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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402613	CLM	Joey Q Mitchell	1991-08-04	UHC-11166-10	9616066920	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425620	CLM	Bryan A Schultz	1947-12-11	UHC-81701-49	9744589103	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431370	CLM	William Collins	1973-01-09	—	4868085700	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409384	CLM	Anna S Carlson	1992-01-24	UHC-22854-38	—	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420646	CLM	Adam Campbell	1941-09-13	UHC-29663-24	5944268146	9218 Sunset Blvd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-406131	CLM	Kyle Ward	1996-05-14	UHC-48973-10	—	131 Canyon Rd, Columbus, OH, 43227	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-414948	CLM	Randy Sinngh	1988-05-12	—	9439908407	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427803	CLM	Debra Singh	1993-07-11	UHC-43089-48	4242360970	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-404792	CLM	Patick N Spencer	2007-05-02	UHC-96131-84	4588726298	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428537	CLM	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412154	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431550	CLM	Rebecca Payne	1939-03-10	—	6297749005	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414713	CLM	Jack Schmidt	1991-03-04	UHC-82922-67	6667473273	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428320	CLM	Cheryl R Reynolds	1947-12-05	—	5443398066	2655 Market St, Minneapolis, MN, 55482	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-427511	CLM	Barbara Kennedy	1969-02-21	UHC-10787-91	—	2908 Union St, Eden Prairie, MN, 55379	0.90	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-401676	CLM	Brian Snyder	1969-11-19	—	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404283	CLM	Aisha Fowler	1946-04-20	UHC-20279-26	3557586805	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412314	CLM	Priya Warren	1987-11-26	UHC-51416-35	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-402579	CLM	Teresa McCoy	1976-08-20	—	2045096146	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415433	CLM	Elizabeth Brown	1971-01-24	UHC-66461-69	—	30 Maple Ave, Austin, TX, 78740	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415351	CLM	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413623	CLM	Eric Sullivan	1963-09-08	—	4495005274	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423379	CLM	Laura Alvarado	1967-03-02	UHC-14487-86	4777190704	6944 Mountain View Dr, Glendale, AZ, 85398	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-408657	CLM	Gloria Clark	1991-04-21	UHC-39156-96	9477489153	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430750	CLM	Catherine Watson	1953-10-15	UHC-84591-32	3133653410	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430751	CLM	Catherine Watson	1953-10-15	UHC-84591-32	3133653410	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428078	CLM	Cheryl N Martinez	1982-05-06	UHC-03389-40	—	9766 Broadway, Los Angeles, CA, 90068	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-431661	CLM	James Porter	1948-06-18	UHC-83196-09	7933835208	8111 Ocean Ave, Atlanta, GA, 30316	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-424026	CLM	Salazar Suusan	1966-12-23	—	7436860152	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403812	CLM	Deborah Bishop	1961-04-21	—	—	7177 Baseline Rd, Phoenix, AZ, 85079	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-417048	CLM	Montgomery C Lauren	1983-02-01	UHC-75031-08	6044000336	3614 Canyon Rd, Fresno, CA, 93756	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428678	CLM	Vincent O Owens	1940-03-06	UHC-82525-96	3325679622	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414379	CLM	Jason Ortega	1941-09-03	UHC-52395-15	7943648119	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-416928	CLM	Alexander H Gray	1940-05-01	UHC-74703-60	—	2104 Apache Blvd, Nashville, TN, 37207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-404788	CLM	Robert D Gray	2002-09-01	UHC-59499-59	2015048198	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404584	CLM	Richard Rois	1992-02-23	UHC-20691-71	5839168503	9572 Park Pl, Glendale, AZ, 85330	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-401056	CLM	Linda Meyer	1944-02-05	UHC-48123-49	5295594941	1475 Hillcrest Rd, Columbus, OH, 43264	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427031	CLM	Rebbecca Garcia	2001-03-24	—	5029387613	3630 Baseline Rd, San Diego, CA, 92120	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420599	CLM	Hannah Howell	1959-10-04	UHC-24927-91	5639442709	8324 Valley View Dr, Nashville, TN, 37213	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416177	CLM	Alice Marshall	1941-03-24	UHC-00664-46	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429406	CLM	Edward Edwards	1964-11-24	UHC-79908-24	7477997808	1315 Apache Blvd, Charlotte, NC, 28241	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404133	CLM	Amnda Morrison	2003-01-12	UHC-73807-14	2494692364	6629 Indian School Rd, Tampa, FL, 33645	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420094	CLM	Janet Harris	1998-10-06	UHC-03351-82	4446186400	1529 Highland Ave, Tempe, AZ, 85248	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417397	CLM	Jeffrey Richards	1973-01-13	UHC-76290-57	4323574624	1712 Indian School Rd, Mesa, AZ, 85267	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409807	CLM	Priya Roberts	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-415955	CLM	Arthur Kim	1948-09-28	UHC-87437-06	3386293683	677 Valley View Dr, Jacksonville, FL, 32268	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414033	CLM	James Yang	1959-04-07	—	3185619946	1173 Canyon Rd, Scottsdale, AZ, 85243	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405612	CLM	Mariana Lane	1972-09-10	—	4512799408	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419084	CLM	Scott Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-425436	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	3182978974	9891 Lincoln Way, Glendale, AZ, 85385	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more

13,120 rows, page 194 of 263Previous Next