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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428137	CLM	Sarah N Howell	1953-06-09	—	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407139	CLM	Shirley Turner	2000-08-27	UHC-50165-44	4279456318	8787 Desert Sky Blvd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405715	CLM	Dennis Z Grant	1943-04-27	UHC-94532-67	2117121932	3986 Maple Ave, Los Angeles, CA, 90053	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410499	CLM	Isabella Ramirez	2003-06-23	—	6706526520	3355 Elm St Apt 36, Minneapolis, MN, 55479	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-408653	CLM	Katherine Williamson	1999-08-27	—	2908776161	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417649	CLM	Jacob P Walker	1999-02-27	—	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412904	CLM	Amber E Reyes	1997-03-24	UHC-63044-27	3525515883	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-403503	CLM	Kelly Morrison	1941-02-03	UHC-19138-15	6017928052	5012 Washington St, Atlanta, GA, 30363	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403746	CLM	Cynthia Castro	1988-10-16	UHC-17557-30	8556990149	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-411859	CLM	Christina Carroll	1990-07-10	UHC-18251-33	7576411917	4892 Indian School Rd, Scottsdale, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419937	CLM	Mateo S Dyaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd, Houston, TX, 77085	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-413046	CLM	Michelle Soto	1966-06-26	UHC-81155-46	5334184049	5905 Maple Ave, Dallas, TX, 75211	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401295	CLM	Kevin T Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-432610	CLM	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429495	CLM	Cheyrl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd, Eden Prairie, MN, 55390	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412883	CLM	Cynthia Alvarez	1976-06-12	UHC-31359-39	3356843842	5389 Palm Dr, Columbus, OH, 43224	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405848	CLM	Sofia Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422220	CLM	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407466	CLM	Barbara Bell	1995-02-17	—	9838985372	6067 Apache Blvd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-431708	CLM	Daniel Davis	1969-07-16	—	2842527748	2585 Harbor Blvd, Gilbert, AZ, 85279	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412110	CLM	Jack Scott	1949-08-22	—	6333078231	6031 Elm St, Las Vegas, NV, 89167	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429766	CLM	Kathryn Fields	1981-08-22	—	8478402736	7747 Park Pl, Plano, TX, 75014	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415406	CLM	Michelle Wong	1959-10-18	UHC-75999-90	4752019065	1501 Indian School Rd # 627, Jacksonville, FL, 32250	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421268	CLM	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-412804	CLM	Jesse H Stevens	1992-11-10	—	5224321924	2642 Harbor Blvd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-409669	CLM	Jessica Grant	2004-10-17	UHC-60955-53	3776847927	1043 Cedar Ln, Gilbert, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401915	CLM	Sharon O Ptaterson	1968-01-26	—	4892140421	7671 Central Ave, Atlanta, GA, 30364	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427107	CLM	Albert Davis	1969-03-17	—	4767395583	3081 Market St, Nashville, TN, 37252	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-419538	CLM	Henry C Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432479	CLM	Willie Bennett	1969-01-25	UHC-41101-83	6495868623	1924 Highland Ave, Columbus, OH, 43225	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410888	CLM	Hannah Dixon	1984-01-07	—	6799192947	2538 Union St, Nashville, TN, 37268	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429910	CLM	Kathryn Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-422716	CLM	Brian Guzman	1991-03-04	UHC-14860-90	4857924918	5697 Camelback Rd, Glendale, AZ, 85340	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417040	CLM	Lawrence Greene	1987-01-10	UHC-33689-73	2909195527	2538 Sage Ct, Austin, TX, 78736	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416052	CLM	Jordan Aguilar	1945-11-04	UHC-48872-37	8319281593	9669 Ocean Ave, Los Angeles, CA, 90053	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428226	CLM	Joan Vazquez	1958-10-06	—	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410654	CLM	Terry M Brooks	1939-10-25	—	6786257456	6223 Cedar Ln, Gilbert, AZ, 85290	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-423051	CLM	Ralph Washington	1977-07-06	—	4508913008	3498 Meadow Ln, Plano, TX, 75077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400572	CLM	Brittany Litle	1995-12-18	UHC-26464-29	7459504827	198 Elm St, Columbus, OH, 43228	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419739	CLM	Kathryn Day	1982-11-24	UHC-37330-92	4948845985	9600 Ridge Rd, Phoenix, AZ, 85081	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430756	CLM	Jerry Knight	1993-08-06	—	5025207306	2251 Forest Ave, Los Angeles, CA	0.78	Phone reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-420934	CLM	Jessica Roemro	1959-11-02	—	6048115514	948 Spring St, Seattle, WA, 98113	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425548	CLM	Aisha Maldonado	1965-04-08	UHC-43714-18	2406308438	6060 Sage Ct, Orlando, FL, 32867	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403777	CLM	Nicole H Kelley	1961-04-04	—	3414460761	4084 Central Ave, Plano, TX, 75074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403144	CLM	Ryan Rios	1988-09-13	UHC-93367-89	8335460505	635 Union St, Tucson, AZ, 85798	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-401621	CLM	Diana Rice	2002-10-03	UHC-58756-45	5177671526	4811 Maple Ave, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-419414	CLM	Charlotte Weebr	1964-03-02	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-416854	CLM	Jeffrey Mendoza	1965-08-12	—	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403631	CLM	Samuel Burke	1965-10-11	UHC-10627-80	7104256971	7094 Cedar Ln, Jacksonville, FL, 32287	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413767	CLM	Debra Gray	2007-11-16	UHC-68272-92	4949647229	2965 Park Pl, Houston, TX, 77098	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 138 of 240Previous Next