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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425451	CLM	Ray Grant	1957-06-21	—	5254095899	9859 Elm St, Miami, FL, 33170	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406966	CLM	Laura Burke	1972-11-18	—	—	5085 Market St, Seattle, WA, 98185	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431001	CLM	Judy D Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431426	CLM	Lucia Fooster	1941-02-06	—	—	9138 Lincoln Way, Las Vegas, NV, 89127	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-409038	CLM	Albert Hicks	2008-09-12	—	8072677151	6396 Sage Ct, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420068	CLM	Lauren Kelly	2003-11-07	UHC-96244-64	2879291810	1212 Hillcrest Rd, Chandler, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408534	CLM	Billy K Rice	1949-02-24	—	—	3279 Lake View Rd, Miami, FL, 33183	0.64	Name re-cased Date of birth reformatted 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-425536	CLM	Beverly K Cunningham	1961-03-23	—	4317146211	5678 Meadow Ln, Miami, FL, 33173	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408585	CLM	Doris West	1939-12-09	—	—	9597 Camelback Rd, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423100	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-406653	CLM	Kayla N Chapman	1951-09-02	UHC-86296-21	—	4741 Hillcrest Rd, Los Angeles, CA, 90023	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400685	CLM	Arthur R Hunt	1994-12-18	UHC-77473-21	—	9247 Sage Ct, Nashville, TN, 37269	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-411794	CLM	Cheryl Li	1995-05-19	—	2793293215	2801 Apache Blvd, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418343	CLM	Carol Kelly	1939-10-17	UHC-09522-48	—	1796 Maple Ave, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430809	CLM	Jordan P Evans	1991-12-13	UHC-87973-57	4886798562	6438 Sage Ct, Columbus, OH, 43256	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406021	CLM	Nicholas Gomez	1984-01-17	UHC-98466-97	9724228730	2392 Willow Ct, Chandler, AZ, 85278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401949	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	4463054175	696 Sage Ct, Los Angeles, CA, 90016	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410182	CLM	Cheryl Murray	2004-09-04	UHC-17856-63	—	8800 Union St, Nashville, TN, 37293	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422376	CLM	Kathleen Santos	1950-10-05	UHC-55877-69	2379202441	8956 Grand Ave, Atlanta, GA, 30398	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404198	CLM	Christine Knight	1999-07-12	—	—	2960 Valley View Dr, Tampa, FL, 33632	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415651	CLM	Joshua Harris	1945-03-05	—	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401867	CLM	Dennis Henderson	2006-02-18	UHC-96738-49	—	9816 Washington St, Fresno, CA, 93791	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-400046	CLM	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA, 30389	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431927	CLM	Isabella White	1963-09-10	—	—	9080 Canyon Rd, Tampa, FL, 33636	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400929	CLM	John Taylor	1971-08-28	UHC-19378-10	—	8613 Washington St, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City 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-426574	CLM	Joyce Wells	1988-11-18	—	—	3694 Sage Ct, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-408332	CLM	Jessica Vega	1967-09-05	—	—	8510 Ridge Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402890	CLM	Grace Hawkins	1938-07-27	—	—	1559 Willow Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410883	CLM	Sandra Z Dominguez	1971-11-14	—	—	7249 Canyon Rd, Orlando, FL, 32818	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422040	CLM	Patrick Nichols	1945-08-01	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413003	CLM	Mateo Barnes	1954-02-13	—	—	7827 Hillcrest Rd, Atlanta, GA, 30335	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403342	CLM	Rachel Gonzalez	1973-10-17	UHC-89828-42	—	2830 Valley View Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421923	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426113	CLM	Emily Lucas	—	UHC-93210-78	5197220647	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-426483	CLM	Jennifer Z Williamson	1977-01-02	UHC-04711-37	9404144531	5587 Apache Blvd, Denver, CO, 80290	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424986	CLM	Lawrence Klly	—	UHC-38369-92	—	9622 Central Ave, Fresno, CA, 93798	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-411804	CLM	Keith Bll	1942-12-10	UHC-34516-56	—	2197 Oak St, Eden Prairie, MN, 55370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407777	CLM	Steven N Jones	1987-01-21	UHC-14206-13	—	8824 Main St, Tempe, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426498	CLM	Wayne Rodriguez	1962-01-02	UHC-24236-32	—	1949 Lake View Rd, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430726	CLM	Wesst Janice	1955-07-13	UHC-37336-21	—	6528 Main St, Scottsdale, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401080	CLM	Joan Castillo	1960-04-13	UHC-72136-56	—	53 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428886	CLM	Aaron Salazar	1961-10-18	UHC-14420-33	—	5728 Willow Ct, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-409233	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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

16,411 rows, page 103 of 329Previous Next