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-403363	CLM	Donald W Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr, Plano, TX, 75073	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405121	CLM	Steve Knight	2004-04-20	—	8995510778	3377 Apache Blvd, Nashville, TN, 37202	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-424825	CLM	Dennis Thompson	1955-10-11	—	4687586380	8585 Grand Ave, Denver, CO, 80212	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421051	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ, 85353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420758	CLM	Mark Chen	1961-09-23	—	3624185539	5207 Maple Ave, Dallas, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416430	CLM	Ann U Luna	2007-08-13	—	9158627196	6600 Hillcrest Rd, Tucson, AZ, 85711	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429839	CLM	Rachel Taylor	—	UHC-19337-80	4766929842	5103 Indian School Rd, Atlanta, GA, 30347	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-411274	CLM	Diego George	—	—	9444057800	251 Apache Blvd, Tucson, AZ, 85792	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-411741	CLM	Priya Tucker	1981-02-07	—	3497194168	619 Ocean Ave, Jacksonville, FL, 32248	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423828	CLM	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct # 798, Tucson, AZ, 85773	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-404600	CLM	Deborah Vazquez	2002-04-08	—	—	7172 Bayshore Dr, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417296	CLM	Betty Garcia	1999-09-19	UHC-86761-69	—	3070 Park Pl, San Diego, CA, 92178	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416146	CLM	Harold Greene	1994-12-16	—	—	7545 Ocean Ave, Seattle, WA, 98132	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416834	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-416835	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-424998	CLM	Tomas N Sanchez	1943-03-28	—	—	9360 Highland Ave, Jacksonville, FL, 32229	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422248	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-412302	CLM	Mei Flores	1961-10-21	UHC-84637-68	4044486579	8565 Park Pl, Austin, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431978	CLM	Jeffrey Grant	1983-09-13	UHC-11675-92	—	8815 Oak St, Eden Prairie, MN, 55300	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406542	CLM	Walter Z Phillips	1997-01-14	UHC-80241-67	4662055415	4901 Forest Ave, Jacksonville, FL, 32255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409670	CLM	Jessica Grant	2004-10-17	—	3776847927	1043 Cedar Ln, Gilbert, AZ, 85241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417520	CLM	Richard Kelely	1963-12-07	UHC-11767-95	2502272678	68 Desert Sky Blvd, Tucson, AZ, 85719	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-421131	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St, Orlando, FL, 32879	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412506	CLM	Kate H Sims	1996-08-23	UHC-14326-19	8962531741	2596 Camelback Rd, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427843	CLM	Carol Stevens	1947-08-14	—	—	5527 Highland Ave # 428, Eden Prairie, MN, 55321	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-421732	CLM	Susan X Mason	1954-06-27	—	7349766908	685 Cedar Ln, Miami, FL, 33124	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410115	CLM	Thomas Arnold	1982-09-17	UHC-19975-43	3587108822	6875 Lake View Rd, Denver, CO, 80261	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417841	CLM	Charlotte X Pierce	2005-09-24	UHC-68485-08	5816694638	2069 Valley View Dr Apt 33, Sacramento, CA, 95879	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-402225	CLM	Kimberly Morris	1946-08-16	—	5087299329	3790 River Rd, Tucson, AZ, 85792	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423766	CLM	IsabelllaJunk	1952-04-22	UHC-16836-61	—	577 Willow Ct, Tempe, AZ, 85260	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412732	CLM	Amber Kennedy	1969-02-27	UHC-00983-53	6622072429	1169 Apache Blvd, Los Angeles, CA, 90098	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-400084	CLM	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+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-408681	CLM	Christiian O Barnes	1941-11-12	—	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-416014	CLM	Brian Garcia	1978-07-12	—	2268288279	7222 Spring St, Columbus, OH, 43233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423700	CLM	Kathleen Day	—	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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-422765	CLM	Andrea Gomez	1987-10-27	—	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410157	CLM	Joseph Hart	1947-07-27	—	2244870548	3266 Meadow Ln, Seattle, WA, 98123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406048	CLM	Eugene Henderson	1985-03-10	UHC-11291-97	—	6761 Ridge Rd Apt 40, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-409481	CLM	Debra Hudson	1982-09-01	UHC-08197-24	6892359102	2184 Desert Sky Blvd, Jacksonville, FL, 32230	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-427707	CLM	Natalie Ruiz	1955-01-02	UHC-88246-04	9158124870	5510 Grand Ave, Tucson, AZ	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-405467	CLM	Alice Kelley	1985-01-09	UHC-90765-03	5166796680	666 Elm St, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404736	CLM	Anna Mason	1972-01-02	UHC-45165-10	3113438828	1783 Main St, Austin, TX, 78797	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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

18,771 rows, page 39 of 376Previous Next