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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432703	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-404234	CLM	Paela Hansen	2005-01-05	UHC-70145-78	—	7482 Oak St Apt 37, Austin, TX, 78778	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432766	CLM	Doris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr # 547, Plano, TX, 75036	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410523	CLM	Charlotte Y Patel	2008-08-11	UHC-45528-19	—	2247 Mountain View Dr, Los Angeles, CA, 90024	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407335	CLM	Virginia Weber	—	UHC-10635-06	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-410982	CLM	Mateo I Weber	1955-04-19	UHC-71512-78	—	3648 Elm St, Miami, FL, 33184	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415139	CLM	Mei S Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd # 926, Tampa, FL, 33632	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403164	CLM	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401410	CLM	Kenneth Chavez	1979-03-09	UHC-84069-65	—	142 Spring St, Columbus, OH, 43296	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-418335	CLM	Camila Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-402284	CLM	Alan Gomez	1970-09-14	UHC-96329-04	—	4112 Central Ave, Plano, TX, 75038	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-430938	CLM	Charles T Ford	1947-03-25	—	—	8772 Maple Ave, Tucson, AZ, 85725	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427858	CLM	Bradley Hernandez	1998-05-27	—	—	2161 Washington St, Sacramento, CA, 95872	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-417265	CLM	Jack Alexaander	1971-04-20	UHC-89498-08	7237404966	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-400808	CLM	Kathleen Soto	1939-10-26	UHC-10461-05	8439704719	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412072	CLM	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424492	CLM	Ryan Ramirez	1940-06-16	UHC-68274-91	—	2106 Cedar Ln Apt 4, Sacramento, CA, 95845	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427420	CLM	Jerry Weaver	2001-11-04	UHC-98671-03	—	4457 Central Ave, Atlanta, GA, 30340	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413087	CLM	Steve Davis	1973-10-19	UHC-99945-24	—	907 Main St, Nashville, TN, 37247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409767	CLM	Gloria Snyder	1959-11-08	UHC-20521-89	—	8929 Mountain View Dr Apt 13, Fresno, CA, 93788	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411357	CLM	Theresa Ferguson	2000-05-07	UHC-58580-76	—	9633 Palm Dr, Tucson, AZ, 85712	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418642	CLM	Camila Gomez	1964-07-01	UHC-71049-16	—	995 Indian School Rd, Glendale, AZ, 85364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413099	CLM	Sofia Lewis	1938-03-27	UHC-91831-67	—	3032 Valley View Dr, Mesa, AZ, 85261	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430586	CLM	Laura N McDonald	1991-03-11	UHC-97504-92	—	8336 Market St, Miami, FL, 33146	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427358	CLM	Ruth Garrett	2003-10-09	UHC-34655-43	9529143682	3904 Baseline Rd, Orlando, FL, 32882	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427594	CLM	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411486	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave Apt 18, Tampa, FL, 33669	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-413586	CLM	Christian Gonzalez	1979-07-21	UHC-05076-98	—	8471 Sage Ct, Tucson, AZ, 85735	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406866	CLM	Alexander Davis	1979-12-27	UHC-21797-46	—	8974 Elm St, Scottsdale, AZ, 85295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-407464	CLM	Mateo Ryan	1956-10-22	UHC-46740-85	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-413607	CLM	David Shaw	1953-04-17	UHC-39003-12	5983859369	8652 Main St, Miami, FL, 33165	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418049	CLM	Samantha X Olson	1980-08-18	UHC-70649-18	—	23 Desert Sky Blvd, Fresno, CA, 93768	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-404466	CLM	Dan Carroll	2008-09-22	UHC-28665-19	—	4534 Highland Ave, Charlotte, NC, 28286	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430584	CLM	Theresa U Johnson	2004-05-10	—	—	8060 Desert Sky Blvd # 308, Charlotte, NC, 28254	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430790	CLM	Camila Russell	2008-11-10	—	9417743586	4980 Valley View Dr, Mesa, AZ, 85240	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422895	CLM	Austin L Contreras	1946-03-21	—	3652239138	1920 Pine Dr, Miami, FL	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-418416	CLM	Ryan Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC, 28209	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426267	CLM	Olivia L Soto	1941-06-17	—	5936636180	8769 Grand Ave, Dallas, TX, 75254	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407903	CLM	Danielle A Murphy	2000-11-26	UHC-76083-23	—	6064 Grand Ave, Tampa, FL, 33605	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404570	CLM	Diana Patterson	2002-09-09	UHC-03595-51	—	8120 Maple Ave, Scottsdale, AZ, 85215	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420020	CLM	Angela Lopez	1994-07-26	UHC-47375-08	—	7803 Canyon Rd, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-409342	CLM	Fatima Coleman	1981-12-02	UHC-25318-23	—	4474 Sunset Blvd, Los Angeles, CA, 90061	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414340	CLM	Lucia Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417546	CLM	Walter D Moreno	1939-07-01	UHC-84396-39	5143662966	597 Elm St, Denver, CO, 80262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419382	CLM	Catherine Hart	1963-09-20	—	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-423019	CLM	Bradley Carlson	1951-06-21	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401619	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400035	CLM	Martha Stone	—	UHC-83497-59	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-409521	CLM	Bradley Fernandez	1946-08-11	UHC-37198-75	—	660 Maple Ave, San Antonio, TX, 78285	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 122 of 376Previous Next