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-431772	CLM	Betty Garrett	1995-10-13	UHC-03172-62	5923950664	2804 Spring St, Austin, TX, 78788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425293	CLM	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421098	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413912	CLM	Roger H Daen	1940-02-17	UHC-54712-10	7904341036	3984 Cedar Ln, Glendale, AZ, 85356	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410640	CLM	Eugene Peterson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+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-401149	CLM	Albert Woods	1954-07-09	UHC-81873-91	9056557520	1380 Harbor Blvd, Denver, CO, 80213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-411149	CLM	Noah Burns	2000-03-03	—	5035800367	7504 Broadway, Tampa, FL	0.64	Name split from “Last, First”Phone reformatted Address re-cased ZIP missing+2 more
CLM-400211	CLM	Brandon D Bennett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
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-415012	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-418378	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	6327349378	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424925	CLM	Doris T Ford	1958-02-28	—	9162660020	1242 Lake View Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-431461	CLM	Jesse Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402988	CLM	Joan Masno	1986-06-01	—	2026648412	3372 Hillcrest Rd, Gilbert, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409086	CLM	Kathryn Knight	1952-12-09	—	6099650648	8540 Lake View Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-401363	CLM	Cheryl Chen	1997-10-27	—	3213310797	3073 Park Pl, Plano, TX, 75093	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413698	CLM	Klely Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-401444	CLM	Susan Andrews	1986-06-20	UHC-26506-24	9784989022	8184 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414212	CLM	Zachary Aguialr	1985-09-04	—	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407760	CLM	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA, 90033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406017	CLM	Deborah Riley	2002-05-03	—	3746756614	6318 Palm Dr, Glendale, AZ, 85338	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424315	CLM	Michelle Luna	2005-10-19	UHC-78389-73	7233244238	6521 Spring St, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402396	CLM	Brittany S Watkins	1940-07-23	UHC-36211-47	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.64	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421759	CLM	Isabella Kennedy	1951-08-10	—	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412543	CLM	Melissa R Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA	0.64	Name re-cased Phone reformatted 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-416549	CLM	Henry K Wlker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
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-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-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-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-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-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-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-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-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-408920	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-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-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-405709	CLM	Jean Sullivan	1986-08-24	UHC-24114-02	6352395516	48 Ridge Rd, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

11,960 rows, page 49 of 240Previous Next