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-408379	CLM	Ralph Graham	1981-01-27	—	4014409012	3792 Palm Dr Apt 22, San Diego, CA, 92127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-409668	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409667	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419054	CLM	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 4, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-402717	CLM	Wayne Lwrence	1941-10-10	—	4959315140	6617 Hillcrest Rd Apt 15, Chandler, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411311	CLM	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln Apt 7, Glendale, AZ, 85333	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-421348	CLM	Michelle Cooper	1958-06-26	—	6757570847	3137 Sunset Blvd # 723, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-429168	CLM	Laura Franklni	1946-02-10	UHC-32182-41	—	9718 Camelback Rd Apt 11, Phoenix, AZ, 85017	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430972	CLM	Edard Dominguez	1964-02-08	UHC-10224-04	—	4760 Mesa Dr # 841, Sacramento, CA, 95824	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405420	CLM	Maria Ramirez	1999-04-23	—	—	1102 Market St Apt 29, Los Angeles, CA, 90037	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-429955	CLM	Aisha H King	1980-07-14	UHC-01605-28	4604334400	2857 Lincoln Way Apt 7, Chandler, AZ, 85208	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418877	CLM	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave # 973, Gilbert, AZ, 85246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400719	CLM	Donna Stevens	1950-02-07	UHC-33728-20	2037666012	4021 Harbor Blvd Apt 35, Denver, CO, 80294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402114	CLM	Albert Crawford	1942-11-20	UHC-09010-78	—	2926 Ocean Ave Apt 33, Glendale, AZ, 85347	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-407587	CLM	Charles H Thomas	1941-07-20	—	8862680111	3700 Washington St # 424, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-408702	CLM	Ann Gray	1981-06-26	—	7686554715	4566 Camelback Rd # 691, Houston, TX, 77023	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416779	CLM	Adam Li	1945-01-18	UHC-03793-43	3782546894	51 Oak St # 934, Houston, TX, 77050	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-403896	CLM	Joyce Sanchez	1955-04-11	UHC-08012-65	5936663259	9217 Ocean Ave # 387, Austin, TX, 78749	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406631	CLM	Lori Q Lane	2006-03-28	—	—	5174 Church St Apt 34, Atlanta, GA, 30392	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-404908	CLM	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr Apt 18, Gilbert, AZ, 85216	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431882	CLM	Singh Victoria	1941-04-18	UHC-82237-08	—	3955 Grand Ave Apt 8, Chandler, AZ, 85255	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407544	CLM	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave # 702, Tampa, FL, 33653	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400341	CLM	Danielle Turner	2001-03-28	UHC-41679-22	4216491332	9206 Pine Dr Apt 21, Columbus, OH, 43226	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-403517	CLM	Luis Richards	1960-12-26	UHC-82338-95	4119719559	810 Jefferson Ave # 824, Orlando, FL, 32859	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422195	CLM	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd # 789, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-407667	CLM	Kevin R Sott	1977-09-05	—	—	4444 Willow Ct Apt 33, Nashville, TN, 37251	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-415482	CLM	Catherine Lawrnce	1957-05-18	—	3707043729	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425192	CLM	Keith A Perez	1944-10-15	UHC-42466-08	7706526800	1839 Indian School Rd # 109, Dallas, TX, 75262	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413368	CLM	Rachel Marshall	1988-03-07	—	7239051021	8677 Washington St # 697, Gilbert, AZ, 85214	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429547	CLM	Jacob C Coleman	1952-08-26	—	—	7965 Palm Dr Apt 38, Jacksonville, FL, 32268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418464	CLM	Betty Z Gilbert	2008-10-14	UHC-74971-33	5663013126	9021 Broadway Apt 16, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-402935	CLM	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct Apt 13, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427340	CLM	Brian Adams	1954-04-02	—	7857430725	4847 Ridge Rd # 639, Minneapolis, MN, 55470	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406972	CLM	Margaret Anderson	1995-02-21	UHC-40281-84	7312264054	4717 Jefferson Ave # 351, Miami, FL, 33143	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421663	CLM	Benjamin Wong	1948-10-12	UHC-60828-17	3405970565	1782 Pine Dr # 137, Mesa, AZ, 85217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427751	CLM	Melissa Simmons	1993-10-05	—	—	3474 Sage Ct # 190, Atlanta, GA, 30381	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-404279	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	—	3661 Lincoln Way Apt 25, San Antonio, TX, 78224	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-403680	CLM	Sarah Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave Apt 35, Orlando, FL, 32893	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426275	CLM	Alan O Greene	1943-11-23	UHC-55208-95	—	9748 Oak St Apt 8, Columbus, OH, 43243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more

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