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-413538	CLM	Walter Howard	1989-11-06	UHC-62014-90	4646130211	9868 Cedar Ln Apt 6, Dallas, TX, 75216	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
CLM-424921	CLM	Frances Davis	1990-05-01	—	—	8923 Desert Sky Blvd, Plano, TX, 75019	0.34	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-403597	CLM	Isabella Griffin	1958-12-20	—	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-400196	CLM	Andrea Mendoza	—	—	—	3821 Willow Ct, Denver, CO	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-406578	CLM	Abigail Hayes	1945-12-15	—	—	2400 Sage Ct, Denver, CO	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-418227	CLM	Terry Medina	1965-02-08	UHC-89474-97	5184330047	9633 Sage Ct Apt 4, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425179	CLM	AmyJunk	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-410904	CLM	Charles Dunn	1993-10-24	UHC-26801-85	—	4956 Meadow Ln, Columbus, OH, 43288	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413403	CLM	Sarah Hunt	1998-07-09	UHC-87592-42	3808439490	3523 Market St, Houston, TX, 77046	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
CLM-426877	CLM	Alexander Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-409318	CLM	—Junk	2003-09-10	UHC-74908-50	5199499651	3540 Forest Ave, Mesa, AZ, 85232	0.46	Date of birth reformatted Phone reformatted City re-cased State name converted to code+5 more
CLM-406712	CLM	Jessica Johnson	1979-10-05	—	—	222 Harbor Blvd, Las Vegas, NV, 89122	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-401177	CLM	Jerry West	2005-09-21	UHC-63267-01	2385881916	3779 Baseline Rd, Dallas, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-400922	CLM	Santiago Reid	1991-05-21	UHC-51553-43	—	8160 Willow Ct, Sacramento, CA, 95874	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-424363	CLM	Charlotte T Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St Apt 20, Nashville, TN, 37271	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-421170	CLM	Priya Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-424924	CLM	Doris T Ford	1958-02-28	UHC-97244-05	—	1242 Lake View Rd # 450, Scottsdale, AZ, 85224	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-422939	CLM	Tyler A Williamson	1964-09-15	UHC-85579-51	5144150235	8609 Harbor Blvd, Tampa, FL	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-423417	CLM	Emily Snyder	1990-07-08	—	—	5701 Hillcrest Rd, Seattle, WA, 98150	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-402068	CLM	Kevin Gozales	1980-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd Apt 6, Chandler, AZ, 85260	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-400534	CLM	Carl Jacobs	1989-03-02	—	—	3975 Canyon Rd # 837, Gilbert, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416731	CLM	Thomas Black	1962-10-13	UHC-99272-93	—	9730 Oak St, Glendale, AZ, 85321	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-409856	CLM	Eric Fisher	1942-10-10	UHC-76932-93	—	799 Lake View Rd, Chandler, AZ, 85244	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414372	CLM	Brian G Lynch	1980-12-15	—	—	6503 Harbor Blvd, Jacksonville, FL, 32267	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-402554	CLM	Harold Soto	1999-02-06	UHC-32025-84	6622833063	5478 Elm St, Miami, FL, 33123	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421146	CLM	Maria Hoffman	2000-05-27	UHC-58570-09	—	6203 Indian School Rd, Tampa, FL, 33658	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408369	CLM	Mason A Maldonado	—	—	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+4 more
CLM-430551	CLM	Alexander J Lawrence	1974-03-07	—	—	4292 Grand Ave, Jacksonville, FL, 32279	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-418380	CLM	Gloria Johnston	—	UHC-03301-51	—	2654 Maple Ave, Orlando, FL, 32863	0.48	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-406912	CLM	Priya Barnes	—	—	—	4086 Ocean Ave, Tampa, FL	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426268	CLM	Bryan Y Bradley	1987-05-12	—	2126093209	5040 Oak St Apt 38, Miami, FL, 33161	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-406359	CLM	Lucia Lynch	1968-04-09	UHC-33985-39	5604861546	8941 Forest Ave, Atlanta, GA	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-425528	CLM	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.48	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
CLM-422114	CLM	Gloria Brooks	1946-03-27	—	—	9448 Cedar Ln Apt 27, Orlando, FL, 32813	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-431815	CLM	Chharles Clark	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr # 112, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-419619	CLM	Virginia Weaver	—	—	—	5687 Sage Ct, Glendale, AZ	0.48	Name re-cased Date of birth missing City re-cased ZIP missing+4 more
CLM-403225	CLM	Michael Campbell	2005-09-05	UHC-94863-84	—	1057 Maple Ave Apt 29, Austin, TX, 78731	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-412970	CLM	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431403	CLM	Gary Matthews	1945-11-13	UHC-27209-51	6818665792	4842 Pine Dr, Charlotte, NC, 28266	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401008	CLM	Jese Carr	1978-10-15	—	8819116704	6123 Willow Ct, Gilbert, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410098	CLM	James Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd # 204, Denver, CO, 80254	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-414746	CLM	Lori Jones	—	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-408995	CLM	Aln D Burke	1979-06-18	—	—	7703 Willow Ct Apt 11, Glendale, AZ, 85310	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429133	CLM	Murray Juan	1960-12-26	UHC-76789-10	—	9062 Park Pl, Gilbert, AZ, 85263	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419384	CLM	Catheryne Hart	1963-09-20	UHC-18151-19	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-423969	CLM	Ralph Hoffman	1984-12-26	UHC-55886-66	—	2087 Indian School Rd, Los Angeles, CA, 90077	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

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