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-23982	PRV	Andrea L Wilson	2006-01-08	UHC-84921-80	5248181787	4292 Pine Dr, Tempe, AZ, 85282	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23890	PRV	Keith Z Gonzales	1971-04-03	UHC-47275-39	2347925896	3073 Sage Ct, Scottsdale, AZ, 85203	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22200	PRV	Christopher X Adams	1956-06-26	—	3433212790	4764 Spring St, Atlanta, GA, 30333	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20472	PRV	Joe W Olson	1974-08-05	UHC-29037-70	9517227677	8587 Meadow Ln, Minneapolis, MN, 55480	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20471	PRV	Joe W Olson	1974-08-05	UHC-29037-70	9517227677	8587 Meadow Ln, Minneapolis, MN, 55480	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26831	PRV	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr, Eden Prairie, MN, 55394	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-29273	PRV	Yuki Williamson	2000-03-19	—	—	4914 Sage Ct, Jacksonville, FL, 32270	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-20636	PRV	Ahmed Gutierrez	1938-05-12	UHC-99150-74	—	6178 Forest Ave, Columbus, OH, 43204	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21226	PRV	Daniel S Fuller	1953-01-25	UHC-71153-24	8828932349	5148 Mesa Dr, Austin, TX, 78756	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23866	PRV	Kenneth K Fowler	1956-12-11	—	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27535	PRV	Carol Stevens	1965-12-10	UHC-68436-17	—	8238 Indian School Rd, Eden Prairie, MN, 55343	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21305	PRV	Diana P Patterson	2002-09-09	—	4526461996	8120 Maple Ave, Scottsdale, AZ, 85215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27955	PRV	Justin Nichols	1978-08-23	—	2807937863	7207 Highland Ave, Plano, TX, 75083	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29260	PRV	Gloria N Hudson	1976-06-26	—	—	603 Maple Ave, Tucson, AZ, 85789	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-21807	PRV	Gloria Bennett	1958-01-19	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25058	PRV	Matthew Alexender	1988-05-08	UHC-16478-31	—	9294 Highland Ave, Miami, FL, 33138	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-20639	PRV	Ashley Turner	1982-08-20	UHC-15343-73	5857597815	7867 Elm St, Atlanta, GA, 30390	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23138	PRV	Albert Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27991	PRV	Willie K Herrera	1938-05-16	—	7809096523	6978 Mountain View Dr, Houston, TX, 77029	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20772	PRV	Kenneth Perkins	1996-07-07	UHC-46973-89	9846081911	6141 Maple Ave, Glendale, AZ, 85301	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28467	PRV	Christopher Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25054	PRV	Thomas Foster	1999-05-26	—	—	369 Ocean Ave, Denver, CO, 80260	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25475	PRV	Jordan Y Hill	1979-05-24	—	2466149749	9487 Church St, Tampa, FL, 33695	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22550	PRV	Steve Watins	1954-12-25	UHC-84173-47	7594208672	860 Hillcrest Rd, Austin, TX, 78700	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23509	PRV	Ben Shaw	1993-05-24	UHC-42535-60	—	2003 Central Ave, Jacksonville, FL, 32216	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-22068	PRV	Bryan Baiiley	1972-07-16	UHC-99666-81	6259279433	6961 Washington St, Scottsdale, AZ, 85277	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-22196	PRV	Natalie W Wang	2000-08-13	UHC-11557-27	—	5773 Baseline Rd, Minneapolis, MN, 55489	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27243	PRV	Catherine Matthews	1998-08-27	UHC-17578-78	2702768681	2400 Ocean Ave, San Diego, CA, 92146	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25444	PRV	Kenneth Fisher	1957-09-07	—	8189970147	8808 Harbor Blvd, Tucson, AZ, 85745	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25787	PRV	Vincent Guerrero	1965-09-01	—	2012751580	4646 Baseline Rd, Minneapolis, MN, 55483	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24767	PRV	Jordan Romero	1989-01-18	UHC-83045-22	—	1743 Jefferson Ave, Fresno, CA, 93705	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27617	PRV	Austin Tucker	1949-03-19	—	4779642858	9774 Central Ave, Mesa, AZ, 85289	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-24336	PRV	Luis Delgado	1999-07-17	—	7199466860	3376 Camelback Rd, Denver, CO, 80216	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23556	PRV	Charlotte Lawson	1952-02-25	UHC-42796-35	8362010634	4101 River Rd, Fresno, CA, 93700	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26590	PRV	Hernandez William	2001-09-12	UHC-46931-84	—	7899 Cedar Ln, Dallas, TX, 75231	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-26415	PRV	Donald V Rojas	1981-02-18	UHC-71744-36	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21957	PRV	Gabriel R Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26731	PRV	Jesse Cunningham	1993-09-09	UHC-75159-17	3543974685	9591 Palm Dr, Tempe, AZ, 85211	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-23172	PRV	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA, 98177	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28314	PRV	Jordan George	1960-06-18	UHC-08759-60	8976160146	6040 Bayshore Dr, Scottsdale, AZ, 85268	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27452	PRV	Theresa W Rios	1950-03-14	UHC-98479-41	4963687225	9833 Park Pl, Tempe, AZ, 85259	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23579	PRV	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24349	PRV	Bruce Hansen	1995-04-06	UHC-49101-83	7293716405	3759 Willow Ct, Austin, TX, 78735	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28491	PRV	Barbara Weber	1948-01-25	UHC-24739-99	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-21560	PRV	Ryan Waarren	1946-08-13	UHC-88581-01	—	243 Sunset Blvd, Nashville, TN, 37259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28263	PRV	Sam Warren	2003-06-02	—	—	4561 Pine Dr, Mesa, AZ, 85246	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26574	PRV	Justin M Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20149	PRV	William M Ferguson	1965-09-19	—	4812110400	29 Market St, Austin, TX, 78774	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20708	PRV	Elizabeth Hudson	2001-12-09	UHC-04542-13	5768633560	4988 Highland Ave, Austin, TX, 78703	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22399	PRV	Sofia Porter	2002-07-04	UHC-53417-68	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 99 of 109Previous Next