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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429765	CLM	Raplh Cox	—	UHC-70393-90	—	2393 Sage Ct Apt 21, Charlotte, NC, 28240	0.56	Date of birth unreadable Unit split from street State name converted to code Placeholder values cleared
CLM-404140	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
CLM-403253	CLM	Harold V Ford	1948-12-14	UHC-03013-33	—	7988 Mesa Dr # 691, Miami, FL	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
CLM-414907	CLM	Emma Weaver	1980-08-25	UHC-92616-38	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.56	Name split from “Last, First”State name converted to code Gender normalised Plan code upper-cased
CLM-413520	CLM	Fatima R Cole	—	UHC-66662-64	—	675 Grand Ave, Phoenix, AZ, 85095	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Placeholder values cleared
CLM-423308	CLM	Justin S Tucker	1968-12-26	—	—	7759 Forest Ave, Denver, CO, 80231	0.56	Two-digit birth year State name converted to code Gender normalised Placeholder values cleared
CLM-423801	CLM	Doris P King	1976-07-06	UHC-76651-46	—	1377 Indian School Rd, Tampa, FL	0.56	Two-digit birth year State name converted to code ZIP missing Placeholder values cleared
CLM-405327	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405326	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-431416	CLM	Zachary L Jenkins	1986-03-05	UHC-48075-09	7163638531	911 Apache Blvd, Austin, TX, 78752	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419410	CLM	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431908	CLM	Zachary I Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426676	CLM	Betty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-430092	CLM	Yuki Spencer	1939-06-28	UHC-90438-72	—	1176 Ocean Ave, Miami, FL, 33186	0.58	Name split from “Last, First”Two-digit birth year State name converted to code
CLM-414159	CLM	Gabriel Cole	2007-05-03	UHC-91900-15	9127862685	373 Cedar Ln, Houston, TX, 77062	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-424029	CLM	Jose Schultz	1991-03-25	UHC-51372-92	2208398903	2497 Washington St, Atlanta, GA, 30399	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429599	CLM	Mary Taylor	2000-02-17	UHC-20820-88	6894116972	7667 Bayshore Dr, Minneapolis, MN, 55400	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403616	CLM	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409110	CLM	Donald Walker	2002-06-26	—	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409193	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	2182806063	4528 Maple Ave, Mesa, AZ, 85293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425929	CLM	Stephenie Hayes	1946-07-03	—	—	2981 Park Pl, Charlotte, NC, 28247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429069	CLM	Catherine I Sanchez	2004-06-08	UHC-09685-12	3179904730	9542 Mountain View Dr, Charlotte, NC, 28231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401595	CLM	Melissa Willis	1939-06-04	—	4969581419	8088 Lincoln Way, Chandler, AZ, 85298	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429118	CLM	Roy Wood	1950-08-01	UHC-79301-86	7655754581	5991 Church St, Sacramento, CA, 95881	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-422817	CLM	Cheryl C Barnes	1966-10-02	—	—	6986 Mountain View Dr, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424763	CLM	Grace S Barnes	2010-12-22	—	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424697	CLM	Barbara Jackson	1999-07-19	—	8724298088	5187 Mountain View Dr, Sacramento, CA, 95842	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406361	CLM	Michael T Lawson	1976-04-01	—	2182443098	2463 Canyon Rd, Nashville, TN, 37224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412605	CLM	Lori Campbell	1980-01-13	—	—	231 Broadway, Fresno, CA, 93734	0.60	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-417627	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411890	CLM	Ryan D Fuller	1965-12-23	—	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420992	CLM	Doris Gilbert	1945-07-11	—	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-421575	CLM	Madison E Moore	2001-01-14	UHC-36940-63	4368344188	6393 Grand Ave, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423461	CLM	Edward U Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave, Austin, TX, 78734	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426054	CLM	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL, 33658	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428984	CLM	Michelle Perry	1948-10-24	UHC-36131-73	5874278091	4869 Hillcrest Rd, Chandler, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426965	CLM	Keith Collins	1972-06-21	UHC-22597-64	6765631419	2439 Mesa Dr, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416121	CLM	Henry Kennedy	1990-11-13	UHC-66605-39	9149678015	9248 Palm Dr, Sacramento, CA, 95860	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430625	CLM	Mark Simpson	1942-03-02	UHC-13339-49	5289967760	3103 Park Pl, Fresno, CA, 93717	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415698	CLM	Judy Burns	1980-12-09	UHC-13174-98	2899148205	3367 Maple Ave, Seattle, WA, 98109	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429736	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417933	CLM	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-401776	CLM	Tyler M Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424944	CLM	Kayla Simmons	2003-07-15	UHC-11502-95	—	6651 Jefferson Ave, Tampa, FL, 33686	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-420950	CLM	Hioshi Montgomery	1976-04-17	—	—	1778 Ridge Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419421	CLM	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd, Tempe, AZ, 85271	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410686	CLM	Myers Thomas	1988-01-26	—	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427133	CLM	Steven Welch	2002-11-08	UHC-34050-08	8193149122	4193 Market St, Los Angeles, CA, 90037	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403314	CLM	Beverly Flores	1948-09-02	UHC-34954-61	—	107 Pine Dr, Las Vegas, NV, 89148	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more

2,633 rows, page 20 of 53Previous Next