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 “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
PRV-27746	PRV	Robert A Jrodan	1969-07-05	—	3723408224	8316 Mesa Dr, Fresno, CA, 93714	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22138	PRV	Harper Mason	1996-05-08	—	4629989619	6142 Hillcrest Rd, Fresno, CA, 93764	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23689	PRV	Martha F Tucer	1998-10-08	UHC-90948-60	4518689398	4872 Lincoln Way, Tempe, AZ, 85236	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
PRV-23320	PRV	Nicole Mason	2007-05-06	UHC-87408-83	9289648291	2874 Indian School Rd, Seattle, WA, 98135	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
PRV-22004	PRV	Martha Walker	1980-04-09	—	6699438139	5060 Broadway, Los Angeles, CA, 90067	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
PRV-23077	PRV	Anthony C Holmes	1952-10-14	—	8166740284	3009 Sage Ct, Denver, CO, 80255	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-24142	PRV	Kathryn F Guzman	1977-08-16	UHC-75140-36	7483355343	29 Broadway, Jacksonville, FL, 32277	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28138	PRV	Billy Romero	1992-09-22	UHC-51311-12	—	6253 Church St, Mesa, AZ, 85294	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28139	PRV	Billy Romero	1992-09-22	UHC-51311-12	—	6253 Church St, Mesa, AZ, 85294	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22023	PRV	Susan Edwards	1977-01-25	UHC-55663-33	2109220629	1215 Ridge Rd, Orlando, FL, 32867	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-20741	PRV	Joseph Padilla	1998-06-17	UHC-83928-55	7579248202	8273 Lincoln Way, San Antonio, TX, 78225	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28187	PRV	Kevin Fernandez	1971-05-07	—	8087522104	1111 River Rd, Tempe, AZ, 85222	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-26865	PRV	Mark Larson	1950-01-25	—	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-25807	PRV	Jordan F Carpenter	1977-03-17	UHC-22832-79	4862799774	7257 Mesa Dr, Phoenix, AZ, 85088	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-21533	PRV	Sandra Alavrado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX, 78767	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22187	PRV	Timoothy Q Howell	1992-10-18	—	4155704020	4080 Meadow Ln, Chandler, AZ, 85297	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25469	PRV	Maria Castillo	1955-10-06	UHC-23443-73	6213365926	3511 Ocean Ave, Seattle, WA, 98161	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-20073	PRV	Angela M Bryant	1938-04-06	UHC-22165-57	—	9768 Spring St, Mesa, AZ, 85236	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23594	PRV	Angela Kelley	1985-11-01	—	7664838188	7831 Sage Ct, Seattle, WA, 98159	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-25948	PRV	Madison B Henderson	1985-12-16	UHC-63607-78	5004203551	2197 Highland Ave, San Diego, CA, 92140	0.94	Phone reformatted City re-cased Email lower-cased
PRV-21774	PRV	Dorothy Olson	1969-01-05	—	2069832084	6538 Forest Ave, San Antonio, TX, 78248	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-28722	PRV	Brenda Bennett	1963-03-11	—	—	6951 Sunset Blvd, San Diego, CA, 92121	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-26335	PRV	Frank Thompson	1982-09-06	—	5313184719	5660 Valley View Dr, Fresno, CA, 93730	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-23762	PRV	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA, 92189	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-22069	PRV	Larry Myers	2001-02-11	UHC-76370-95	—	6114 Church St, Atlanta, GA, 30327	0.94	City re-cased Email lower-cased Placeholder values cleared
PRV-27295	PRV	Michelle Gutierrez	1998-01-28	UHC-25707-51	6387680342	6253 Grand Ave, Orlando, FL, 32870	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-24178	PRV	Paul D Collins	1958-04-25	—	—	2464 Central Ave, San Diego, CA, 92124	0.94	Date of birth reformatted City re-cased Whitespace trimmed
PRV-20209	PRV	Melissa H Espinoza	1953-11-24	—	—	7482 Mesa Dr, Glendale, AZ, 85307	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23030	PRV	Patrick Gutierrez	1972-12-13	UHC-95777-12	—	8668 Mesa Dr, Los Angeles, CA, 90012	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-25483	PRV	Brittny Rios	1947-01-13	UHC-10619-92	2496124145	5474 Hillcrest Rd, Dallas, TX, 75229	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-20665	PRV	Nancy Bennett	1940-03-16	UHC-28664-92	—	7655 Bayshore Dr, Denver, CO, 80244	0.94	Member ID reformatted City re-cased Placeholder values cleared
PRV-29139	PRV	Tyler X Wallace	1992-09-05	UHC-31842-98	3919207989	8122 Broadway, Minneapolis, MN, 55481	0.94	Address re-cased City re-cased Placeholder values cleared
PRV-24112	PRV	Nancy E Richardson	1989-05-28	UHC-36357-39	6637138851	7539 Canyon Rd, San Antonio, TX, 78216	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23262	PRV	Kathryn Parker	1945-08-28	—	2812101713	6159 Broadway, Orlando, FL, 32888	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-29373	PRV	Carl G Rios	2007-05-20	UHC-20090-95	—	180 Meadow Ln, Tucson, AZ, 85762	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-28382	PRV	Alexis I Jenkins	2001-02-09	—	2447997769	8132 Union St, Scottsdale, AZ, 85240	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-20438	PRV	Gabriel Bursn	1972-07-27	UHC-16198-58	9367987575	9184 Spring St, Atlanta, GA, 30326	0.94	Date of birth reformatted City re-cased Placeholder values cleared
PRV-27796	PRV	Ntahan Wech	2003-12-10	UHC-78955-81	7209696266	1747 Sunset Blvd, Fresno, CA, 93799	0.94	City re-cased Email lower-cased Placeholder values cleared
PRV-24854	PRV	Hiroshi Hudson	1986-01-26	—	7546783296	6665 Washington St, Orlando, FL, 32842	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-22737	PRV	Valentina I Allen	1986-02-20	—	7009958204	461 Baseline Rd, San Diego, CA, 92148	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20444	PRV	Brian Cox	1980-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-20443	PRV	Brian Cox	1980-04-19	UHC-39816-02	—	4972 Washington St, Eden Prairie, MN, 55352	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-22417	PRV	Michael U Wallace	1939-08-27	—	3806192914	1586 Cedar Ln, Los Angeles, CA, 90049	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-28586	PRV	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-28496	PRV	Susan Barnes	1999-01-17	—	—	9887 Lincoln Way, Seattle, WA, 98149	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-29278	PRV	Henry Rojas	1974-05-02	—	3472937102	7604 Hillcrest Rd, Tempe, AZ, 85216	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-29117	PRV	Arthur Torres	1997-05-08	UHC-42335-48	6096874487	9054 Highland Ave, Phoenix, AZ, 85018	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-26541	PRV	Danielle Gutierrez	1939-05-01	UHC-79211-66	6052483731	487 Forest Ave, Tampa, FL, 33626	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-21565	PRV	Logan Cruz	1999-04-07	—	4067299591	9725 Oak St, San Antonio, TX, 78216	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-25709	PRV	Madison Wheeler	1956-01-01	—	7733851670	612 Oak St, Jacksonville, FL, 32210	0.94	Phone reformatted City re-cased Placeholder values cleared

1,737 rows, page 34 of 35Previous Next