43237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57742	TPA	Dennis Parker	1972-05-03	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60682	TPA	Randy Hall	1982-01-27	—	3269836537	8707 Valley View Dr, Phoenix, AZ, 85004	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62749	TPA	Jeremy Maldonado	1966-10-02	—	—	629 Oak St, Los Angeles, CA, 90026	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-61263	TPA	Lauren Simmons	1991-10-26	UHC-04808-71	—	2970 Willow Ct, Chandler, AZ, 85283	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58034	TPA	Brandon Reid	1968-11-07	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51103	TPA	Wei Clark	2007-07-01	—	7352067863	1609 Jefferson Ave, Chandler, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64473	TPA	Eugene Daniels	1994-02-05	UHC-59501-35	—	9891 Oak St, Mesa, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52797	TPA	Yuki Perry	1986-12-26	—	—	2416 Indian School Rd, San Antonio, TX, 78299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60087	TPA	Logan Simmons	1959-06-11	UHC-67698-28	9247951154	8239 Forest Ave, Fresno, CA, 93786	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59971	TPA	Ana J Rice	1967-05-27	—	3036113499	2102 Grand Ave, Chandler, AZ, 85232	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
TPA-61888	TPA	Alan Gibson	1988-02-12	—	8095223235	8041 Mesa Dr, Los Angeles, CA, 90051	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53779	TPA	Harold Bailey	1980-08-05	—	—	2892 Maple Ave, Tucson, AZ, 85756	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-60235	TPA	Katherine W Carpenter	1977-08-22	—	—	2630 Harbor Blvd, Tampa, FL, 33659	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-61985	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-53731	TPA	Stephanie Valdez	1982-02-19	—	—	6959 River Rd, Gilbert, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60343	TPA	Wei Soto	1961-10-08	UHC-13631-55	—	6071 Valley View Dr, Columbus, OH, 43240	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60276	TPA	Stephen Fernandez	1944-08-17	—	—	5103 Lake View Rd, Phoenix, AZ, 85072	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53992	TPA	Nicole Carter	1978-02-06	—	—	5698 Grand Ave, Houston, TX, 77048	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59593	TPA	Philip Owens	2004-08-19	—	8437819909	391 Sunset Blvd, Fresno, CA, 93797	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58357	TPA	Doglas McDonald	1959-11-11	—	—	6907 Valley View Dr, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51366	TPA	Hannah Sims	1983-06-23	—	—	3516 Lake View Rd, Tampa, FL, 33663	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58122	TPA	Megan Ford	2008-05-18	—	—	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59208	TPA	Henry Fernandez	1963-09-11	—	3877296361	8236 Canyon Rd, Dallas, TX, 75208	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55855	TPA	Ambber Brown	1948-01-04	—	7732869431	5547 Hillcrest Rd, Tucson, AZ, 85743	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54468	TPA	Kevin Wilson	1995-09-15	—	7835702670	2944 Valley View Dr, Minneapolis, MN, 55410	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54469	TPA	Kevin Wilson	1995-09-15	—	7835702670	2944 Valley View Dr, Minneapolis, MN, 55410	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50920	TPA	Joe Nguyen	1961-12-10	—	—	5618 Hillcrest Rd, Plano, TX, 75046	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-63140	TPA	Lauren Franklin	1954-12-22	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-54391	TPA	Amber E Hamilton	1974-09-16	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52008	TPA	Brian McCoy	1948-03-27	UHC-41653-53	8606873161	5981 Hillcrest Rd, Seattle, WA, 98102	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58235	TPA	Luis Nichols	1972-03-13	UHC-68522-27	2518277999	3220 Apache Blvd, Nashville, TN, 37281	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-52537	TPA	Elijah Sims	1991-05-19	—	—	2636 Highland Ave, Sacramento, CA, 95889	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64339	TPA	Kimberly Gutierrez	1944-05-12	—	—	8251 Sage Ct, Tucson, AZ, 85796	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52532	TPA	Peggy Bryant	1965-09-06	—	2794077712	1180 Union St, Houston, TX, 77099	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59451	TPA	Jesse U Cunningham	1968-06-09	—	—	7036 Grand Ave, Tampa, FL, 33602	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55986	TPA	Suphia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St, Denver, CO, 80218	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51742	TPA	Brenda Dominguez	1938-09-27	—	9774373997	2854 Maple Ave, Miami, FL, 33120	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52184	TPA	Sara Padilal	1981-07-06	—	—	690 Main St, Tampa, FL, 33683	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-61747	TPA	Keith Dixon	1996-03-02	UHC-52659-75	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54188	TPA	Joan Garrett	1950-03-20	—	—	9201 Cedar Ln, Austin, TX, 78750	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57044	TPA	Daniel Oliver	1977-10-05	UHC-94684-51	3819300006	3603 Union St, Tampa, FL, 33668	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60004	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56749	TPA	Pamela Wilson	1942-07-21	—	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-55661	TPA	Robert Hall	1946-03-22	—	—	1833 Oak St, Sacramento, CA, 95893	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55662	TPA	Robert Hall	1946-03-22	—	—	1833 Oak St, Sacramento, CA, 95893	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62576	TPA	Megan Y Edwards	2006-06-04	—	6586794040	4207 Spring St, Phoenix, AZ, 85058	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54728	TPA	Judy Maritn	1977-07-26	—	9288111335	9886 Highland Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-56445	TPA	Kayla Mendez	1963-06-14	—	5608894991	3449 Forest Ave # 281, Plano, TX, 75017	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-61837	TPA	Christian Simmons	1990-12-02	—	—	976 Valley View Dr, Mesa, AZ, 85269	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

4,728 rows, page 51 of 95Previous Next