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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429525	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct, Orlando, FL, 32826	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-411962	CLM	David R Bishup	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+2 more
CLM-418501	CLM	Keith N Simpson	2007-11-19	UHC-20710-22	—	6732 Church St, Fresno, CA, 93776	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-427816	CLM	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-430900	CLM	Virginia N Harvey	1955-12-22	UHC-76444-88	5374730234	4131 Main St, Columbus, OH, 43284	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416074	CLM	Elijah R Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ, 85024	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-428747	CLM	Peter H Perry	1943-06-26	—	—	5594 Elm St, Orlando, FL, 32836	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405523	CLM	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402517	CLM	Etthan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423478	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-421333	CLM	Marcus I Riley	1964-12-07	—	8256558062	7986 Union St, Los Angeles, CA, 90099	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
CLM-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-414858	CLM	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
CLM-414860	CLM	Nancy C Rojas	1999-06-09	—	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-423996	CLM	Karen N Harrison	1987-01-26	UHC-86250-15	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-409979	CLM	Timothy B Bennett	1999-12-06	UHC-36770-15	—	8571 Bayshore Dr, San Diego, CA, 92178	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405318	CLM	Dannielle Q Jackson	1954-10-11	—	—	—	0.66	Middle initial moved out of first name Name re-cased Two-digit birth year Whitespace trimmed+1 more
CLM-425906	CLM	Kyle P Fields	1952-05-23	UHC-45606-15	—	7188 Broadway, Plano, TX, 75098	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-414888	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414887	CLM	David R Ryan	1956-10-15	UHC-48337-47	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419284	CLM	Gary C Powll	1946-02-02	UHC-27498-35	2497318290	—	0.66	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-426030	CLM	Justin F Roggers	2001-12-10	—	—	9050 Willow Ct Apt 17, San Diego, CA, 92122	0.66	Middle initial moved out of first name Name re-cased Unit split from street Whitespace trimmed+1 more
CLM-403889	CLM	Henry M Tran	1977-01-13	UHC-54488-12	—	4058 Palm Dr, Miami, FL, 33124	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-425506	CLM	Roger H Hawkins	1973-01-24	UHC-17742-30	—	7741 Central Ave, Phoenix, AZ, 85004	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-413562	CLM	Luis X Gry	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA	0.66	Middle initial moved out of first name Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-417471	CLM	Bryan W Burke	1977-05-20	UHC-87931-70	—	3778 Oak St, Orlando, FL, 32892	0.66	Middle initial moved out of first name Name re-cased Phone missing area code Whitespace trimmed+1 more
CLM-402069	CLM	Donald L Sims	1998-04-09	UHC-69817-94	—	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Placeholder values cleared
CLM-410239	CLM	Edward E Wright	1961-02-17	UHC-28582-36	—	—	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
CLM-405925	CLM	Nicole Z Johnston	1953-04-09	—	5254785163	5609 Lincoln Way, Charlotte, NC, 28297	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-430925	CLM	Kimberly V Richardson	1951-05-02	—	—	—	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424488	CLM	Douglas E Stephens	1969-06-24	—	2717192326	2790 Desert Sky Blvd, Houston, TX, 77022	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
CLM-409592	CLM	Evelyn O Olson	2005-11-27	—	6593857016	8984 Jefferson Ave, Jacksonville, FL, 32276	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412179	CLM	Julie B Alexander	1990-01-15	—	—	8043 Pine Dr, San Diego, CA, 92164	0.68	Middle initial moved out of first name Date of birth reformatted State name converted to code Placeholder values cleared
CLM-418097	CLM	Victoria I Peterson	2004-03-17	UHC-99908-60	—	3004 Valley View Dr, Dallas, TX, 75229	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
CLM-429966	CLM	Julia L Boyd	1948-03-02	UHC-64928-95	9887337836	4048 Union St, Dallas, TX, 75264	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-409029	CLM	Virginia A Porter	2005-02-24	UHC-89599-46	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
CLM-421374	CLM	Frances R Grant	1979-03-19	—	—	7335 Broadway, Los Angeles, CA, 90033	0.68	Name split from “Last, First”Middle initial moved out of first name State code upper-cased Placeholder values cleared
CLM-428573	CLM	Gabriel R Barnes	1990-12-06	UHC-60346-86	—	3179 Sage Ct, San Diego, CA, 92114	0.68	Middle initial moved out of first name Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421024	CLM	Justin G Griffin	1966-09-20	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared
CLM-420384	CLM	Ronald P Espinoza	1971-03-13	—	—	5055 Highland Ave Apt 21, Nashville, TN, 37281	0.68	Middle initial moved out of first name Name re-cased Unit split from street Placeholder values cleared
CLM-414383	CLM	Kayla N Kelley	1951-11-09	UHC-25348-74	—	1189 Meadow Ln, Phoenix, AZ, 85049	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
CLM-411112	CLM	Albert T Burton	1982-06-17	UHC-66153-74	5863607460	9508 Mesa Dr, Denver, CO, 80277	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
CLM-412080	CLM	Gregory T Moreno	1991-02-06	—	—	2887 Apache Blvd, Fresno, CA, 93727	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
CLM-407686	CLM	Timothy N Dunn	2001-10-15	UHC-00270-77	—	5933 Mountain View Dr, Sacramento, CA, 95855	0.68	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Placeholder values cleared
CLM-424719	CLM	Paul M Gordon	1954-05-19	—	6838472125	9470 Camelback Rd, Miami, FL, 33165	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared

211 rows, page 3 of 5Previous Next