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-400364	CLM	Marcus E Luna	1991-11-07	UHC-28607-59	—	4042 Desert Sky Blvd, Scottsdale, AZ, 85225	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-413601	CLM	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413600	CLM	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410610	CLM	Austin L Pena	1973-05-08	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ, 85328	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429175	CLM	Billy Elliott	1982-05-12	UHC-93838-09	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-424787	CLM	Camila Coleeman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429026	CLM	Carol B Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.92	Name re-cased Phone reformatted Member ID reformatted Address re-cased
CLM-401004	CLM	Ralph Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427122	CLM	Jeremy Chen	2007-05-25	UHC-50178-70	7047105583	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-426651	CLM	Joseph Flores	1958-02-10	UHC-70640-04	2515019194	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406001	CLM	Wayne Santos	1967-08-04	UHC-74830-37	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-414586	CLM	Emily Boyd	1995-12-02	UHC-55648-98	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-401044	CLM	Carolyn Collins	2001-07-24	UHC-87961-21	8929038071	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427230	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	—	3474 Palm Dr, Tempe, AZ, 85282	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-407331	CLM	Madison Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-431029	CLM	Edward Colean	1938-04-08	UHC-02650-81	—	8603 Bayshore Dr, Houston, TX, 77084	0.92	Name re-cased Member ID reformatted State code upper-cased Placeholder values cleared
CLM-411710	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415814	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA, 98148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408550	CLM	Kenneth Pena	2007-04-09	UHC-19981-86	—	8856 Main St, Mesa, AZ, 85271	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413198	CLM	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-413197	CLM	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-423207	CLM	Willie Munoz	1960-01-08	UHC-92535-52	6597207005	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404982	CLM	Nicole Cox	1977-07-18	UHC-84835-10	—	2762 Harbor Blvd, Gilbert, AZ, 85221	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-423479	CLM	Bradlye Castillo	1952-01-27	UHC-47513-77	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411793	CLM	Linda Green	1957-09-07	UHC-08876-28	—	—	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
CLM-426832	CLM	Anthony L Nguyen	1975-01-21	UHC-17522-25	4299488608	9455 Jefferson Ave, Tucson, AZ, 85762	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408097	CLM	Ryna Richards	1980-05-09	UHC-91216-27	7378308796	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-419950	CLM	Evelyn L Le	1993-12-09	UHC-70727-05	—	1620 Central Ave, Glendale, AZ, 85349	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419246	CLM	Mariana Munoz	1971-04-24	UHC-53160-14	2672304254	8127 Desert Sky Blvd, Los Angeles, CA, 90086	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-411105	CLM	Hannah Silva	1987-12-06	UHC-05848-56	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-423930	CLM	Lori Yang	1974-08-09	UHC-40678-20	7174754465	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-403300	CLM	Daniel Santiago	1998-07-24	UHC-56034-99	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-416876	CLM	Kevin Reid	1942-06-13	UHC-59417-37	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-430021	CLM	Mason Santaigo	1989-12-06	UHC-44962-59	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428005	CLM	Wiillie Hughes	2007-11-19	UHC-36867-98	2805821410	7719 Broadway, Chandler, AZ, 85201	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-400023	CLM	Donald R Cole	2002-06-28	UHC-90325-35	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406909	CLM	Emily Greeen	1972-11-07	UHC-54979-01	—	4133 Willow Ct, Chandler, AZ, 85286	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406910	CLM	Emily Greeen	1972-11-07	UHC-54979-01	—	4133 Willow Ct, Chandler, AZ, 85286	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415794	CLM	Ryan Gordon	2000-09-19	UHC-72790-66	5988345854	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-402293	CLM	Timothy Bryant	1965-02-15	UHC-19534-28	—	4738 Park Pl, Phoenix, AZ, 85034	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431328	CLM	Mihcelle Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-417099	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way, Charlotte, NC, 28240	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-426942	CLM	James Gardner	1993-12-01	UHC-18662-01	5738737689	4528 Desert Sky Blvd, Nashville, TN, 37280	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-416016	CLM	Diego Wood	1958-10-04	UHC-65356-80	7774691978	3988 Grand Ave, Austin, TX, 78722	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-421255	CLM	Brian B Cook	1997-03-07	UHC-33766-77	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418599	CLM	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417128	CLM	Michelle Weaver	1993-07-07	UHC-67341-32	4706753897	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-417962	CLM	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428091	CLM	Raymond V Cox	1974-09-09	UHC-58166-35	2312399496	748 Union St, Tucson, AZ, 85754	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-408103	CLM	Jean Woods	1968-08-23	UHC-85580-03	7498143792	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared

2,293 rows, page 38 of 46Previous Next