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-405702	CLM	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL, 32288	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415958	CLM	Joan T Lee	1994-08-13	—	—	4173 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405178	CLM	Kathy Ortiz	2002-12-20	UHC-91659-15	3888039820	8356 Indian School Rd, Charlotte, NC, 28241	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423215	CLM	Ana U Nunez	2003-12-07	UHC-27580-31	9778153177	183 Main St, Orlando, FL, 32840	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400684	CLM	Elizabeth C Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-420672	CLM	Mary Weber	1964-12-04	—	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-429726	CLM	Charlotte Rojjas	1962-09-24	—	—	1589 River Rd, Seattle, WA, 98163	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403509	CLM	Kevin Espinnoza	1957-12-15	UHC-95455-88	—	5811 Union St, Denver, CO, 80216	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413102	CLM	Kelly Guarrero	1998-08-13	—	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-423170	CLM	Brandon Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430946	CLM	Sara Brown	1977-11-21	UHC-51882-45	7182971671	3994 Broadway, Los Angeles, CA, 90068	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-426300	CLM	Patricia Phillips	1959-06-18	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422279	CLM	Juidth Palmer	1997-02-02	—	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-432554	CLM	Sandra Sccott	1974-11-01	—	—	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-414564	CLM	Gabriel Y Garza	1957-01-11	UHC-15449-71	5595212859	5766 Baseline Rd, Charlotte, NC, 28292	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432806	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-432807	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-408810	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428587	CLM	Joseph E Porter	2007-06-07	—	—	1656 Church St, Orlando, FL, 32833	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420016	CLM	Mark Lopez	1989-03-13	—	—	7194 Park Pl, Sacramento, CA, 95843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426109	CLM	Marcus D Gilbert	1994-03-03	—	—	6817 Forest Ave, Glendale, AZ, 85358	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416272	CLM	Greegory Valdez	1940-07-20	—	4726652742	9392 Lake View Rd, Houston, TX, 77052	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405659	CLM	Robert Z Tucker	1945-03-04	UHC-80868-20	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-415556	CLM	Roy J Cole	1939-01-05	UHC-32635-41	4494561521	3108 Central Ave, Sacramento, CA, 95897	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
CLM-429463	CLM	Rebecca Cox	1997-02-09	—	—	8322 Sage Ct, Orlando, FL, 32858	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-426794	CLM	George Ford	1991-12-01	—	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-404263	CLM	Lucia Hoffman	1940-02-12	UHC-31201-99	3569658725	836 Desert Sky Blvd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-423782	CLM	Sam Andrews	2009-11-08	—	—	7446 Washington St, Las Vegas, NV, 89129	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408055	CLM	Ruth Harper	1949-07-03	UHC-27779-17	—	2411 Mesa Dr, Miami, FL, 33165	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401701	CLM	Jack C Estrada	1991-01-14	—	9288505242	3522 Market St, Miami, FL, 33185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418168	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	—	5161 Elm St, Scottsdale, AZ, 85215	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405961	CLM	Judy Wells	1938-01-11	UHC-84471-03	—	9036 Valley View Dr, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-419113	CLM	Jacqueline Nelosn	1956-08-17	UHC-14047-09	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430417	CLM	Valentina Guerrero	1977-09-18	—	—	7765 Grand Ave, Columbus, OH, 43232	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-402495	CLM	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423695	CLM	Fatima Bell	1997-02-17	—	3783962460	3325 Harbor Blvd, Miami, FL, 33179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416965	CLM	Julia Flres	1972-07-03	UHC-63679-63	3518716314	663 Sage Ct, Charlotte, NC, 28265	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425559	CLM	Donan Cole	1963-10-15	UHC-91826-55	—	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-426869	CLM	Wei O Garza	1973-05-16	UHC-65237-74	8316112926	4564 Ocean Ave, Atlanta, GA, 30306	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-417911	CLM	Christina D Hernandez	1977-03-26	—	—	3872 Indian School Rd, Atlanta, GA, 30374	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404735	CLM	Anna Mason	1972-01-02	UHC-45165-10	—	1783 Main St, Austin, TX, 78797	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-421139	CLM	Arthur T Parker	1971-03-13	—	—	680 Park Pl, Chandler, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-414833	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-405313	CLM	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-413841	CLM	Austin Nelson	1974-06-14	—	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-420325	CLM	Lawrence Nichols	1979-03-14	—	—	5355 Forest Ave, Atlanta, GA, 30350	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423871	CLM	Lauren L Johnston	1983-11-27	—	6783463128	7541 Mountain View Dr, San Antonio, TX, 78201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

2,633 rows, page 38 of 53Previous Next