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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407362	CLM	Gary Sims	1950-04-10	—	8036631340	7461 Maple Ave Apt 5, Tampa, FL, 33676	0.20	Name re-cased Phone reformatted SSN last four extracted Unit split from street+6 more
CLM-412338	CLM	Shirley Harris	1994-07-02	UHC-79852-31	—	3593 Grand Ave, Plano, TX, 75006	0.22	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 more
CLM-431689	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.24	Name split from “Last, First”Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-408078	CLM	Melissa Gardner	—	UHC-81275-40	6383769295	778 Apache Blvd Apt 17, Austin, TX	0.24	Date of birth missing Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-412172	CLM	Barbara Gilbert	1983-10-08	—	—	2576 Lake View Rd, Charlotte, NC	0.26	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-428939	CLM	Victoria Nunez	1991-02-24	UHC-10473-09	—	5348 Central Ave, Houston, TX, 77087	0.28	Name split from “Last, First”Two-digit birth year SSN last four extracted State name converted to code+2 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
CLM-400593	CLM	Daniel Burton	1962-04-20	UHC-24083-79	—	8924 Canyon Rd Apt 18, Phoenix, AZ, 85021	0.32	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+6 more
CLM-408248	CLM	Samuel Kennedy	2001-10-07	UHC-13635-82	—	3167 Church St, Tempe, AZ, 85231	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
CLM-400338	CLM	Ralph Little	1941-02-04	—	8487806162	3843 Elm St # 201, Tucson, AZ, 85760	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-431795	CLM	Amber Jordan	1987-03-10	—	—	6220 Cedar Ln, Tempe, AZ, 85208	0.34	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 more
CLM-423313	CLM	Elizabeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV	0.34	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
CLM-403732	CLM	Jessica Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 497, Atlanta, GA, 30323	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-407483	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-407482	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
CLM-409469	CLM	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 812, Mesa, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
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-401433	CLM	Sophia Pierce	—	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
CLM-418138	CLM	Chris Diaz	1975-08-24	UHC-64030-78	9432688743	5277 Mountain View Dr # 572, Los Angeles, CA, 90040	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+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-425279	CLM	Eric Perry	1951-06-01	UHC-55847-91	9343538171	9175 Elm St # 991, Dallas, TX	0.36	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-418164	CLM	Lucia Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-410520	CLM	Evelyn West	1995-12-24	UHC-84463-14	—	1337 Forest Ave, Tempe, AZ	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-430517	CLM	Carol Carter	1974-11-05	UHC-97175-90	—	6492 Washington St, Chandler, AZ	0.36	Name re-cased SSN last four extracted Street suffix standardised Address 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-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-413338	CLM	Evelyn Moore	1940-10-11	UHC-51694-74	5807175940	7696 Apache Blvd, Eden Prairie, MN	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-401642	CLM	Donna G Perez	—	UHC-15786-23	—	8563 Palm Dr, Atlanta, GA	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
CLM-409511	CLM	Logan Turner	1972-06-01	UHC-66944-79	—	3235 Central Ave, San Antonio, TX	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424715	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424714	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414689	CLM	Olivia Franklin	1955-09-28	—	2213349739	6531 Hillcrest Rd, San Diego, CA, 92125	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422865	CLM	Sharon Q Reyes	—	UHC-18188-08	—	8929 Forest Ave # 477, San Antonio, TX, 78231	0.38	Name re-cased Date of birth missing SSN last four extracted Unit split from street+3 more
CLM-415653	CLM	Christine Valdez	1942-10-24	UHC-97505-59	—	220 Pine Dr, Seattle, WA, 98107	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408222	CLM	Sarah Spencer	2001-06-11	—	7296822004	1763 Ridge Rd Apt 17, Eden Prairie, MN, 55316	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-432434	CLM	Alexis Z Gonzalez	1939-04-25	UHC-47144-92	2318495236	6187 Jefferson Ave, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424983	CLM	Marilyn James	1952-06-17	UHC-01639-27	—	1285 Palm Dr, Glendale, AZ, 85367	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-430456	CLM	Ralph Grcia	—	UHC-55034-74	—	2592 Forest Ave, Miami, FL, 33115	0.38	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+3 more
CLM-412520	CLM	Jack E Fowler	1955-03-01	UHC-96462-49	—	4237 Central Ave, Scottsdale, AZ	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-420167	CLM	Susan Borwn	1984-06-20	—	—	817 Maple Ave, Jacksonville, FL, 32284	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409296	CLM	Stephanie B Hamilton	—	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.38	Name split from “Last, First”Date of birth missing Member ID reformatted SSN last four extracted+3 more
CLM-414132	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-403736	CLM	Adam Singh	2002-01-12	UHC-60218-20	—	5610 Camelback Rd, Nashville, TN, 37217	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more

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