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

Provider network, 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
PRV-20995	PRV	Pamela Fuller	1946-11-06	UHC-53055-98	7728959546	3164 Hillcrest Rd, Gilbert, AZ, 85248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20604	PRV	Christina F Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25650	PRV	Sara P Ford	2005-12-04	UHC-92388-04	7542256746	2123 Indian School Rd, Charlotte, NC, 28221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25118	PRV	Kenneth Z Peeters	1991-09-06	—	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22410	PRV	Doris Cunnigham	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22519	PRV	Judith M Dean	1998-06-17	—	9897444303	7492 Market St, Mesa, AZ, 85270	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21856	PRV	Jordan K Richards	1964-04-15	—	—	4417 Market St, Charlotte, NC, 28204	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27512	PRV	Nathan R Clark	1941-01-15	—	2929846918	387 Jefferson Ave, Chandler, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28276	PRV	Joan Vazquez	1958-10-06	—	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22680	PRV	Mariana Williamson	1971-12-27	UHC-03230-89	2479745300	1598 Desert Sky Blvd, Phoenix, AZ, 85048	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24875	PRV	Priya Brown	1939-10-04	—	9616654710	9357 Canyon Rd, Los Angeles, CA, 90062	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20514	PRV	Doorothy Jacobs	1942-02-04	UHC-33416-55	—	2626 River Rd, Fresno, CA, 93771	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27526	PRV	Nacy Daniels	1976-11-12	UHC-96138-11	6496387234	8662 Cedar Ln, Orlando, FL, 32823	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26034	PRV	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22320	PRV	Ahmed Vega	1991-05-16	—	3914332193	1975 Jefferson Ave, San Diego, CA, 92114	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23305	PRV	Christina O Maldonado	1957-06-20	—	3633956290	8246 Valley View Dr, Eden Prairie, MN, 55379	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23158	PRV	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21170	PRV	Helen Hicks	1962-07-12	UHC-81077-42	7554680846	6150 Cedar Ln, Dallas, TX, 75280	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25086	PRV	Tyler Singh	2002-04-12	—	9546375251	7305 Valley View Dr, Las Vegas, NV, 89124	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22455	PRV	Cheryl Little	1951-06-21	—	2967803744	8771 Meadow Ln, Eden Prairie, MN, 55382	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20023	PRV	Vincent Hansen	1953-05-26	—	7005908077	2218 Park Pl, Las Vegas, NV, 89138	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25111	PRV	Martha Foster	1963-04-15	—	2094991159	539 Church St, Nashville, TN, 37292	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22257	PRV	Betty K Butler	1956-11-26	UHC-72899-24	5786329064	1390 Jefferson Ave, Dallas, TX, 75228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26064	PRV	Nathan A Bennett	1998-08-28	—	—	1469 Spring St, Eden Prairie, MN, 55313	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-25643	PRV	Lauren Chen	2003-04-01	UHC-04060-90	7099518613	8160 Indian School Rd, Austin, TX, 78773	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25062	PRV	Charlotte Reid	1997-11-10	—	2822351642	8889 Main St, Mesa, AZ, 85273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25190	PRV	Elizabeth Fisher	1955-03-03	—	3406818983	8427 Main St, Jacksonville, FL, 32260	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23962	PRV	Amber Dean	1961-02-19	UHC-03303-76	7743126836	2058 Sage Ct, Mesa, AZ, 85253	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26448	PRV	Eric Walsh	1948-09-23	—	—	2093 Indian School Rd, Tucson, AZ, 85756	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29216	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	9877 Valley View Dr, Sacramento, CA, 95880	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25833	PRV	Marcus G Phillips	1947-07-07	UHC-71760-25	5468921111	1165 Indian School Rd, Denver, CO, 80293	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29210	PRV	Emily Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-28531	PRV	Margart Stewart	1978-04-20	—	6209068342	3045 Willow Ct, Phoenix, AZ, 85088	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23838	PRV	Russell V Ramos	1982-11-04	—	—	241 Lincoln Way, San Diego, CA, 92171	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-21135	PRV	Brenda Dominguez	1938-09-27	—	9774373997	2854 Maple Ave, Miami, FL, 33120	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24548	PRV	Carolyn Jordan	1952-10-12	—	9293703365	3878 Market St, Charlotte, NC, 28245	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-23958	PRV	Justin Franklin	1985-09-14	UHC-39521-81	—	1730 Sage Ct, Atlanta, GA, 30378	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28913	PRV	Nicholas Oliver	1967-01-18	—	3179898853	7570 Lake View Rd, Houston, TX, 77050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21511	PRV	Ryan Warren	1981-09-17	—	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26391	PRV	Marcus Bell	1956-07-02	UHC-55171-32	—	4720 Park Pl, Dallas, TX, 75237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23164	PRV	Mari A Vazquez	1980-02-04	—	2478364773	1782 Bayshore Dr, Plano, TX, 75098	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-29422	PRV	Julie N Knight	1989-05-17	—	7629966026	9298 Lake View Rd, Tucson, AZ, 85745	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27782	PRV	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20201	PRV	Paul Jimenez	1977-10-17	—	—	1194 Pine Dr, Tempe, AZ, 85257	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20250	PRV	Camila Tran	1973-11-02	—	8637311081	5949 Park Pl, Mesa, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25408	PRV	Mark Green	1989-09-03	—	8669707947	9414 Pine Dr, Sacramento, CA, 95881	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20725	PRV	Mei G Torres	1955-05-20	—	2147934215	6149 Central Ave, Austin, TX, 78736	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29207	PRV	Lerry Hunt	2006-04-09	—	5292811209	7696 Desert Sky Blvd, San Antonio, TX, 78273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29206	PRV	Lerry Hunt	2006-04-09	—	5292811209	7696 Desert Sky Blvd, San Antonio, TX, 78273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20767	PRV	Roy Payne	1987-01-20	UHC-52043-76	2617780795	5791 Baseline Rd, Columbus, OH, 43228	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

5,405 rows, page 96 of 109Previous Next