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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419829	CLM	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424267	CLM	Jack Barnes	1940-07-25	—	—	5734 Washington St, Atlanta, GA, 30356	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429997	CLM	Daniel U Russell	—	UHC-04417-79	—	6057 Apache Blvd, Sacramento, CA, 95842	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-412435	CLM	Maria McDonald	—	—	—	8439 Elm St, Houston, TX, 77044	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424718	CLM	Paul Gordon	1954-05-19	—	6838472125	9470 Camelback Rd, Miami, FL, 33165	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428297	CLM	Michael Carpenter	1995-07-11	—	—	8019 Market St, Plano, TX	0.38	Two-digit birth year City re-cased State name converted to code ZIP missing+3 more
CLM-418909	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408673	CLM	Mariana Z Morrison	—	UHC-48094-21	—	8632 Mesa Dr, Chandler, AZ	0.38	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+3 more
CLM-410548	CLM	Danielle Ford	—	—	—	9012 Central Ave # 138, Plano, TX, 75081	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424237	CLM	Becky Myers	—	—	—	2515 Palm Dr, Tucson, AZ	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP missing+3 more
CLM-405212	CLM	Katherine Lucas	2000-07-16	—	8872470565	9123 Bayshore Dr, Plano, TX, 75047	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424715	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424714	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-427060	CLM	Amanda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408733	CLM	Brenda Jimenez	1946-09-24	UHC-35314-08	—	3317 Mountain View Dr # 635, Atlanta, GA	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429629	CLM	Amber Banks	1975-11-16	—	—	2815 Lincoln Way, Fresno, CA, 93792	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-432773	CLM	Steve Marquez	2002-01-24	—	8772854623	1142 Hillcrest Rd Apt 25, Sacramento, CA, 95864	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416221	CLM	Arthur Ryan	1963-11-16	UHC-21613-25	7099349751	3760 Spring St, Los Angeles, CA, 90056	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408439	CLM	Ralph Carpenter	1967-06-11	UHC-69808-22	—	9818 Baseline Rd, Jacksonville, FL	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
CLM-425448	CLM	Luis Garza	1999-10-08	—	—	6467 Pine Dr, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-431121	CLM	Bradley G Clark	—	—	4464295367	1924 Sage Ct Apt 17, Tampa, FL	0.38	Date of birth unreadable Phone reformatted Unit split from street State name converted to code+3 more
CLM-409866	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd Apt 35, Charlotte, NC, 28223	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413769	CLM	Beth Contreras	—	UHC-92452-26	—	5635 Sunset Blvd, Fresno, CA, 93719	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-428210	CLM	Beverrly Gonzalez	—	—	—	6102 Camelback Rd # 289, Seattle, WA, 98122	0.38	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-428321	CLM	Cheryl Reynolds	—	UHC-05597-29	—	2655 Market St, Minneapolis, MN, 55482	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419690	CLM	Charles Ray	1954-11-10	—	—	8155 Harbor Blvd, Mesa, AZ, 85282	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422797	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410089	CLM	Aisha Chen	1944-10-03	—	7409994529	5831 Sage Ct, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403019	CLM	Nancy S Vazquez	1967-08-27	UHC-61543-39	—	4030 Maple Ave Apt 21, Scottsdale, AZ, 85207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432411	CLM	Edward Michell	2000-06-12	UHC-60479-18	—	6374 Park Pl, Mesa, AZ, 85219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408131	CLM	Isabella Stephens	—	UHC-87565-33	—	7416 Lincoln Way, Gilbert, AZ, 85296	0.38	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-419389	CLM	Shirley Gutierrez	—	—	—	2473 Willow Ct, San Antonio, TX, 78276	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430891	CLM	Chris K Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ, 85289	0.38	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-411819	CLM	Christina Mendoza	1999-08-17	UHC-20663-15	—	4058 Washington St, Tempe, AZ, 85259	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422061	CLM	George R Mason	—	—	—	4247 Desert Sky Blvd, Charlotte, NC	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424983	CLM	Marilyn James	1952-06-17	UHC-01639-27	—	1285 Palm Dr, Glendale, AZ, 85367	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-431969	CLM	Randy Foster	2000-01-18	UHC-46657-20	—	8906 Palm Dr, Denver, CO, 80215	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404041	CLM	Bruce Meyer	1964-03-22	UHC-94064-25	—	1979 Jefferson Ave # 151, Houston, TX, 77031	0.38	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-413132	CLM	Steven Kelly	1988-03-01	—	—	1297 Spring St, Scottsdale, AZ	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415388	CLM	Brian D Hamilton	1988-11-07	UHC-98413-48	—	6554 Mesa Dr, San Antonio, TX, 78268	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-411068	CLM	Beverly Ryan	1961-02-18	—	—	7221 Apache Blvd, Fresno, CA, 93734	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428911	CLM	Billy Q Lewis	1942-04-19	UHC-32201-16	—	1864 Main St, Eden Prairie, MN, 55369	0.38	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-422003	CLM	Ellijah Payne	2001-07-03	UHC-20841-62	9297123003	7940 Hillcrest Rd, Gilbert, AZ, 85273	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410929	CLM	Alice Armstrong	—	UHC-01835-54	—	7640 Forest Ave Apt 18, Columbus, OH, 43261	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400167	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	—	8961 Park Pl # 800, Sacramento, CA, 95844	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407950	CLM	Juan Weaver	1948-10-15	—	—	9101 Harbor Blvd, Houston, TX, 77021	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412229	CLM	Yuki O King	—	—	—	3840 Canyon Rd, Miami, FL, 33179	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-407535	CLM	Lawrence Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr # 920, Denver, CO	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
CLM-424845	CLM	Keelly Andrews	1945-12-17	UHC-58244-95	—	6786 Washington St Apt 8, Scottsdale, AZ, 85272	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more

18,771 rows, page 5 of 376Previous Next