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-432396	CLM	Lucia Jimenez	1971-07-28	UHC-43120-86	6463949096	4939 Grand Ave, Phoenix, AZ, 85083	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-427429	CLM	Mariana Rios	1939-03-01	—	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404636	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429254	CLM	Mei Miller	1981-04-16	—	—	8901 Indian School Rd, Austin, TX, 78766	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407782	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406490	CLM	Ralph Nguyen	1958-05-12	—	7184633452	2076 Lake View Rd, Scottsdale, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416456	CLM	Henry Duncan	1948-07-01	UHC-37120-86	—	7478 Oak St, Phoenix, AZ, 85025	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404213	CLM	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400300	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400299	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419683	CLM	Dorothy Lawrence	1966-04-11	—	—	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405479	CLM	Mei Watkins	1986-04-13	—	—	2223 Apache Blvd, Chandler, AZ, 85262	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-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-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-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-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-432537	CLM	Doris McDonald	1977-06-19	—	—	566 Church St, Chandler, AZ, 85203	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429313	CLM	Joseph Hanson	1999-12-05	—	—	3879 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425425	CLM	Barbaa S Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420955	CLM	Denise White	1963-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408420	CLM	Zachary Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428451	CLM	Heather Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-402846	CLM	Ronald Smith	2003-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424581	CLM	Amy Collins	1970-09-28	UHC-11297-50	—	4997 Maple Ave, Minneapolis, MN, 55493	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426603	CLM	Christopher Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408372	CLM	Annna Coleman	2006-03-20	—	—	9158 Washington St, Austin, TX, 78747	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428759	CLM	Mason Flores	1946-01-06	UHC-05511-99	—	4535 Willow Ct, Austin, TX, 78736	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403829	CLM	Marquez Mason	1998-12-04	UHC-73096-61	6466029964	3220 Maple Ave, Sacramento, CA, 95843	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431336	CLM	Brian Z Fox	1969-01-20	—	3014308839	4879 Spring St, Glendale, AZ, 85378	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-420455	CLM	Janet Morales	1992-01-17	—	2562524520	1780 Spring St, Chandler, AZ, 85240	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426952	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428918	CLM	Donald O Cooper	1989-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA, 90000	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427204	CLM	William M Hansen	1974-02-21	UHC-24086-77	6437986171	201 River Rd, Jacksonville, FL, 32247	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413426	CLM	Elizabeth Nichols	1954-10-10	—	7487712935	5521 River Rd, Nashville, TN, 37203	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-426494	CLM	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400436	CLM	Emma Cox	1996-05-09	UHC-99349-98	—	4137 Canyon Rd, Jacksonville, FL, 32211	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414846	CLM	Christina Gardner	1973-08-26	UHC-75792-58	2524966184	3126 Central Ave, Gilbert, AZ, 85231	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411724	CLM	Julia Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-405268	CLM	Russell F Gibson	1954-06-12	UHC-03948-12	7956215806	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408750	CLM	Patricia Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427568	CLM	Fatima Warren	1943-01-18	UHC-57298-39	—	9247 Oak St, Minneapolis, MN, 55453	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414797	CLM	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-407959	CLM	Beverly Gonzales	1944-03-03	UHC-28012-85	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412514	CLM	Emily U Ford	1944-05-25	UHC-79018-96	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420773	CLM	Hoffman Michelle	1973-01-12	UHC-99305-76	4388649479	9864 Lake View Rd, Miami, FL, 33174	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420268	CLM	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412270	CLM	David W Hansen	2004-02-20	—	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

2,633 rows, page 27 of 53Previous Next