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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24291	PRV	Alan J Ellis	1946-01-13	—	9427220019	491 Mesa Dr, Gilbert, AZ, 85284	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26693	PRV	Betty Cox	1944-01-01	—	2833629998	3527 Central Ave, Jacksonville, FL, 32275	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22115	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20763	PRV	Gregory H Richardson	1961-04-11	UHC-32697-71	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20789	PRV	Emily Roberts	2006-06-27	—	2562969088	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28964	PRV	Edward Hicks	1989-04-06	—	6545484363	3192 Mesa Dr, Columbus, OH, 43209	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22425	PRV	Natalie Medina	1972-05-23	UHC-72744-31	3972900505	3602 Sunset Blvd, Tampa, FL, 33623	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28600	PRV	Virginia Y Wong	1971-03-07	UHC-96611-25	6714357218	6349 River Rd, Chandler, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24740	PRV	Charles V Murphy	1953-02-10	UHC-98759-52	3086765729	2992 Market St, Seattle, WA, 98162	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20693	PRV	Roger Crawford	1966-01-21	UHC-92649-44	—	8719 Oak St, Phoenix, AZ, 85008	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27298	PRV	Julie Butler	1976-09-06	UHC-18149-70	2847955261	3540 Apache Blvd, Los Angeles, CA, 90080	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21819	PRV	Timothy Flores	1980-10-14	UHC-53330-02	5772997854	6476 Washington St, Eden Prairie, MN, 55389	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25488	PRV	Kelly Warren	1998-01-06	—	8732410158	4879 Harbor Blvd, Minneapolis, MN, 55421	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24304	PRV	Evelyn Burns	1991-10-17	—	7284719453	4461 Spring St, Tampa, FL, 33671	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21541	PRV	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27533	PRV	Timothy Hicks	1942-12-19	UHC-95337-33	5286479517	4810 Church St, Scottsdale, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26261	PRV	Brittany Mendez	1946-05-27	—	9825017689	5701 Baseline Rd, Columbus, OH, 43234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29447	PRV	Christian Morano	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
PRV-22631	PRV	Willie Graham	2001-04-23	UHC-19939-09	4168641075	7899 Willow Ct, Minneapolis, MN, 55468	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23031	PRV	Timothy Martin	1985-02-15	UHC-77042-14	8215652923	5826 Maple Ave, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26871	PRV	Steve Lewis	1945-04-19	UHC-79108-37	7083511873	6070 Sage Ct, Scottsdale, AZ, 85260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21009	PRV	Timotyh Reynolds	1961-07-01	—	4558027913	8333 Forest Ave, Miami, FL, 33125	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23558	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23559	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24594	PRV	George Owens	1938-04-26	—	6016586517	491 Union St, Glendale, AZ, 85322	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-20128	PRV	Harold Y Cole	1946-09-26	UHC-46572-82	4449423700	5148 Lincoln Way, San Antonio, TX, 78244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22882	PRV	Jess Fox	1991-05-08	—	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27026	PRV	Brandon Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-22324	PRV	Amanda Peters	1967-11-03	—	9289689090	2524 Spring St, Minneapolis, MN, 55488	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21455	PRV	Camila S Murphy	1977-05-27	UHC-32185-12	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25135	PRV	Keith Fod	1947-04-21	UHC-33594-46	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27270	PRV	Joan Weber	1940-06-07	—	8626198648	2151 Canyon Rd, Los Angeles, CA, 90083	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25881	PRV	Linda Martin	2006-09-27	—	—	1063 Union St, Dallas, TX, 75262	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24730	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20513	PRV	Dorothy Jacobs	1942-02-04	—	4322011656	2626 River Rd, Fresno, CA, 93771	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25278	PRV	Roger H Nelson	1989-06-14	—	9684758967	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26413	PRV	Izabella B Kennedy	1951-08-10	UHC-97057-97	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22189	PRV	Jack Kelly	1984-08-10	UHC-72971-02	3582369506	8029 Willow Ct, San Antonio, TX, 78230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24325	PRV	Mei Allen	1991-09-17	UHC-06040-50	7967700380	2703 Main St, Tampa, FL, 33634	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27661	PRV	Camila Herrera	1946-01-08	—	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25651	PRV	Nicole Carr	1961-06-14	—	4023802792	7331 Pine Dr, Phoenix, AZ, 85053	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26817	PRV	Christina Contreras	1967-07-06	UHC-62827-35	9404286373	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-28124	PRV	Johnny Lynch	1973-03-02	UHC-98159-44	9537713252	4664 Maple Ave, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-28201	PRV	Patricia Gardner	2004-03-08	UHC-34913-40	6845625659	5921 Union St, Chandler, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27589	PRV	Mariana Hansen	1948-10-02	—	3297020131	7499 Desert Sky Blvd, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-22072	PRV	Joshua Q Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX, 75237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23810	PRV	John Hicks	1993-02-23	UHC-25546-25	—	4101 Hillcrest Rd, Charlotte, NC, 28299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23625	PRV	Gregory Cole	1995-09-24	UHC-65103-91	6262128314	2080 Washington St, Austin, TX, 78714	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22258	PRV	Diana Rian	1945-09-14	—	6742543948	3336 Market St, Tucson, AZ, 85736	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25560	PRV	Eugene Nunez	1969-01-28	—	4899350703	2385 Mesa Dr, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more

5,467 rows, page 52 of 110Previous Next