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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409033	CLM	Catherine Gordon	—	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-413374	CLM	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406790	CLM	Jacqueline Burke	1994-12-08	—	6827859387	904 Baseline Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411570	CLM	Wei Crawford	1994-12-28	UHC-41748-21	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414411	CLM	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave Apt 34, Phoenix, AZ, 85084	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-427536	CLM	Bobby Williamson	1981-09-16	UHC-55721-28	—	7659 Maple Ave, Orlando, FL, 32879	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404974	CLM	Sofia R Hughes	1957-03-08	—	2312572917	6276 Bayshore Dr, Columbus, OH, 43264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-428106	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406584	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd # 681, Los Angeles, CA, 90020	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400995	CLM	Jason Garrett	2002-09-09	—	—	4930 Lincoln Way, Tucson, AZ, 85777	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400697	CLM	Yuki Nichols	2006-11-24	—	—	2072 Lincoln Way, Denver, CO, 80237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410704	CLM	Sarha Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415236	CLM	Jacqueline Hansen	1978-12-04	—	6756564710	9569 Desert Sky Blvd, Nashville, TN, 37294	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403452	CLM	Abigail McDnald	1969-07-26	UHC-91015-76	—	2735 Washington St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430117	CLM	Juan Alexander	1989-04-28	UHC-51910-62	—	9353 Main St Apt 13, Plano, TX, 75061	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432599	CLM	Bruce K Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410235	CLM	Janice Lopez	1947-05-11	UHC-64105-04	7883163428	2564 Lincoln Way, San Antonio, TX, 78293	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-411363	CLM	Bradley Meyer	1978-02-03	UHC-39806-76	—	2160 Central Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403370	CLM	Jerry Franklin	1983-12-02	UHC-03734-38	—	4905 Mountain View Dr, Columbus, OH, 43202	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-430780	CLM	Rebecca Jacobs	1971-06-11	—	—	6100 Spring St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423173	CLM	Kenneth James	1941-08-01	UHC-79845-73	9755603423	2485 Baseline Rd, Gilbert, AZ, 85229	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-403369	CLM	Robert Ford	1980-01-19	UHC-14799-77	—	1726 Harbor Blvd, Tucson, AZ, 85737	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431157	CLM	Christina Griffin	1941-11-08	UHC-88176-08	—	7775 Oak St, Minneapolis, MN, 55405	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410306	CLM	Lawrence Hicks	1954-03-16	UHC-52129-95	—	1518 Canyon Rd, Eden Prairie, MN, 55323	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429561	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd # 873, Scottsdale, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401624	CLM	Lori Carlson	1945-09-28	UHC-83409-06	—	2001 Elm St, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421394	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX, 77005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406187	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427188	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427187	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423056	CLM	Ben Barnes	1943-11-28	—	—	8722 Ridge Rd, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414820	CLM	Austin Wood	1985-10-06	—	—	5714 Cedar Ln, Atlanta, GA, 30356	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420904	CLM	Randy Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-419667	CLM	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ, 85050	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427076	CLM	Jack Jordan	1957-07-13	UHC-50049-24	—	6754 Canyon Rd, Columbus, OH, 43278	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422300	CLM	Kimberly U Armstrong	1969-10-12	—	—	5404 Maple Ave # 642, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412238	CLM	Julie Lewis	1963-03-22	UHC-04157-39	2862880696	161 Bayshore Dr, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430376	CLM	Samanhta Ruiz	1978-04-18	—	—	3319 Harbor Blvd, San Antonio, TX, 78295	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406274	CLM	Jack Jimenez	1973-04-22	UHC-37921-42	—	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402391	CLM	Justin S Ross	1967-06-09	—	—	3558 Market St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413840	CLM	Austin Nelson	1974-06-14	UHC-77457-34	—	9886 Park Pl Apt 4, Nashville, TN, 37261	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411057	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-411056	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-417248	CLM	Russell Guerrero	1975-09-04	—	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-426855	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA, 90036	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414334	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424212	CLM	Peter V Harris	1990-09-28	UHC-53556-75	—	7620 Highland Ave, Fresno, CA, 93717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 44 of 212Previous Next