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-26301	PRV	Sandra Fostre	2001-07-19	—	8917708882	2551 Pine Dr, Columbus, OH	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23147	PRV	Dennis Watkins	—	UHC-79949-24	6856394199	7949 Jefferson Ave, San Diego, CA, 92197	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23856	PRV	Wayne T Pierce	2007-03-17	UHC-88124-91	2775076446	8049 Highland Ave, Dallas, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-24529	PRV	George Hall	2008-02-17	—	—	6086 Maple Ave, Dallas, TX, 75269	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-21850	PRV	Susan Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-20823	PRV	Bradley Hayes	1943-07-10	—	—	8430 Forest Ave, Las Vegas, NV	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-23102	PRV	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	3233 Central Ave, Atlanta, GA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29179	PRV	Kimberly K Mills	1955-12-07	—	8016234112	9137 Main St Apt 17, Gilbert, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25401	PRV	—Junk	1965-05-18	—	2547880228	1428 Maple Ave, Orlando, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28474	PRV	Roger Ross	2000-12-27	UHC-76258-52	8039597753	5420 Valley View Dr # 345, San Antonio, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24411	PRV	Ben Gacria	1939-10-07	UHC-62566-50	7166680938	5928 Market St # 415, Jacksonville, FL, 32254	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-28972	PRV	Bryan U Wallace	1964-12-01	—	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-21547	PRV	Aaron Pierce	1967-07-04	—	7818060558	9338 Spring St # 712, Columbus, OH, 43288	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
PRV-20809	PRV	Pamela Fields	1988-04-12	—	—	9331 Spring St, Charlotte, NC	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24917	PRV	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-29068	PRV	Amanda G Gibson	1938-02-15	—	7508292181	6501 Meadow Ln, Plano, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29131	PRV	Bruce T Garrett	1962-07-12	UHC-64079-01	—	383 Central Ave, Miami, FL, 33114	0.38	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-29593	PRV	Eugene V Daniels	1994-02-05	—	—	9891 Oak St, Mesa, AZ, 85232	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23334	PRV	Julie Chen	1981-10-26	UHC-35660-93	6966381928	6058 Church St # 437, Dallas, TX, 75259	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20095	PRV	Kyle Mason	2008-03-16	—	—	9092 Park Pl, Orlando, FL, 32888	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26224	PRV	Michelle Powell	1966-11-26	—	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20834	PRV	Gloria Knight	1987-09-01	UHC-56784-27	5006471272	4703 Lake View Rd, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22820	PRV	Jonathan M Patel	1961-12-21	—	2478348380	4336 Desert Sky Blvd Apt 33, Glendale, AZ, 85381	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20320	PRV	Maria E Harrison	1998-01-02	UHC-00391-32	7474766332	2840 Oak St, Columbus, OH, 43297	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-20080	PRV	Carolyn Fernandez	1976-01-27	—	7646313760	6529 Central Ave Apt 16, Houston, TX, 77055	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21317	PRV	Amber Mejia	1953-02-17	UHC-13136-66	—	5149 Mesa Dr Apt 11, Gilbert, AZ	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26787	PRV	Wayne Watkins	1997-09-27	UHC-85364-47	3693959993	2153 Ocean Ave # 670, Seattle, WA, 98130	0.38	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-25041	PRV	Charles O Porter	2004-04-09	UHC-37973-20	6176355619	9313 Forest Ave, Sacramento, CA, 95829	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20686	PRV	Sean K Jenkins	1946-04-18	—	—	2326 Desert Sky Blvd, Chandler, AZ	0.38	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
PRV-26434	PRV	Carl F Santos	—	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.38	Date of birth missing Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23288	PRV	Eugene Welch	1972-12-05	UHC-25678-60	4159587929	6531 Jefferson Ave, Scottsdale, AZ, 85291	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27706	PRV	Richard Espinoza	1957-05-16	—	—	2683 Mesa Dr, Seattle, WA, 98161	0.38	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-28987	PRV	Ahmed Freeman	1940-09-12	—	—	1848 Pine Dr Apt 28, Las Vegas, NV, 89180	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24507	PRV	Kathryn Contreras	1952-04-19	UHC-21639-91	—	6059 Ridge Rd, Columbus, OH, 43252	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20214	PRV	Dieo Holmes	1965-05-21	—	5844510758	5512 Sage Ct # 596, Scottsdale, AZ, 85238	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24293	PRV	Mason Ellis	—	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.38	Date of birth missing Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-29411	PRV	Ralph Robinson	1952-12-05	UHC-20956-92	6503865457	5103 Willow Ct, Eden Prairie, MN, 55349	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25923	PRV	Bryna F Jenkins	1960-03-11	—	—	9780 Union St, Nashville, TN, 37242	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26108	PRV	Carl J Ross	1984-10-05	—	2547942074	9633 Pine Dr, Los Angeles, CA	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26593	PRV	Deborah Robinson	1946-06-14	UHC-84327-14	3847063063	9488 Jefferson Ave, Columbus, OH	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
PRV-25423	PRV	Jon Hughes	—	UHC-60893-02	4759415575	1879 Union St, Fresno, CA, 93779	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-29046	PRV	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23908	PRV	Alice Black	1995-09-01	—	4887427255	8121 Ocean Ave, Los Angeles, CA, 90040	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22217	PRV	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28650	PRV	Christopher Davis	1986-04-14	—	—	6306 Jefferson Ave, Atlanta, GA, 30301	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22293	PRV	Luis Carlson	—	UHC-63765-77	—	8906 Meadow Ln, Tempe, AZ	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-20182	PRV	Kenneth Dunn	1950-03-15	UHC-30577-22	—	345 Harbor Blvd, Atlanta, GA, 30390	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22071	PRV	Joshua Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

5,405 rows, page 3 of 109Previous Next