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-27395	PRV	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27114	PRV	Dot C Rivera	1958-07-18	—	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29453	PRV	Mary Day	1985-11-24	—	4732976946	4022 Church St, Houston, TX, 77096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21717	PRV	Carolyn Lopez	2001-09-05	UHC-67098-51	—	6186 Washington St, Phoenix, AZ, 85059	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-28147	PRV	Melissa T Lucas	1985-03-13	UHC-51145-37	7768628203	1946 Desert Sky Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21224	PRV	Laura McDonald	—	—	9449547043	8089 Pine Dr, Atlanta, GA, 30382	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-28944	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28941	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28940	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24261	PRV	Maria Flores	1989-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23336	PRV	Ahmed I Patal	2005-02-09	—	6123970918	7258 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27767	PRV	Kyle Fuller	1961-09-12	UHC-61514-91	2974113366	5677 Highland Ave, Sacramento, CA, 95844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28320	PRV	Philip X Gray	1982-01-06	—	4129265674	6954 Sage Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27917	PRV	Katherine Butler	1938-10-05	—	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26837	PRV	Megan Y Thompson	2007-01-06	—	7453777462	9786 Union St, Orlando, FL, 32896	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26158	PRV	Sara H Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ, 85781	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29275	PRV	Arthur Valdez	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25965	PRV	Dorothy B Greene	1965-11-01	—	—	1956 Indian School Rd, Glendale, AZ, 85338	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27373	PRV	Justin Chavez	1947-05-07	—	9097939771	8672 Canyon Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23227	PRV	Mark Green	1981-09-10	—	4616697548	1449 Maple Ave, Los Angeles, CA, 90008	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26493	PRV	Philip Olson	—	—	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-20707	PRV	Ann R Harris	1985-01-28	—	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29557	PRV	Janny King	1997-10-25	UHC-93242-21	7602706297	2291 Forest Ave # 402, San Antonio, TX, 78224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26699	PRV	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20760	PRV	Julia Nguyen	1941-11-07	—	8612466417	4434 Washington St, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26957	PRV	Bryan S Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22674	PRV	Bruce Griffin	1978-03-04	—	—	5529 Ridge Rd, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23281	PRV	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22344	PRV	Diego Hill	1986-04-18	UHC-71876-27	7022853275	2197 Church St, San Antonio, TX, 78227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25369	PRV	Brian M McCoy	1958-07-15	UHC-72352-98	2204923173	8242 Union St, Tempe, AZ, 85238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25786	PRV	Jose Yang	—	—	9695708235	3298 River Rd, Tucson, AZ, 85737	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28867	PRV	Jesse Floras	2008-11-16	UHC-66809-51	7519891705	7763 Hillcrest Rd, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28937	PRV	George Estrada	1989-06-18	UHC-50821-50	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23043	PRV	Santiago Perkins	1977-11-25	—	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28734	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21128	PRV	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	1144 Washington St, Houston, TX, 77089	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22889	PRV	Amber Howell	1967-03-16	—	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20423	PRV	Maria W Mendez	1940-06-16	UHC-87975-31	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26390	PRV	Pamela Q Grant	1949-06-15	—	7123353593	6343 Maple Ave, Denver, CO, 80235	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26796	PRV	Mark Garrett	1994-11-07	UHC-56857-90	5054549837	7693 Central Ave, Miami, FL, 33196	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27923	PRV	Jacob Alvarado	1953-02-16	—	7527522087	8878 Ocean Ave, Nashville, TN, 37269	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29208	PRV	Carol Willis	1982-12-20	—	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21190	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21189	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20673	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28657	PRV	Carol Duncan	1943-10-11	UHC-01787-21	6039047913	9468 Forest Ave, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22668	PRV	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct # 203, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24545	PRV	Angela Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27983	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23582	PRV	Debbie X Jimenez	1956-11-20	—	—	5416 Market St, Orlando, FL, 32873	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more

5,405 rows, page 43 of 109Previous Next