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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-401944	CLM	Janice Bradley	2008-04-14	UHC-98079-31	—	4907 Desert Sky Blvd, Nashville, TN, 37239	0.90	Date of birth reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420602	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA, 92198	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-410464	CLM	Luis F Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430112	CLM	William E Ray	1943-10-22	UHC-70885-47	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428053	CLM	Ethan S Williamson	1984-11-20	UHC-49331-36	—	2609 Palm Dr, Seattle, WA, 98106	0.90	Name re-cased Member ID reformatted City re-cased Plan code upper-cased+1 more
CLM-402525	CLM	Dennis Lopez	1926-10-07	UHC-83888-95	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403385	CLM	Mergaret Daniels	1967-05-01	UHC-58157-12	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408509	CLM	Joan Hanson	1970-10-28	UHC-65084-63	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-406310	CLM	Charles X Knight	1990-09-25	UHC-80231-78	6042698139	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404073	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	7915483407	2866 Bayshore Dr, Los Angeles, CA, 90064	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-412405	CLM	Kathleeen Ryan	1941-07-27	UHC-93566-19	5773461486	5311 Washington St, Las Vegas, NV, 89102	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400009	CLM	Becky Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.90	Date of birth reformatted Member ID reformatted Address re-cased Whitespace trimmed+1 more
CLM-420243	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430045	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430046	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426962	CLM	Ana Pyane	1942-08-03	UHC-71106-34	3847713900	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403946	CLM	Ralph W Garza	1947-08-28	UHC-69417-14	9834411893	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423365	CLM	Hannah Yang	1960-11-12	UHC-38205-90	8628563844	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-404767	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408328	CLM	Carol U Vazquez	1949-01-12	UHC-72645-15	9268387556	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417945	CLM	Andrew Simmons	1996-11-15	UHC-41090-96	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419834	CLM	Albert E Jacobs	1994-07-04	UHC-11708-31	—	1538 Lake View Rd, Seattle, WA, 98175	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-416806	CLM	Carlos Yang	1943-12-09	UHC-74210-27	3883967231	3892 Lake View Rd, Scottsdale, AZ, 85207	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-415707	CLM	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421152	CLM	Scott Rogers	1975-04-10	UHC-34357-45	—	1722 Canyon Rd, Fresno, CA, 93769	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-403797	CLM	Jeff O Allen	1990-01-02	UHC-29346-52	6203934513	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-428114	CLM	Diana Brooks	1970-11-24	UHC-64888-77	6696603198	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421041	CLM	Amber Fields	1977-10-14	UHC-04870-75	7876613893	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-432313	CLM	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St, Nashville, TN, 37275	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412430	CLM	Willie Hansen	1941-12-16	UHC-41836-57	3386239076	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417969	CLM	Frances Hanson	1989-05-10	UHC-45521-79	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-432681	CLM	Helen Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln, Nashville, TN, 37205	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-400181	CLM	Larry Chapman	1972-12-11	UHC-59123-12	—	1882 Baseline Rd, Jacksonville, FL, 32200	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409607	CLM	Eugene Coleman	1985-03-07	UHC-85703-84	5084180342	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-406226	CLM	Timothy Berry	1976-03-12	UHC-17139-84	7572035779	422 Meadow Ln, Minneapolis, MN, 55414	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408936	CLM	Michael Patel	1960-12-08	UHC-44001-21	6857130246	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421738	CLM	Randy I Lynch	1996-09-27	UHC-19138-60	—	269 Canyon Rd, Eden Prairie, MN, 55336	0.90	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+1 more
CLM-419496	CLM	Richard Y Bennett	1947-10-11	UHC-79772-04	4762349443	9652 Forest Ave, Austin, TX, 78702	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400785	CLM	Debra Bishop	1953-03-26	UHC-74782-94	3157943023	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-428949	CLM	Gregory Gonzales	1961-02-08	UHC-76342-42	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-418980	CLM	Ashley Hunt	1993-02-17	UHC-17135-04	7175151481	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431223	CLM	Donna Morris	2003-07-27	UHC-81537-62	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417640	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-416141	CLM	Karen Cook	1983-02-04	UHC-61680-99	6046958693	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-425591	CLM	Harold Peterson	1963-12-09	UHC-37208-63	5642721322	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408063	CLM	Emily Martin	1997-05-14	UHC-23423-50	—	3958 Elm St, Miami, FL, 33109	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426438	CLM	Peul Willis	1949-10-17	UHC-36011-62	8018506508	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more

2,293 rows, page 37 of 46Previous Next