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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422597	CLM	Kimberly Green	1987-09-27	UHC-75762-90	8223395011	1921 Hillcrest Rd, Orlando, FL, 32823	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402856	CLM	Robert Contreras	2000-04-08	UHC-89869-73	—	4976 Harbor Blvd, Las Vegas, NV	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-419124	CLM	Ray Soto	1970-08-18	—	—	9722 Spring St Apt 12, Tucson, AZ	0.50	Unit split from street Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422418	CLM	Christian Little	1980-06-27	UHC-28282-07	—	5811 Church St, Orlando, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429888	CLM	Alan Olson	1953-01-19	—	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-425829	CLM	Walter Guerrero	2001-02-15	UHC-26876-34	3548703192	8015 Apache Blvd # 113, Minneapolis, MN, 55469	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409059	CLM	Donna Gutierrez	1958-05-06	UHC-64677-45	—	3046 Indian School Rd, Gilbert, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413783	CLM	Donald Ray	1956-10-23	UHC-01772-80	5739124756	3621 Lake View Rd Apt 3, Orlando, FL, 32800	0.50	Name re-cased Two-digit birth year Unit split from street Email lower-cased+3 more
CLM-412958	CLM	Dylan Ross	1942-02-11	—	—	8779 Forest Ave, Orlando, FL, 32869	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420437	CLM	Ronald Ellis	2007-01-06	—	—	1443 Apache Blvd, Denver, CO, 80260	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-424897	CLM	Frank Roberts	1981-06-11	—	—	7429 Washington St, Phoenix, AZ, 85050	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432748	CLM	Maria Fields	1944-03-23	—	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-406840	CLM	Jacob W Jenkins	1968-04-24	—	—	3294 Union St # 479, Glendale, AZ, 85355	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
CLM-427136	CLM	Deb Holmes	1955-02-13	UHC-69891-65	7645384107	4331 Grand Ave Apt 27, Nashville, TN, 37236	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-400461	CLM	Diana McDonald	2001-02-15	UHC-97280-61	—	5119 Canyon Rd, Nashville, TN, 37283	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407385	CLM	George Holmes	1997-06-27	UHC-85048-47	—	6643 Hillcrest Rd, Denver, CO, 80278	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-426350	CLM	Maria R Jordan	1979-04-01	—	—	7536 Central Ave, Atlanta, GA, 30385	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407177	CLM	Ahmed T Wallace	1970-07-11	—	—	4100 Cedar Ln, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-409571	CLM	Harold Mason	1940-11-11	—	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-407067	CLM	Mariana Roberts	1979-06-21	UHC-18824-99	—	3135 Market St # 785, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401697	CLM	Stephen Jensen	1981-11-03	—	—	5564 Washington St, Minneapolis, MN, 55430	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419717	CLM	Amber Bradlye	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-424266	CLM	Jess Dominguez	1987-06-07	UHC-00531-60	7186510001	6559 Indian School Rd, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420395	CLM	Christian Simmons	1942-08-17	—	—	2759 Main St, Atlanta, GA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423652	CLM	David A Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.52	Middle initial moved out of first name Two-digit birth year ZIP+4 trimmed Email lower-cased+2 more
CLM-432503	CLM	Evelyn Wright	1986-04-13	UHC-14032-27	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.52	Two-digit birth year Phone missing area code City re-cased State name converted to code+2 more
CLM-401834	CLM	Virginia Vazquez	1995-03-27	UHC-31745-21	—	1472 Willow Ct, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-413789	CLM	Alice Baker	1952-04-16	UHC-01066-48	—	2666 Church St, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-428552	CLM	Eugene Mendez	1942-11-24	—	—	1937 Meadow Ln, Chandler, AZ, 85244	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-412637	CLM	Steve Hoffman	2007-05-08	UHC-34421-69	—	4134 Harbor Blvd, Denver, CO, 80299	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-428690	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428691	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-403093	CLM	Sharon Olson	1999-08-10	UHC-00596-77	—	8016 Willow Ct, Houston, TX, 77060	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428757	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-428758	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-416993	CLM	Meyer Ana	1985-10-10	UHC-60179-69	—	1364 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-419125	CLM	Harold Marquez	1987-02-02	UHC-77141-58	9349833759	7215 Highland Ave, Charlotte, NC	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-412160	CLM	Ben Rice	2001-11-22	UHC-00900-40	8745265526	5390 Baseline Rd, Los Angeles, CA, 90059	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-432003	CLM	Matthew P Guerrero	1986-04-08	—	9248899908	3291 Ridge Rd, Fresno, CA, 93789	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421006	CLM	Adam McDoonald	1986-08-22	—	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-404495	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415696	CLM	Judy Burns	1980-12-09	—	2899148205	3367 Maple Ave # 582, Seattle, WA, 98109	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-411834	CLM	Sarah Nguyen	2004-01-18	—	8146241762	127 Lake View Rd, Orlando, FL	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-404961	CLM	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-425652	CLM	Lisa Walker	1950-02-28	—	9696295974	7489 Valley View Dr, Denver, CO, 80205	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

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