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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29406	PRV	Denise Morales	1952-09-16	UHC-22051-95	2914943140	6636 Meadow Ln, Charlotte, NC, 28220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28951	PRV	Willie I Sims	1959-05-14	—	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23013	PRV	Michelle W Cunningham	2007-07-25	UHC-27388-13	8905956307	1038 Main St, Gilbert, AZ, 85250	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-20205	PRV	Brandon Jackson	1938-03-22	—	8882214017	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29548	PRV	Amber Griffin	1939-12-09	—	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29547	PRV	Amber Griffin	1939-12-09	—	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23667	PRV	Dennis Castro	2000-05-06	UHC-54013-05	3268442329	5520 Washington St, Miami, FL, 33174	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
PRV-23162	PRV	Elizabeth Espinoza	1945-07-01	UHC-70832-05	—	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26490	PRV	Noah Wright	1960-06-04	—	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23829	PRV	Jacqueline Little	1987-12-24	—	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20285	PRV	Donna H Sanchez	1979-09-22	UHC-51598-69	5599370001	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21731	PRV	Teresa Y Hughes	1996-08-25	UHC-82381-89	7248297926	7401 Oak St, Sacramento, CA, 95897	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-21299	PRV	Johnny West	1938-01-22	—	7749919668	8348 Market St, Austin, TX, 78748	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25421	PRV	Sean Gordon	1987-10-04	UHC-32543-22	3757249175	6154 Canyon Rd, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25420	PRV	Sean Gordon	1987-10-04	UHC-32543-22	3757249175	6154 Canyon Rd, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24511	PRV	Lawrence S Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-23923	PRV	Tyler Allen	1971-09-22	—	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-24706	PRV	Betty Hart	1993-04-17	—	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
PRV-20396	PRV	Thomas J Griffin	1986-12-03	—	8249420572	3794 Mountain View Dr, Charlotte, NC, 28247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20409	PRV	Joseph Fields	1967-12-01	—	—	704 Grand Ave, Denver, CO, 80254	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23096	PRV	Brian Garcia	1948-10-17	—	7906305029	678 Church St, Tampa, FL, 33625	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28126	PRV	Sharon Maldonado	—	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-21581	PRV	Diane Santiago	1982-08-20	—	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24136	PRV	Donna Howard	1944-07-27	—	3286222434	5111 Bayshore Dr, Tampa, FL, 33675	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29505	PRV	Betty Wang	1985-06-11	—	—	8453 Washington St, Minneapolis, MN, 55471	0.78	Name re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-27384	PRV	Gerald Watson	1959-09-14	—	3675314555	9473 Palm Dr, Chandler, AZ, 85276	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25329	PRV	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28004	PRV	Randy Burton	1938-03-02	—	3015630417	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22141	PRV	Carlos L Montgomery	1956-05-18	—	3434117803	9412 Broadway, Austin, TX, 78724	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-25495	PRV	Ralph A Cruz	1958-06-07	UHC-08000-40	6579469524	2076 Highland Ave, Phoenix, AZ, 85068	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28785	PRV	Mateo Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20184	PRV	Jacqueline Lawrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-25429	PRV	Joan Anderson	1968-07-17	—	—	—	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-24563	PRV	Arjun K Chaevz	1979-07-17	—	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-24011	PRV	Evelyn Coleman	1996-03-11	—	6764871565	7025 Spring St # 995, Scottsdale, AZ, 85257	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
PRV-23335	PRV	Shirley Jensen	1957-03-15	—	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20454	PRV	Lawrence B Tucker	1983-12-11	—	3543047288	1664 Valley View Dr, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20240	PRV	Billy Thomas	1961-12-16	UHC-23266-84	7184032127	394 Cedar Ln, Mesa, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-22798	PRV	Alice Watson	1956-04-02	UHC-88399-93	—	4795 Grand Ave, San Antonio, TX, 78251	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24597	PRV	Lori Roberts	1999-01-04	—	3614702211	9741 Canyon Rd, Houston, TX, 77071	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28029	PRV	Mari P Bryant	1966-11-22	UHC-26238-20	4338030541	756 Cedar Ln, Scottsdale, AZ, 85241	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22777	PRV	Michael Luna	2003-11-16	—	5522820674	1256 Broadway, Atlanta, GA, 30306	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-24983	PRV	Diego Bradley	1938-08-04	—	8483218084	7044 Meadow Ln, Houston, TX, 77074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26546	PRV	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25755	PRV	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26908	PRV	Jacqueline Ramirez	1995-07-09	—	—	1601 Washington St, Tempe, AZ, 85247	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24045	PRV	Kelly Duncan	1978-09-20	—	6864764460	9867 Oak St, Tampa, FL, 33688	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26065	PRV	Brenda Adams	1953-06-22	UHC-68921-36	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27702	PRV	Maggie Valdez	2003-10-16	—	5485360070	1601 Jefferson Ave, San Antonio, TX, 78200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25127	PRV	Dorothy U Diaz	1979-02-20	—	—	8960 Willow Ct, Austin, TX, 78767	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

3,816 rows, page 48 of 77Previous Next