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-406328	CLM	Sue Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428010	CLM	Williams J Michael	1957-11-18	—	7867011267	—	0.92	Name re-cased Date of birth reformatted Phone reformatted 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-404986	CLM	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402487	CLM	Brittany Wright	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd, Miami, FL, 33101	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418796	CLM	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-409069	CLM	Keith George	1939-03-06	UHC-45910-24	8169885478	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421205	CLM	Kayla Rice	1959-09-14	UHC-12753-25	5108541459	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403730	CLM	Jsesica Berry	1982-06-25	—	2193622562	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427807	CLM	Austin Gibson	1985-01-01	—	9874511269	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416169	CLM	Patrick Schmidt	1979-01-23	UHC-38127-44	6073844243	3334 Mesa Dr, Jacksonville, FL, 32248	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426356	CLM	Carolyn Wright	1981-12-24	—	9144653881	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423592	CLM	Kevin Singh	1994-08-20	UHC-44191-84	6593986444	8045 Broadway, Mesa, AZ, 85252	0.92	Phone reformatted Address re-cased Whitespace trimmed Placeholder values cleared
CLM-430904	CLM	Douglas Ellis	1981-09-08	UHC-82981-54	6889434064	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-406663	CLM	Pamela Q Black	1969-01-06	UHC-33930-18	3672552354	—	0.92	Name re-cased Phone 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-423814	CLM	Bryan R Hamilton	2002-06-03	—	3358543351	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429146	CLM	Nancy Morales	1945-10-03	—	6607485132	—	0.92	Name re-cased Date of birth reformatted Phone reformatted 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-407981	CLM	Richard Herera	1984-08-28	—	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-420614	CLM	Sandra Bell	1952-11-28	—	2329043078	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-417139	CLM	Daniel E Cooper	1969-07-18	—	6208011209	142 River Rd, Austin, TX, 78775	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-421060	CLM	Deborah Sandoval	2004-03-12	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415844	CLM	Eric Andrews	1996-10-25	—	2632755005	—	0.92	Name re-cased Date of birth reformatted Phone reformatted 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-432373	CLM	Debra Aguilar	1995-07-07	—	8343070653	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407388	CLM	Grace Stevens	1983-08-10	—	5335072028	2456 Jefferson Ave, Los Angeles, CA, 90045	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421018	CLM	Joyce Rodriguez	1961-10-22	UHC-59693-27	5453912666	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412017	CLM	Jessica Marquez	1944-08-20	UHC-92947-24	6646588485	8252 Indian School Rd, Seattle, WA, 98185	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419886	CLM	Barbara Patterson	2001-02-23	UHC-50822-42	9275734185	8018 Lincoln Way, Sacramento, CA, 95802	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422697	CLM	Russell Spencer	1983-09-17	UHC-70361-34	2429725257	5512 Harbor Blvd, Tempe, AZ, 85220	0.92	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed
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-425702	CLM	Betty M Willis	1958-07-17	—	9513124114	2735 Cedar Ln, Houston, TX, 77086	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423074	CLM	Shirley Obrien	1969-06-05	—	4902453616	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416577	CLM	Omar Castro	1938-12-18	UHC-52606-73	5429067973	6204 Forest Ave, Gilbert, AZ, 85286	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400174	CLM	Janice Rivera	1975-04-23	UHC-27879-12	8125380707	—	0.92	Name re-cased Date of birth reformatted Phone reformatted 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-421029	CLM	Sandra G Gardner	1958-11-11	UHC-74968-08	8719615185	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430231	CLM	Natalie Johnston	1963-03-03	UHC-51311-29	4278556740	2698 Elm St, Atlanta, GA, 30306	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-417360	CLM	Diane Kim	1961-07-22	—	2785322639	—	0.92	Name re-cased Phone reformatted Whitespace trimmed 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
CLM-408104	CLM	Jean Woods	1968-08-23	UHC-85580-03	7498143792	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408022	CLM	Carlos Stone	1982-01-01	UHC-21036-35	7916049053	3927 Lincoln Way, Atlanta, GA, 30345	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
CLM-425849	CLM	Carl Robertson	1976-08-12	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH, 43231	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406316	CLM	Santiago Oliver	2001-09-27	UHC-67432-85	7523633157	2408 Church St, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
CLM-408453	CLM	Lawrence Morrison	1965-09-14	—	8405275947	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413454	CLM	Hannah Ferguson	1991-12-11	UHC-39726-66	5204389894	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424284	CLM	Katherine Cox	2008-07-13	UHC-99478-30	4399238866	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423339	CLM	Sarah Guzman	1994-09-06	UHC-96855-51	5934413709	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 190 of 240Previous Next