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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403435	CLM	Ryan Patel	2008-04-15	—	—	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422251	CLM	Daniel Schmidt	1942-09-14	—	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402946	CLM	Frances Bailey	1996-09-28	UHC-91801-04	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415632	CLM	Mei D Wallace	2005-01-01	UHC-94738-12	5749701826	4583 Cedar Ln, Seattle, WA, 98172	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414998	CLM	Brenda Martin	1947-08-27	—	—	1423 Forest Ave, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-403717	CLM	Willie Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave Apt 16, Las Vegas, NV, 89105	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-410253	CLM	Frank Cater	1947-02-18	UHC-10287-51	4468908032	8754 Meadow Ln, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415457	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403014	CLM	Elizabeth Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr, San Antonio, TX, 78246	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428767	CLM	Kyle Delgado	1997-02-18	UHC-21688-31	—	8719 Maple Ave, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427986	CLM	George Myers	1939-07-26	—	—	1613 Mountain View Dr, Miami, FL, 33180	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428528	CLM	Billy Dunn	1959-03-16	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410717	CLM	Virginia Freeman	1960-09-05	UHC-43411-25	—	9052 Cedar Ln, Nashville, TN, 37275	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401275	CLM	Mark R McDonald	1989-02-06	—	8548300320	1238 Park Pl, Seattle, WA, 98192	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426914	CLM	Susan Morrison	1959-02-28	UHC-92801-47	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.62	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-424780	CLM	Gabriel C Patterson	1980-06-05	—	9642252123	2762 Elm St, Glendale, AZ, 85393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416395	CLM	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd, Tempe, AZ, 85270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405032	CLM	Christopher X Cunningham	1946-04-04	—	—	3285 River Rd, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-426182	CLM	Kevn L Tcker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403851	CLM	Larry Y Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425514	CLM	Walter Morrsi	1945-08-18	—	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418371	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	—	8808 Harbor Blvd, Tucson, AZ, 85745	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429771	CLM	Jean Aguilar	1964-03-15	—	7828314723	4645 Sunset Blvd, Seattle, WA, 98108	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406964	CLM	Diana Ramos	1994-10-07	UHC-98291-09	—	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408597	CLM	Kevin Hudson	1991-01-01	UHC-27296-98	—	8959 Market St, Glendale, AZ, 85387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419574	CLM	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426570	CLM	Arjun T Wright	1982-09-07	UHC-27547-79	—	8140 Washington St, Charlotte, NC, 28227	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417863	CLM	Roger E Black	1992-07-21	UHC-70794-50	—	929 Harbor Blvd, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421998	CLM	Katherine Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409641	CLM	Willie Hoffman	1963-05-05	—	3829388058	5145 Mesa Dr, Denver, CO, 80241	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-428544	CLM	Keith Tran	1998-05-08	UHC-70696-87	—	8577 Highland Ave, Fresno, CA, 93722	0.62	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
CLM-422200	CLM	Joyce Reynolds	1963-10-28	—	4222081837	3813 Harbor Blvd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429128	CLM	Diane Diaz	1958-03-01	UHC-31018-76	—	3673 Ocean Ave, Atlanta, GA, 30336	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414117	CLM	Dennis B Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN, 55451	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421432	CLM	Lucia Vazquez	1970-06-11	—	6337599464	4165 Meadow Ln, Fresno, CA, 93711	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419857	CLM	George Garza	1954-05-23	—	—	9721 Indian School Rd, Dallas, TX, 75291	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421586	CLM	Doris Guzman	1957-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420806	CLM	Jordan F Rose	1980-10-09	UHC-57654-16	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420043	CLM	Danny Parker	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414021	CLM	Joe Wright	1992-06-04	UHC-08635-40	—	907 Apache Blvd, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414384	CLM	Douglas Mendez	1947-12-11	—	—	5921 Washington St, Miami, FL, 33188	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-419138	CLM	Angela Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427048	CLM	Beverly Andrews	1967-12-18	—	—	2649 Canyon Rd, Nashville, TN, 37299	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-430966	CLM	Diana Richards	1941-10-18	UHC-14537-49	4837953026	2214 Camelback Rd, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414191	CLM	Amber Ross	1973-10-05	—	4216368675	9468 Pine Dr, Las Vegas, NV, 89178	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

2,633 rows, page 23 of 53Previous Next