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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401374	CLM	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-425242	CLM	Megan M Butler	—	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 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-417999	CLM	Joan Robertson	2002-07-11	—	—	9644 Forest Ave, Houston, TX, 77009	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-401669	CLM	Frank Li	1974-10-04	UHC-11541-03	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-402606	CLM	Albert Myers	1959-03-01	—	7528889110	2650 Mountain View Dr Apt 20, Denver, CO, 80224	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-412793	CLM	Christina Nelson	1904-05-19	—	6875653340	8514 Union St, San Antonio, TX, 78217	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-412814	CLM	Brian Burke	1995-01-24	UHC-07880-32	—	6480 Valley View Dr # 134, Austin, TX	0.34	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-428025	CLM	Deborah Carlson	1957-11-22	UHC-44867-77	4109048126	3493 Mountain View Dr Apt 14, Sacramento, CA, 95894	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-428178	CLM	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct # 445, Atlanta, GA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-427612	CLM	Banks Keith	1985-08-09	—	7187738586	6227 Park Pl, Charlotte, NC, 28200	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 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-411009	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407410	CLM	Cynthia Nguyan	1972-07-05	—	—	4251 Desert Sky Blvd Apt 34, Seattle, WA, 98116	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
CLM-411593	CLM	Kimberly Webb	2001-10-11	UHC-74710-86	7238962839	1437 Grand Ave, Nashville, TN, 37292	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416659	CLM	Laura Snyder	1995-09-09	UHC-48867-39	2632201636	1028 Canyon Rd Apt 5, Seattle, WA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-406284	CLM	Scott U Castro	—	—	—	7913 Desert Sky Blvd, Eden Prairie, MN, 55300	0.36	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
CLM-410363	CLM	Mason Chen	—	—	—	9569 Canyon Rd, San Antonio, TX, 78240	0.36	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-420850	CLM	Julia McDunald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd # 470, Plano, TX, 75052	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+4 more
CLM-402991	CLM	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426733	CLM	Amber Lopez	1974-05-12	UHC-73217-02	4304443215	2315 Meadow Ln, Columbus, OH	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401243	CLM	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
CLM-403127	CLM	Sean Howrad	2003-03-02	UHC-69785-40	—	1024 Lincoln Way, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412504	CLM	Jennifer Bailey	2002-08-03	UHC-38553-30	3067842481	8575 Indian School Rd, Dallas, TX	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-418414	CLM	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-413283	CLM	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-412508	CLM	Carlos Y Guerrero	1960-03-11	UHC-84016-21	—	53 Grand Ave, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-411487	CLM	Vincent Carlson	1953-01-24	UHC-79092-72	—	5373 Forest Ave, Jacksonville, FL	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-407226	CLM	Lauren Howard	2003-10-01	UHC-36100-80	—	5084 River Rd, Gilbert, AZ, 85251	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-402854	CLM	Omar Wallace	2001-05-06	UHC-93067-55	7379933580	9222 Ridge Rd, Charlotte, NC, 28236	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415394	CLM	Kathryn Stephens	1977-02-28	UHC-35933-47	7965411367	9830 Sage Ct # 552, Seattle, WA, 98147	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-402781	CLM	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln # 584, Denver, CO, 80294	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-432769	CLM	Margaret Hall	2004-11-13	—	—	548 Canyon Rd, Gilbert, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408981	CLM	Eugene Collins	2005-05-18	—	—	1653 Highland Ave, Tempe, AZ, 85221	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-430663	CLM	Denise Thomas	2005-05-27	UHC-95294-86	6065508160	5820 Lincoln Way, Austin, TX, 78748	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-419701	CLM	Roy Fowler	—	UHC-48092-75	—	9436 Indian School Rd, Charlotte, NC, 28202	0.36	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-430793	CLM	Lawrence Silva	1974-07-17	—	—	5164 Canyon Rd, Fresno, CA, 93726	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419884	CLM	Ken Daniels	1952-10-27	UHC-07036-99	—	2545 Palm Dr, Tampa, FL	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427494	CLM	Frances Morales	1946-02-05	UHC-02273-82	—	7735 Broadway, Seattle, WA	0.36	Name split from “Last, First”Address re-cased City re-cased State name converted to code+4 more
CLM-420006	CLM	Angela Sims	2005-08-22	UHC-18156-01	9717849078	429 Main St, Minneapolis, MN, 55454	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-417023	CLM	Jeremy Singh	1972-01-20	UHC-23990-52	—	5535 Bayshore Dr, Atlanta, GA, 30387	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430053	CLM	Jacqueline McCoy	2007-09-05	—	—	3375 Willow Ct, Columbus, OH, 43246	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-416025	CLM	Brenda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ, 85222	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-403422	CLM	Joshua Wood	1948-11-14	—	—	1039 Jefferson Ave Apt 29, Miami, FL, 33151	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+4 more
CLM-414290	CLM	Valentina B Coleman	1984-04-09	UHC-82461-63	6408611472	5143 Market St, Nashville, TN, 37207	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more

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