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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405215	CLM	Dorothy A Gray	1945-08-20	UHC-28039-87	—	9607 Meadow Ln # 871, Las Vegas, NV, 89155	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404095	CLM	Joshua Mendoza	1954-10-27	—	9532876576	650 Valley View Dr Apt 15, Houston, TX, 77067	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410548	CLM	Danielle Ford	—	—	—	9012 Central Ave # 138, Plano, TX, 75081	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408733	CLM	Brenda Jimenez	1946-09-24	UHC-35314-08	—	3317 Mountain View Dr # 635, Atlanta, GA	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432773	CLM	Steve Marquez	2002-01-24	—	8772854623	1142 Hillcrest Rd Apt 25, Sacramento, CA, 95864	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address 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-431159	CLM	Shirley Lee	—	—	—	429 Camelback Rd Apt 24, Chandler, AZ	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 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-414368	CLM	Henry Sullivan	—	UHC-26067-06	—	1538 Harbor Blvd Apt 37, Los Angeles, CA, 90076	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406858	CLM	Becky Yang	—	—	—	8845 Harbor Blvd Apt 8, Los Angeles, CA	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425447	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St # 479, Dallas, TX, 75228	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-431121	CLM	Bradley G Clark	—	—	4464295367	1924 Sage Ct Apt 17, Tampa, FL	0.38	Date of birth unreadable Phone reformatted Unit split from street State name converted to code+3 more
CLM-409866	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd Apt 35, Charlotte, NC, 28223	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428210	CLM	Beverrly Gonzalez	—	—	—	6102 Camelback Rd # 289, Seattle, WA, 98122	0.38	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+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-403019	CLM	Nancy S Vazquez	1967-08-27	UHC-61543-39	—	4030 Maple Ave Apt 21, Scottsdale, AZ, 85207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416908	CLM	Mariana Montgomery	1976-07-26	UHC-28635-58	—	2287 Main St # 803, Las Vegas, NV, 89188	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400767	CLM	Judith Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd # 177, Las Vegas, NV	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410563	CLM	Mei Nelson	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd # 558, San Antonio, TX, 78263	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404041	CLM	Bruce Meyer	1964-03-22	UHC-94064-25	—	1979 Jefferson Ave # 151, Houston, TX, 77031	0.38	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-411028	CLM	Carollyn Chen	—	UHC-46103-72	—	2822 Sunset Blvd # 837, Glendale, AZ, 85314	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-428730	CLM	Joan Weber	1956-02-06	—	8395974612	1837 Sunset Blvd # 641, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-432465	CLM	Michael Stewart	—	UHC-09021-38	2963423490	6202 Washington St Apt 34, San Diego, CA, 92163	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-432464	CLM	Michael Stewart	—	UHC-09021-38	2963423490	6202 Washington St Apt 34, San Diego, CA, 92163	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-410929	CLM	Alice Armstrong	—	UHC-01835-54	—	7640 Forest Ave Apt 18, Columbus, OH, 43261	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400167	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	—	8961 Park Pl # 800, Sacramento, CA, 95844	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407535	CLM	Lawrence Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr # 920, Denver, CO	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
CLM-409596	CLM	Albert G Payne	1943-07-04	—	5452684931	1534 Highland Ave Apt 3, Charlotte, NC	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424845	CLM	Keelly Andrews	1945-12-17	UHC-58244-95	—	6786 Washington St Apt 8, Scottsdale, AZ, 85272	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416337	CLM	Albert Daniels	1954-05-11	UHC-88907-28	6996447748	5558 Oak St # 833, Tampa, FL, 33681	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418699	CLM	George E Shaw	1948-10-02	—	—	6572 Bayshore Dr Apt 8, Tucson, AZ, 85780	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406468	CLM	Shirley Collins	1960-07-07	UHC-48765-83	2099989594	2678 Pine Dr # 987, Tucson, AZ, 85790	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405208	CLM	Charlotte Delgado	1981-08-19	—	9437056172	8620 Baseline Rd # 835, Atlanta, GA, 30317	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-427950	CLM	Elijah Gilbert	1998-08-12	UHC-00785-53	—	7681 Canyon Rd Apt 30, Charlotte, NC, 28207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412515	CLM	Camila D James	1946-05-03	UHC-19721-31	—	6031 Oak St # 857, Eden Prairie, MN, 55354	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432206	CLM	Russell Andrews	—	—	—	672 Bayshore Dr # 481, Los Angeles, CA, 90038	0.38	Date of birth unreadable Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
CLM-416937	CLM	AmberJunk	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr # 516, San Antonio, TX, 78252	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-417337	CLM	Judy Z Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 11, San Antonio, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429414	CLM	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St Apt 6, Dallas, TX, 75254	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423373	CLM	Brandon Halll	1997-08-11	UHC-21070-59	—	1192 Union St Apt 7, Chandler, AZ, 85280	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-425804	CLM	Stephanie Chapman	1961-10-04	—	6256883610	7839 Main St # 781, Gilbert, AZ, 85262	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429987	CLM	Rymond Wood	1988-01-25	—	—	1485 Apache Blvd Apt 11, Glendale, AZ, 85381	0.38	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-416053	CLM	Bian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St Apt 29, Tempe, AZ, 85286	0.38	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
CLM-400911	CLM	Carl Sandoval	1998-04-01	UHC-49946-01	—	1075 Elm St Apt 20, Plano, TX	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415849	CLM	Shirley Harper	1966-05-19	UHC-21504-79	—	9319 Church St Apt 37, Scottsdale, AZ, 85288	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428266	CLM	Laura Thommas	1940-04-21	UHC-63477-40	—	2534 Central Ave # 407, Columbus, OH, 43227	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more

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