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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431155	CLM	Christopher Meyer	1997-06-28	UHC-42589-19	5812426596	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427877	CLM	Sam Cruz	1999-11-24	UHC-37990-57	8703149875	4590 Bayshore Dr, Columbus, OH, 43250	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403887	CLM	Gabriel Fisher	—	—	3335423218	3157 Baseline Rd, Chandler, AZ, 85283	0.66	Name re-cased Date of birth missing Phone reformatted State name converted to code+1 more
CLM-420793	CLM	Diane Lewis	2003-08-05	UHC-27291-77	7765354065	566 Baseline Rd # 329, Atlanta, GA, 30328	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
CLM-405161	CLM	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-432293	CLM	Nathan Hernandez	1961-02-12	UHC-99827-06	7469067989	7224 Cedar Ln, Columbus, OH, 43227	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-407978	CLM	Edward X Cunningham	1941-03-16	UHC-34122-98	6177554470	2332 Broadway, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-421034	CLM	Braddley M Lane	1938-01-06	UHC-88564-99	9752565349	9269 Valley View Dr, Sacramento, CA, 95818	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-416880	CLM	Richard Grant	—	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405403	CLM	Jerry X Franklin	1963-04-23	—	3975339901	2202 Apache Blvd, Houston, TX, 77032	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414001	CLM	Kathryn Ortega	1944-08-18	UHC-71038-15	8819934947	7208 Union St, Plano, TX, 75025	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413218	CLM	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-417135	CLM	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave # 310, San Antonio, TX, 78207	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-427552	CLM	Cynthia Burke	1950-06-14	UHC-33647-68	9508055680	5687 Central Ave, Fresno, CA, 93732	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403679	CLM	Frank Williamson	1938-10-13	—	3087428282	5825 Forest Ave, Los Angeles, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-400945	CLM	Amy Torres	1959-05-04	UHC-10546-53	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431471	CLM	Rebecca Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 8, Seattle, WA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-417539	CLM	Carl K Duncan	1971-02-08	UHC-95895-02	8413458253	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419871	CLM	Soffia Kelley	1956-01-22	—	4126428121	7324 Sage Ct, Tampa, FL, 33614	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-427512	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-405650	CLM	Raymond Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO, 80292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401280	CLM	Charlotte C Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422156	CLM	Douglas Jensen	1974-04-27	UHC-04832-19	7262998344	3849 Valley View Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431842	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403580	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403579	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405490	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421117	CLM	Jessica Schmidt	1999-11-07	UHC-33321-26	7513869572	1851 River Rd, Houston, TX, 77083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420699	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	4732970994	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428977	CLM	Deborah Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-423518	CLM	Joan Woods	1963-12-01	—	4032093602	9615 Central Ave, Dallas, TX, 75284	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431965	CLM	Eric H Young	1949-09-14	—	3852300313	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410802	CLM	Fatimma Z Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422804	CLM	Betty Santiago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH, 43213	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419616	CLM	Eugene R Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 10, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-419839	CLM	Nicole L Welch	1975-05-01	UHC-08156-10	2713853904	8107 Washington St, San Diego, CA, 92107	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418511	CLM	Ahmed Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St, Scottsdale, AZ, 85299	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429735	CLM	Jose Lynch	1976-07-03	UHC-32183-59	3305012955	1938 Harbor Blvd, Glendale, AZ, 85330	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426050	CLM	Sarah E Carlson	1943-02-20	—	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423136	CLM	Steven Gordon	1941-01-06	UHC-13949-67	4034659166	4531 Broadway, Seattle, WA, 98187	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407532	CLM	Roger White	1948-08-05	UHC-38078-45	3374570252	1413 Meadow Ln, Miami, FL, 33135	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426908	CLM	Frakn Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St # 371, Denver, CO	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-401584	CLM	Wayne Santiago	1999-03-04	—	6474340187	1288 Highland Ave, Charlotte, NC, 28253	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-423232	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-415711	CLM	George Weaver	1982-06-25	UHC-02449-55	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423496	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412843	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407112	CLM	Emma Tucker	1955-10-18	UHC-67045-13	3596116766	4116 Market St, Mesa, AZ, 85245	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more

11,960 rows, page 73 of 240Previous Next